{"templateName":"quickstart-page-template","allowedRenditionsWidth":["320","480","640","768","960","1200","1440","1920"],"cssClassNames":"page basicpage summit-page","language":"en","title":"Stream Kafka Data to Snowflake via Confluent Tableflow and Iceberg","analyticsPageType":"quickstart-page-template","analyticsCategory":"general","analyticsSubCategory":"","excludeFromAnalytics":false,":mappedPath":"/en/developers/guides/snowflake-confluent-tableflow-iceberg/",":type":"snowflake-site/components/structure/page","isPasswordProtected":false,"coveoConfig":{"pipeline":"snowflake.com","apiKey":"xx335921a6-2a0a-40f2-a167-e390b4766c3d","organizationId":"snowflakecomputingproduction8neljofn","searchHub":"snowflake.com"},"analyticsDebugMode":false,"analyticsData":{"excludeFromAnalytics":false,"subCategory":"","pageType":"quickstart-page-template","templateName":"quickstart-page-template","siteName":"snowflake","pageUrl":"/content/snowflake-site/global/en/developers/guides/snowflake-confluent-tableflow-iceberg","language":"en","category":"general","pageName":"Stream Kafka Data to Snowflake via Confluent Tableflow and Iceberg","contentTags":["snowflake-site:taxonomy/solution-center/certification/quickstart","snowflake-site:taxonomy/product/data-engineering","snowflake-site:taxonomy/snowflake-feature/ingestion","snowflake-site:taxonomy/snowflake-feature/apache-iceberg"]},"analyticsContentTags":["snowflake-site:taxonomy/solution-center/certification/quickstart","snowflake-site:taxonomy/product/data-engineering","snowflake-site:taxonomy/snowflake-feature/ingestion","snowflake-site:taxonomy/snowflake-feature/apache-iceberg"],"analyticsEnabled":true,":items":{"root":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"markup_editor_1950346551":"aem-GridColumn aem-GridColumn--default--12","experiencefragment-banner":"aem-GridColumn aem-GridColumn--default--12","experiencefragment-header":"aem-GridColumn aem-GridColumn--default--12","responsivegrid":"aem-GridColumn aem-GridColumn--default--12","experiencefragment-footer":"aem-GridColumn aem-GridColumn--default--12","modal_container":"aem-GridColumn aem-GridColumn--default--12","markup_editor":"aem-GridColumn aem-GridColumn--default--12"},"columnCount":12,":items":{"experiencefragment-banner":{"id":"experiencefragment-dbe6860c6e","localizedFragmentVariationPath":"/content/experience-fragments/snowflake-site/language-masters/en/site/pushdown-banner/master/jcr:content","configured":true,":type":"snowflake-site/components/experiencefragment",":items":{"root":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"pushdown_banner_copy":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-c1f0f27eb1","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"pushdown_banner_copy":{"id":"pushdown-banner-c7e9adee65","contentHeadline":"Snowflake World Tour hits your city","contentDescription":"See how leading teams deploy agents at scale. Find a stop near you. Register free.","contentJustifyContent":"center","linkStyle":"text-white","linkCTA":{"id":"link-cta","heapButtonClasses":["pushdown_banner"],"showOutboundIcon":false,"buttonLink":{"valid":true,"attributes":{"target":"_blank"},"url":"/en/world-tour/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Register now"},":type":"snowflake-site/components/pushdown-banner","appliedCssClassNames":"snowflake-pushdown-banner-text-white snowflake-pushdown-banner-background-black"}},":itemsOrder":["pushdown_banner_copy"]},"image":{":type":"nt:unstructured"},"cq:metadata":{":type":"nt:unstructured"}},":itemsOrder":["root","image","cq:metadata"],"classNames":"aem-xf"},"experiencefragment-header":{"id":"experiencefragment-8408452d25","localizedFragmentVariationPath":"/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/jcr:content","configured":true,":type":"snowflake-site/components/experiencefragment",":items":{"root":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"mega_header":"aem-GridColumn aem-GridColumn--default--12","markup_editor":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-0b2d3167d1","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"markup_editor":{"id":"markup-editor-a23beecf2b","title":" ","cssContent":".footer-nav__link-group .snowflake-button-container,.subnav__item--button,.snowflake-card-v2-advanced-button .snowflake-button-container{justify-content:flex-start}.mega-nav__sign-in.snowflake-button-container{display:none}@media screen and (min-width:768px){.mega-nav__sign-in.snowflake-button-container{display:inline-block;font-family:'Texta',sans-serif;font-weight:800 !important}}@media screen and (min-width:1024px) and (max-width:1199px){.snowflake-mega-nav-header-buttons-container .snowflake-button-blue .snowflake-button-container{font-size:13px !important}.snowflake-language-navigation .language-icon{width:18px !important;height:18px !important;margin-right:4px !important}}.mega-nav__sign-in svg{display:none}.nav-item__platform-parent-why-sf.snowflake-mega-nav-nav-item\u003Ea:hover,.nav-item__platform-parent.snowflake-mega-nav-nav-item\u003Ea:hover{background-color:transparent !important}.nav-platform-sidebar .snowflake-mega-nav-nav-item:hover.blue-icon .snowflake-mega-nav-nav-item-icon__inner{background-color:var(--ui-01) !important}@media screen and (min-width:1024px){.snowflake-mega-nav-navigation-dropdown{overflow:hidden}.meganav-platform-features{padding-left:64px}.meganav-platform-features::before{content:'';transform:translateX(-64px);display:block;z-index:0;width:100%;height:100%;position:absolute;top:0;background:#f7f9fa}.nav-item--si.snowflake-mega-nav-nav-item\u003Ea:hover{background-color:transparent}.nav-item--si{border-bottom:1px solid #ccc;padding-bottom:16px;margin-bottom:8px}.nav-item__platform-parent{border-bottom:1px solid #ccc;margin-bottom:8px;padding-bottom:16px}.nav-item__platform-parent-why-sf .snowflake-mega-nav-nav-item-description::after{content:'What Snowflake can do for you \u003E';display:block;color:var(--ui-01);margin-top:16px}.nav-item__platform-parent .snowflake-mega-nav-nav-item-description::after{content:'View the platform \u003E';display:block;color:var(--ui-01);margin-top:16px}}@media screen and (min-width:1367px){.snowflake-mega-nav-nav-item-description{font-size:13px !important;line-height:20px !important}.snowflake-mega-nav-nav-item-title-wrapper\u003E.snowflake-mega-nav-nav-item-title{font-size:17px !important}.nav-item__platform-parent-why-sf .snowflake-mega-nav-nav-item-title,.nav-item__platform-parent .snowflake-mega-nav-nav-item-title{font-size:24px !important;line-height:32px !important;margin-bottom:8px !important}.nav-item__platform-parent-why-sf .snowflake-mega-nav-nav-item-description,.nav-item__platform-parent .snowflake-mega-nav-nav-item-description{font-size:14px !important;line-height:20px !important}}html.wf-texta-n9-loading .display-1-v2{font-size:48px!important;line-height:50px!important;letter-spacing:-.5px!important;font-family:sans-serif!important}html.wf-texta-n9-loading .heading-4-v2{font-size:18px!important;line-height:24px!important;font-family:sans-serif!important}@media screen and (min-width:768px){html.wf-texta-n9-loading .display-2-v2{font-size:48px!important;line-height:50px!important;font-family:sans-serif!important}html.wf-texta-n9-loading .display-1-v2{font-size:55.5px!important;line-height:54px!important;letter-spacing:-.5px!important;font-family:sans-serif!important}html.wf-lato-n4-loading .body-2,html.wf-lato-n4-loading .heading-5-v2,html.wf-lato-n4-loading .snowflake-card-v2-advanced-text .snowflake-text p{font-size:15.5px!important;font-family:sans-serif!important}html.wf-texta-n9-loading .heading-2,html.wf-texta-n9-loading .heading-2-v2{font-size:34px!important;line-height:38px!important;letter-spacing:-.75px!important;font-family:sans-serif!important}html.wf-texta-n8-loading .heading-6-v2.snowflake-mega-nav-navigation-title{font-size:13.5px!important;font-family:sans-serif!important}html.wf-texta-n8-loading .heading-4,html.wf-texta-n8-loading .snowflake-button-container,html.wf-texta-n8-loading .snowflake-button-regular .snowflake-button-container{font-size:13px!important;line-height:20px!important;letter-spacing:.25px!important;font-family:sans-serif!important}}@media screen and (min-width:1024px){html.wf-lato-n4-loading .snowflake-mega-nav-nav-item-description{font-size:11.5px!important;font-family:sans-serif!important}html.wf-lato-n4-loading .body-2,html.wf-lato-n4-loading .text-size-regular .snowflake-text li,html.wf-lato-n4-loading .text-size-regular .snowflake-text p,html.wf-lato-n4-loading .text-size-regular .snowflake-text span[data-testid=text-content],html.wf-lato-n4-loading .text-size-regular.cq-Editable-dom li,html.wf-lato-n4-loading .text-size-regular.cq-Editable-dom p,html.wf-lato-n4-loading .text-size-regular.cq-Editable-dom span[data-testid=text-content]{font-size:13.5px!important;font-family:sans-serif!important}html.wf-texta-n8-loading .snowflake-button-compact .snowflake-button-container{font-size:12px!important;letter-spacing:0!important;line-height:18px!important}}@media screen and (min-width:1367px){html.wf-lato-n4-loading .hp-hero__eyebrow a\u003Eb:first-child{font-size:11px!important;font-family:sans-serif!important}html.wf-texta-n8-loading .hp-hero__eyebrow a{font-size:13px!important;font-family:sans-serif!important}html.wf-texta-n9-loading .display-2-v2{font-size:61px!important;line-height:60px!important;font-family:sans-serif!important}html.wf-texta-n9-loading .display-1-v2{font-size:74.5px!important;line-height:74px!important;letter-spacing:-.75px!important;font-family:sans-serif!important}html.wf-texta-n9-loading .heading-2,html.wf-texta-n9-loading .heading-2-v2{font-size:41px!important;letter-spacing:-.75px!important;font-family:sans-serif!important}html.wf-texta-n9-loading .heading-3-v2{font-family:sans-serif!important;letter-spacing:-.75px!important;font-size:33.75px!important}html.wf-texta-n9-loading .heading-4-v2{font-size:19.5px!important;line-height:26px!important;font-family:sans-serif!important}html.wf-texta-n8-loading .heading-6-v2{font-size:12px!important;font-family:sans-serif!important}html.wf-texta-n8-loading .heading-6-v2.snowflake-mega-nav-navigation-title{font-size:14px!important;font-family:sans-serif!important}html.wf-lato-n4-loading .body-1,html.wf-lato-n4-loading .cq-Editable-dom[data-cq-data-path*=text] ol\u003Eli,html.wf-lato-n4-loading .snowflake-text li,html.wf-lato-n4-loading .snowflake-text p,html.wf-lato-n4-loading .text-size-large .snowflake-text li,html.wf-lato-n4-loading .text-size-large .snowflake-text p,html.wf-lato-n4-loading .text-size-large .snowflake-text span[data-testid=text-content],html.wf-lato-n4-loading .text-size-large.cq-Editable-dom li,html.wf-lato-n4-loading .text-size-large.cq-Editable-dom p,html.wf-lato-n4-loading .text-size-large.cq-Editable-dom span[data-testid=text-content],html.wf-lato-n4-loading.cq-Editable-dom[data-cq-data-path*=text]\u003Ep,html.wf-lato-n4-loading.cq-Editable-dom[data-cq-data-path*=text]\u003Eul\u003Eli{font-size:17.5px!important;font-family:sans-serif!important}html.wf-lato-n4-loading .body-2,html.wf-lato-n4-loading .text-size-regular .snowflake-text li,html.wf-lato-n4-loading .text-size-regular .snowflake-text p,html.wf-lato-n4-loading .text-size-regular .snowflake-text span[data-testid=text-content],html.wf-lato-n4-loading .text-size-regular.cq-Editable-dom li,html.wf-lato-n4-loading .text-size-regular.cq-Editable-dom p,html.wf-lato-n4-loading .text-size-regular.cq-Editable-dom span[data-testid=text-content],html.wf-texta-n8-loading .snowflake-button-link .snowflake-button-container,html.wf-texta-n8-loading .snowflake-button-link-back .snowflake-button-container{font-size:15.5px!important;font-family:sans-serif!important}html.wf-lato-n4-loading .body-3,html.wf-lato-n4-loading .text-size-small .snowflake-text li,html.wf-lato-n4-loading .text-size-small .snowflake-text p,html.wf-lato-n4-loading .text-size-small .snowflake-text span[data-testid=text-content],html.wf-lato-n4-loading .text-size-small.cq-Editable-dom li,html.wf-lato-n4-loading .text-size-small.cq-Editable-dom p,html.wf-lato-n4-loading .text-size-small.cq-Editable-dom span[data-testid=text-content]{font-size:13.5px!important;font-family:sans-serif!important}}#industryPlatformSection,.sc-hero{background-position:top left;background-size:20% auto}.bwalignc,.bwalignr{list-style-position:inside}.snowflake-text p sup{font-size:10px}#industryPlatformSection .industry-platform__row .snowflake-flexible-column-container-items,.button-group-pair\u003E.container\u003E.cmp-container\u003E.aem-container,.snowflake-hero-system-content-container{gap:16px}.agenda-item p,.button-group-pair\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv,.partner-details p{margin:0!important}.button-group-pair\u003E.container\u003E.cmp-container\u003E.aem-container::after,.button-group-pair\u003E.container\u003E.cmp-container\u003E.aem-container::before,.hide-logo .snowflake-case-study-card-logo,.partner-page__powered-by-logo,.sc-hero div.code-toolbar\u003E.toolbar,.snowflake-card-v2-advanced.no-link .snowflake-card-v2-advanced-button,.snowflake-partner-hero-card-badge-container{display:none!important}.section--card-mobile-carousel .snowflake-flexible-column-container-items-with-carousel{max-width:100%!important}@media screen and (min-width:768px){.button-group-pair .snowflake-button-container.inline-button--desktop,.button-group-pair\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:auto!important;display:inline-block!important}.button-group-pair\u003E.container\u003E.cmp-container\u003E.aem-container{align-items:center;justify-content:flex-start!important}.button-group-pair.center\u003E.container\u003E.cmp-container\u003E.aem-container{justify-content:center!important}.section--card-mobile-carousel{margin-left:var(--tablet-portrait-margin,48px)!important;margin-right:var(--tablet-portrait-margin,48px);width:calc(100% - 96px)!important;width:calc(100% - var(--tablet-portrait-margin) * 2)!important}}@media screen and (min-width:1024px){.section--card-mobile-carousel{margin-left:var(--tablet-horizontal-margin,48px)!important;margin-right:var(--tablet-horizontal-margin,48px);width:calc(100% - 96px)!important;width:calc(100% - var(--tablet-horizontal-margin) * 2)!important}.snowflake-mega-nav-header-mobile-icon{display:none!important}}@media screen and (min-width:1367px){.section--card-mobile-carousel{margin-left:var(--desktop-margin,6.5%)!important;margin-right:var(--desktop-margin,6.5%);width:87%!important;width:calc(100% - var(--desktop-margin) * 2)!important}.logo-container{min-width:143px}.sc-hero__headline .heading-1-v2{font-size:60px}.snowflake-mega-nav-navigation-title{font-size:17px}.snowflake-mega-nav-dropdown-footer-wrapper .snowflake-title-v2 .snowflake-title-v2-line:first-child{font-size:16px!important;line-height:24px!important}}.hero--home{overflow:hidden;background-color:var(--ui-01);z-index:2}.hp-hero__subheadline{width:90%}.hero--home .snowflake-button-container{transition:.3s}.hero--home .snowflake-button-primary a:hover,.hero--home .snowflake-button-secondary a:hover,.hero--home .snowflake-button-white a:hover{transition:.3s;background-color:var(--ui-02)!important;color:var(--ui-05)!important}.hero--home .snowflake-button-secondary a:hover{border-color:var(--ui-05)!important}.hero--home .snowflake-button-primary a:hover,.hero--home .snowflake-button-white a:hover{border-color:var(--ui-02)!important}.bwalignc,.hp-hero__eyebrow{text-align:center}.hp-hero__eyebrow a{display:inline-flex;flex-direction:column;justify-content:center;cursor:pointer;padding:8px;border-radius:var(--spacing-01);gap:8px;align-items:center;background-color:#45aee3;color:var(--ui-03);font-family:Texta,sans-serif;font-weight:800;font-size:16px;line-height:22px;transition:background-color .3s}.hp-hero__eyebrow a:hover{background-color:#7fc6ea;text-decoration:none;transition:background-color .3s}.hp-hero__eyebrow a\u003Eb:first-child{text-transform:uppercase;white-space:nowrap;display:inline-block;background-color:var(--ui-02);color:var(--ui-05);font-size:12px!important;line-height:16px!important;font-family:Lato,sans-serif;font-weight:500!important;padding:3px 6px;border-radius:2px;letter-spacing:1px}@media screen and (min-width:767px){.hp-hero__eyebrow{text-align:left}.hp-hero__eyebrow a{flex-direction:row;text-align:left}}.hero--home__inner .offset-video,.hero--home__inner .snowflake-experience-fragment,.offset-video__bg-image{max-height:200px;overflow:hidden}.hero--home__inner .offset-video .wistia-responsive-padding{padding-top:100%}.hero--home__inner .snowflake-experience-fragment,.offset-video__bg-image{position:absolute!important;top:0;left:0;width:100%}.offset-video__bg-image{z-index:-1}@media screen and (min-width:768px){.hero--home__inner .snowflake-experience-fragment,.offset-video,.offset-video__bg-image{position:absolute!important;max-height:none;top:0;left:0;width:250%;padding-bottom:250%;transform:translate(0,-50%);height:0}.workloads_7.unistore{max-width:317px}}.promo-banner--homepage{z-index:2}.homepage-banner-offset-container::after{content:\"\";display:block;position:absolute;bottom:0;z-index:1;left:0;width:100%;height:80%;background:#fff}.section--quicklinks .snowflake-button-full-width a{padding-left:24px!important;padding-right:24px!important;transition:box-shadow .25s cubic-bezier(.4,0,.2,1);text-align:left;display:flex;justify-content:center;align-items:center}.section--quicklinks .snowflake-button-full-width a:hover{box-shadow:0 16px 16px 0 rgb(0 0 0 / .16);transition:box-shadow .25s cubic-bezier(.4,0,.2,1)}.section--quicklinks .snowflake-button-container:focus-visible a::before,.section--quicklinks .snowflake-button-full-width a::before{content:\"\";width:23px;height:23px;flex-shrink:0;margin-right:12px;display:inline-block;background-size:cover;background-repeat:no-repeat;background-position:center}#industryPartnerSlider .snowflake-navigation-icon.swiper-button-disabled,#partnerResources .section--resource-hub a svg,.button-tabs span.snowflake-tabs-navigation-item:after,.customer-card--hide-cta .snowflake-case-study-card-button,.dot-tabs span.snowflake-tabs-navigation-item::after,.partner-sidebar__mobile-expand,html:not(.aem-AuthorLayer-initial):not(.aem-AuthorLayer-Edit) .tab-content:not(.is-active){display:none}.section--quicklinks .snowflake-button-full-width a.pricing::before{background-image:url(https://www.snowflake.com/content/dam/snowflake-site/general/icons/decorative-icons/pricing-icon.svg)}.section--quicklinks .snowflake-button-full-width a.snowflake_on_snowflake::before{background-image:url(https://www.snowflake.com/content/dam/snowflake-site/general/icons/navigation/nav-icon_snowflake-bug.svg)}.section--quicklinks .snowflake-button-full-width a.virtual_hands_on_labs::before{background-image:url(https://www.snowflake.com/content/dam/snowflake-site/general/icons/navigation/nav-icon__training.svg)}.section--quicklinks .snowflake-button-full-width a.weekly_demo::before{background-image:url(https://www.snowflake.com/content/dam/snowflake-site/general/icons/navigation/nav-icon__webinars.svg)}@media screen and (min-width:1024px){.hero--home__inner .snowflake-experience-fragment,.offset-video,.offset-video__bg-image{left:-50%}.section--quicklinks .snowflake-flexible-column-container-items{gap:24px}.snowflake-quote-item-inner{padding:32px 24px 24px!important}}#communitiesOuter_overflowBottomGray::after{max-height:100px}#caseStudyOuter_overflowBottomMidBlue::after{max-height:180px}#caseStudyInner .snowflake-case-study-card .snowflake-wistia-video{border-radius:0!important}#caseStudyInner .snowflake-case-study-card{box-shadow:none!important;border-radius:0}#caseStudyInner{max-width:1200px;margin:0 auto;box-shadow:rgb(152 162 179 / .1) 0 10px 20px 0,rgb(152 162 179 / .25) 0 2px 6px 0;border-radius:8px;overflow:hidden;position:relative;z-index:1}.case-study__logo-bar\u003E.snowflake-flexible-column-container-items{background:#f7f9fa;padding:32px 16px 40px}.case-study__logo-bar .cmp-image__image{width:90%;margin:0 auto;max-width:240px}.hp-platform__text-group\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:not(:first-child),.sc-sidebar__group .snowflake-button-link{margin-top:8px}.workloads_7.unistore{margin-left:auto;margin-right:auto}#homepageFootnotesInner .snowflake-simple-stat-disclaimer .snowflake-text p{color:#fff!important}.snowflake-simple-stat-disclaimer .snowflake-text p\u003Ea{border-bottom:1px solid var(--ui-03);color:var(--text-03)}.snowflake-card-v2-advanced{color:inherit}#workloadCardGridOuter .snowflake-card-v2-base-front{gap:0}.video-modal.snowflake-modal-window-open-inner{background-color:#fff0;padding:8px;border:none}.snowflake-container-arrow-dotted-faded .snowflake-container-arrow-dotted-faded-image{width:40%!important;max-width:420px;top:4%!important}.list--blue-bullets ul{margin:0!important;padding:0!important;list-style-type:none}.list--blue-bullets li{margin:0;padding:0 0 0 32px;position:relative}.list--blue-bullets li::before{content:\"\";display:block;border-radius:100%;background:#29b5e8;width:18px;height:18px;position:absolute;top:4px;left:0;border:5px solid #e5f2f7;box-sizing:border-box}.list--blue-bullets li:not(:last-child){margin-bottom:1rem}.logo-tabs .snowflake-navigation-container,.snowflake-simple-stat-content:empty,.summit-speaker-card .snowflake-card-v2-advanced-text{margin-bottom:0}#techResourceInner,#techResourceOuter,div.overflow-bottom--blue,div.overflow-bottom--gray,div.overflow-bottom--mid-blue,div.overflow-bottom--white,div.overflow-top--blue,div.overflow-top--gray,div.overflow-top--mid-blue,div.overflow-top--white,div[id$=overflowBottomGray],div[id$=overflowBottomMidBlue],div[id$=overflowTopBlue],div[id$=overflowTopGray]{position:relative}div.overflow-bottom--blue::after,div.overflow-bottom--gray::after,div.overflow-bottom--mid-blue::after,div.overflow-bottom--white::after,div.overflow-top--blue::after,div.overflow-top--gray::after,div.overflow-top--mid-blue::after,div.overflow-top--white::after,div[id$=overflowBottomGray]::after,div[id$=overflowBottomMidBlue]::after,div[id$=overflowBottomWhite]::after,div[id$=overflowTopBlue]::after,div[id$=overflowTopGray]::after,div[id$=overflowTopWhite]::after{content:\"\";display:block;position:absolute;left:0;width:100%;height:40%}div.overflow-top--blue::after,div.overflow-top--gray::after,div.overflow-top--mid-blue::after,div.overflow-top--white::after,div[id$=overflowTopBlue]::after,div[id$=overflowTopGray]::after,div[id$=overflowTopWhite]::after{top:0}div.overflow-bottom--blue::after,div.overflow-bottom--gray::after,div.overflow-bottom--mid-blue::after,div.overflow-bottom--white::after,div[id$=overflowBottomGray]::after,div[id$=overflowBottomMidBlue]::after,div[id$=overflowBottomWhite]::after{bottom:0}div.overflow-bottom--white::after,div.overflow-top--white::after,div[id$=overflowBottomWhite]::after,div[id$=overflowTopWhite]::after{background:#fff!important}div.overflow-bottom--gray::after,div.overflow-top--gray::after,div[id$=overflowBottomGray]::after,div[id$=overflowTopGray]::after{background:#f6f9fa!important}div.overflow-bottom--mid-blue::after,div.overflow-top--mid-blue::after,div[id$=overflowBottomMidBlue]::after,div[id$=overflowTopMidBlue]::after{background:#11567f!important}div.overflow-bottom--blue::after,div.overflow-top--blue::after,div[id$=overflowBottomBlue]::after,div[id$=overflowTopBlue]::after{background:#259edc!important}.snowflake-premium-content-banner.promo-banner--no-shadow{box-shadow:none!important}#industryPartnerSlider .cmp-image__image,#industryPartnerSlider .section--partner-tabs .snowflake-image-container .cmp-image__image,#partnerSidebar,.has-shadow .cmp-image__image{box-shadow:0 10px 20px 0 rgb(152 162 179 / .1),0 2px 6px 0 rgb(152 162 179 / .25)}.content-chip--has-desc{align-items:flex-start;padding:20px!important}.content-chip--has-desc .snowflake-content-chip-image{max-width:100px}.content-chip--has-desc .snowflake-content-chip-image__image{aspect-ratio:1}.content-chip--has-desc .snowflake-title-v2-line:first-child{font-size:18px!important}.content-chip--has-desc .snowflake-title-v2-line:nth-child(2){color:#000!important;font-weight:500!important;font-size:16px!important;line-height:22px!important;margin-top:2px!important}.content-chip--has-desc .snowflake-content-chip-button{margin-top:6px!important;font-size:18px!important;display:none}.square-image .snowflake-content-chip-image{aspect-ratio:1;max-width:120px}.section--logo-bar.smaller-logos .snowflake-image-container .cmp-image__image{max-width:200px;margin:0 auto}.snowflake-card-v2-advanced-tag,.snowflake-content-chip-tag{padding:3px 6px!important}.sc-overview__webinar-promo-banner .snowflake-content-chip-button,.snowflake-card-v2-advanced-title:first-child,.summit-pricing-block__aside ul{margin-top:0}.dot-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item{width:40px;height:40px;display:flex;justify-content:center;align-items:center;margin:0!important}.dot-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item p{width:12px;height:12px;background:var(--ui-12);border-radius:100%}.dot-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item p,.logo-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item p{font-size:0!important}.dot-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item.active p{background:var(--ui-01)}.button-tabs .snowflake-navigation-container .swiper-wrapper{padding:8px 0}.button-tabs .snowflake-navigation-container .swiper-slide{margin:0 6px}.button-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item{padding:8px 24px;background-color:#f6f9fa;border-radius:48px;margin:0}.button-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item p{text-transform:uppercase;font-family:Texta,sans-serif;font-weight:700}.button-tabs .border-top{border-top:1px solid #ccc}.button-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item.active{background-color:var(--ui-01);box-shadow:0 2px 6px 0 rgb(152 162 179 / .25),0 10px 20px 0 rgb(152 162 179 / .1)}.button-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item.active p{color:#fff}.button-tabs.has-icons .snowflake-navigation-container .snowflake-tabs-navigation-item p::before{content:\"\";display:inline-block;width:20px;height:20px;background-size:contain;background-repeat:no-repeat;background-position:center center;margin-right:12px;vertical-align:middle;margin-top:-3px}.logo-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item{width:220px;padding-bottom:50%;height:0;margin:0 8px!important;background-size:cover;background-repeat:no-repeat;opacity:.5;transition:opacity .3s}.logo-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item:hover{opacity:.75;transition:opacity .3s}.logo-tabs .snowflake-navigation-container .snowflake-tabs-navigation-item.active{opacity:1;transition:opacity .3s}.dot-tabs .aem-container.cmp-tabs,.logo-tabs .aem-container.cmp-tabs{display:flex;flex-direction:column-reverse}.snowflake-icon.is-center{margin:0 auto;display:block}#industryPartnerSlider .snowflake-flexible-column-container-items,#partnerLogoSquare .snowflake-flexible-column-container-items{gap:24px}#techResourceOuter::after{content:\"\";display:block;position:absolute;top:0;left:0;width:100%;height:40%;background:#f6f9fa}#techResourceInner{z-index:1}.partner-tier-tag h6{display:inline-block!important;padding:2px 6px;border-radius:2px;color:#666}.partner-tier-tag.registered h6{background-color:#f6f9fa}.partner-tier-tag.elite h6{background-color:#11567f;color:#fff}.partner-tier-tag.premier h6{background-color:#b14c77;color:#fff}.partner-tier-tag.select h6{background-color:#5094a0;color:#fff}.partner-details\u003Espan{display:flex;gap:24px}.partner-details a{color:inherit!important;font-weight:400!important}.partner-details p::before{content:\"\";display:inline-block;vertical-align:middle;width:16px;height:16px;background-repeat:no-repeat;background-position:center;transform:translateY(-1px);background-size:auto 90%;margin-right:6px}.partner-details__location::before{background-image:url(\"data:image/svg+xml,%3Csvg width='13' height='18' viewBox='0 0 13 18' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M6.25 17.7531C6.4375 17.7531 6.6 17.6844 6.7375 17.5531C6.875 17.4219 6.95 17.2531 6.95 17.0531C6.95 16.8531 7.075 16.4281 7.3 15.7969C7.5875 15.0281 7.925 14.3156 8.30625 13.6406C8.8 12.7781 9.3125 12.1031 9.85 11.6094C10.75 10.7969 11.4125 9.96563 11.85 9.12188C12.2875 8.27813 12.5063 7.40313 12.5063 6.49063C12.5063 5.36563 12.2187 4.31563 11.6437 3.33438C11.0937 2.40313 10.3438 1.65938 9.4 1.10938C8.43125 .534376 7.375 .246876 6.24375 .246876C5.1125 .246876 4.06875 .534376 3.0875 1.10938C2.15625 1.65938 1.4125 2.40313 .862498 3.33438C.287498 4.31563 0 5.36563 0 6.49063C0 7.47188 .262499 8.42813 .787499 9.35938C1.14375 10.0031 1.65625 10.6656 2.3125 11.3344C2.75625 11.8031 3.24375 12.4781 3.78125 13.3656C4.225 14.0969 4.63125 14.8594 5 15.6656C5.35 16.3844 5.53125 16.8531 5.55625 17.0656C5.55625 17.2594 5.625 17.4156 5.7625 17.5531C5.9 17.6844 6.0625 17.7531 6.25 17.7531ZM6.16875 14.9156C5.775 14.0656 5.325 13.2469 4.825 12.4594C4.275 11.5594 3.7625 10.8719 3.28125 10.3969C2.625 9.71563 2.1375 9.05938 1.825 8.43438C1.5125 7.80313 1.35625 7.16563 1.35625 6.50313C1.35625 5.61563 1.575 4.80313 2.0125 4.05313C2.45 3.30313 3.04375 2.71563 3.7875 2.27813C4.5375 1.84063 5.35 1.62188 6.2375 1.62188C7.125 1.62188 7.9375 1.84063 8.6875 2.27813C9.4375 2.71563 10.0312 3.30313 10.475 4.04688C10.9187 4.80313 11.1375 5.62188 11.1375 6.50313C11.1375 7.90313 10.3937 9.26563 8.9125 10.5969C8.35 11.1094 7.8125 11.7906 7.3 12.6406C6.88125 13.3344 6.50625 14.0969 6.16875 14.9219V14.9156ZM6.26875 8.36563C6.65625 8.36563 7.01875 8.26563 7.35625 8.07188C7.69375 7.87813 7.95625 7.60938 8.14375 7.28438C8.3375 6.95313 8.43125 6.59063 8.43125 6.19688C8.43125 5.80313 8.33125 5.43438 8.1375 5.10313C7.9375 4.76563 7.675 4.50313 7.3375 4.31563C7 4.12813 6.6375 4.02813 6.24375 4.02813C5.85 4.02813 5.4875 4.12813 5.15625 4.32188C4.825 4.52188 4.56875 4.78438 4.375 5.12188C4.18125 5.45938 4.0875 5.82188 4.0875 6.20938C4.0875 6.59688 4.1875 6.95938 4.38125 7.29688C4.58125 7.63438 4.84375 7.89688 5.18125 8.08438C5.51875 8.27813 5.88125 8.37188 6.26875 8.37188V8.36563ZM6.24375 7.50313C5.8875 7.50313 5.575 7.37188 5.31875 7.11563C5.0625 6.85938 4.93125 6.55313 4.93125 6.19063C4.93125 5.82813 5.0625 5.52188 5.31875 5.26563C5.575 5.00938 5.88125 4.87813 6.24375 4.87813C6.60625 4.87813 6.9125 5.00938 7.16875 5.26563C7.425 5.52188 7.55625 5.82813 7.55625 6.19063C7.55625 6.55313 7.425 6.85938 7.16875 7.11563C6.9125 7.37188 6.60625 7.50313 6.24375 7.50313Z' fill='%2329B5E8'/%3E%3C/svg%3E%0A\")}.partner-details__website::before{background-image:url(\"data:image/svg+xml,%3Csvg width='18' height='16' viewBox='0 0 18 16' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M2.61587 2.96889C2.61587 2.75109 2.79633 2.57062 3.01413 2.57062C3.23192 2.57062 3.41238 2.75109 3.41238 2.96889C3.41238 3.18669 3.23192 3.36716 3.01413 3.36716C2.79633 3.36716 2.61587 3.18669 2.61587 2.96889ZM4.21512 2.96889C4.21512 2.75109 4.39558 2.57062 4.61338 2.57062C4.83117 2.57062 5.01163 2.75109 5.01163 2.96889C5.01163 3.18669 4.83117 3.36716 4.61338 3.36716C4.39558 3.36716 4.21512 3.18669 4.21512 2.96889ZM5.81438 2.96889C5.81438 2.75109 5.99484 2.57062 6.21264 2.57062C6.43043 2.57062 6.61089 2.75109 6.61089 2.96889C6.61089 3.18669 6.43043 3.36716 6.21264 3.36716C5.99484 3.36716 5.81438 3.18669 5.81438 2.96889ZM17.2518 .697559H1.19085C.811258 .697559 .506348 1.0025 .506348 1.38209V14.6179C.506348 14.9975 .811258 15.3024 1.19085 15.3024H17.2518C17.6314 15.3024 17.9363 14.9975 17.9363 14.6179V1.38209C17.9363 1.0025 17.6314 .697559 17.2518 .697559ZM16.5673 2.06035V3.90853H1.86914V2.06035H16.5673ZM1.86914 13.9334V4.78593H16.5673V13.9334H1.86914Z' fill='%2329B5E8'/%3E%3C/svg%3E%0A\")}#partnerSidebar{border-radius:4px;background-color:#fff;padding:24px 24px 32px;border-bottom:6px solid #29b5e8}#partnerSidebar h5,.newsletter-disclaimer p{font-size:14px!important}#partnerSidebar ul{margin-top:0;list-style-type:none;padding:0;display:flex;flex-wrap:wrap;gap:8px}#partnerSidebar li{border:1px solid;border-radius:2px;padding:0 4px!important;font-size:11px!important;letter-spacing:.25px;text-transform:uppercase}div.snowflake-partner-hero-card{width:100%;margin:0}.partner-details__logo{max-width:380px;margin:0 auto}@media screen and (max-width:767px){.left-alignment .hp-hero__subheadline{margin-left:auto;margin-right:auto}.left-alignment .hp-hero__headline .snowflake-title-v2-line,.left-alignment .hp-hero__subheadline .snowflake-title-v2-line{text-align:center}.hero--home__inner .snowflake-flexible-column-container-items-top-padding-large{padding-top:var(--spacing-02)}.section--logo-bar\u003E.snowflake-flexible-column-container-items{display:flex;flex-wrap:wrap;flex-direction:row;justify-content:center;gap:8px}.section--logo-bar\u003E.snowflake-flexible-column-container-items\u003Ediv{width:calc(33.33% - 8px)}.partner-sidebar__mobile-expand{display:inline-block;color:#249edc;border-color:#249edc!important}#partnerSidebar li:nth-child(n+6),.summit-nav__links .snowflake-button-tertiary{display:none}.sc-body__sidebar{background-color:#f6f9fa;padding:24px}.sc-body__content{padding:0 24px 24px}.summit-speaker-card .snowflake-card-v2-advanced-content{padding:24px}}#partnerResources h6,.snowflake-tabs-navigation-item p.body-1{font-size:16px!important}#partnerResources .section--resource-hub{padding:0 16px}#partnerResources .section--resource-hub a,.bwalignl{text-align:left}@media screen and (max-width:1023px){.hero--workload .snowflake-hero-system-media-container{width:100%}}.section--timely-content .snowflake-content-chip,.snowflake-mega-nav-dropdown-footer-wrapper{align-items:center}.section--timely-content .snowflake-content-chip-image{max-width:94px}.section--timely-content .snowflake-content-chip-image__inner{line-height:0}.section--timely-content .snowflake-content-chip-image__image{aspect-ratio:1;height:auto}.section--workload-overview .workload-overview__headline{max-width:280px;margin:0 auto}#industryPartnerSlider .swiper-slide{margin-top:0!important;padding:0 12px}#industryPartnerSlider .snowflake-tabs-navigation-item{margin-left:0!important;margin-right:0!important}#industryPartnerSlider .snowflake-premium-content-banner-background-grad-white .snowflake-premium-content-banner{box-shadow:none}#industryPartnerSlider .logo-slider__slide .aem-container{display:flex;padding:0 8px!important;flex-wrap:wrap;gap:16px!important;justify-content:center}#industryPartnerSlider .logo-slider__slide .aem-container\u003Ediv{width:48%;max-width:200px}#useCaseTabs{padding-top:24px;padding-bottom:24px;padding-right:24px}#useCaseTabs .tab-content.is-active{display:block}#useCaseTabs .vert-tab{border-bottom:1px solid #a0bbcc;padding-bottom:16px}#useCaseTabs .vert-tab p{display:inline-block}#useCaseTabs .vert-tab p:hover{cursor:pointer}#useCaseTabs .vert-tab p,#useCaseTabs .vert-tab.is-active p.not-active{color:#249edc}#useCaseTabs .vert-tab p.is-active,#useCaseTabs .vert-tab.is-active p{color:#000}#industryPlatformSection{background-image:url(/adobe/dynamicmedia/deliver/dm-aid--db074ad5-7122-4c51-87a3-76c3aa466182/double-arrow-bg%403x.png);background-repeat:no-repeat}.snowflake-text p.featured-quote__source{font-weight:900!important;text-transform:uppercase;font-size:16px!important;margin-top:2rem!important}.snowflake-text p.featured-quote__title{margin-top:0!important;font-size:16px!important}.snowflake-case-study-card-logo img{width:auto!important;height:100px!important;transform:translateX(-15%)}.snowflake-quote-item-quote-text{font-weight:600!important}#customerStoryStatsInner\u003E.container\u003E.cmp-container\u003E.aem-container{display:flex;flex-direction:row}#customerStoryStat1,#customerStoryStat2{max-width:240px}#storyHighlights{border-radius:4px;padding:1rem}.sc-overview__webinar-promo-banner .snowflake-content-chip-content .snowflake-title-v2-line,.summit-pricing-block__tile .black-blue-text-color .snowflake-title-v2-line{color:#000!important}.snowflake-youtube-embedded-wrapper{border-radius:var(--small-border-radius)}#arcticNavItem::before,#offset::before,#open-source::before{color:var(--text-05);font-family:Texta,sans-serif!important}#offset,.sc-architecture-caption{margin-top:16px}.hero--press .snowflake-title-v2-line{text-transform:none!important}@media screen and (min-width:768px){.subpage-timely-content__inner\u003E.snowflake-flexible-column-container-items{box-shadow:0 10px 20px 0 rgb(152 162 179 / .1),0 2px 6px 0 rgb(152 162 179 / .25);padding:var(--spacing-04);border-radius:4px;overflow:hidden}#partnerLogoSquare{padding:0 0 0 48px}.hero--workload .snowflake-container{max-width:1440px;margin:0 auto!important;align-items:center}#industryPartnerSlider.snowflake-flexible-column-container-2-column-40-60\u003E.snowflake-flexible-column-container-items{grid-template-columns:minmax(40%,4fr) minmax(0,6fr)}#industryPartnerSlider .swiper-slide{padding:0 24px}.sc-body{padding:48px}.sc-body\u003E.snowflake-flexible-column-container-items{grid-template-columns:7fr 3fr;gap:124px}}.snowflake-button-container.has-icon{display:inline-flex;justify-content:center;align-items:center;text-align:left}.snowflake-button-container.has-icon::before{content:\"\";display:inline-block;width:20px;height:20px;margin-right:12px;background-size:contain;background-repeat:no-repeat;background-position:center}.snowflake-button-container.is-video::before{background-image:url(\"data:image/svg+xml,%3Csvg width='18' height='18' viewBox='0 0 18 18' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M9 1.28663C13.2523 1.28663 16.7134 4.74768 16.7134 9C16.7134 13.2523 13.2523 16.7134 9 16.7134C4.74768 16.7198 1.28663 13.2588 1.28663 9C1.28663 4.74124 4.74768 1.28663 9 1.28663ZM9 0C4.0336 0 0 4.0336 0 9C0 13.9664 4.0336 18 9 18C13.9728 18 18 13.9664 18 9C18 4.0336 13.9728 0 9 0Z' fill='white'/%3E%3Cpath d='M7.75106 6.18211C7.42941 6.16925 7.16565 6.42658 7.16565 6.74823V11.2772C7.16565 11.7082 7.65457 11.9848 8.02126 11.7597L11.7975 9.4952C12.1578 9.27647 12.1578 8.74252 11.7975 8.52379L8.02126 6.25931C7.93763 6.21428 7.84756 6.18211 7.75106 6.18211Z' fill='white'/%3E%3C/svg%3E%0A\")}.snowflake-button-container.is-github::before{background-image:url(\"data:image/svg+xml,%3Csvg width='20' height='21' viewBox='0 0 20 21' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M10 .651794C4.475 .651794 0 5.12679 0 10.6518C0 15.0768 2.8625 18.8143 6.8375 20.1393C7.3375 20.2268 7.525 19.9268 7.525 19.6643C7.525 19.4268 7.5125 18.6393 7.5125 17.8018C5 18.2643 4.35 17.1893 4.15 16.6268C4.0375 16.3393 3.55 15.4518 3.125 15.2143C2.775 15.0268 2.275 14.5643 3.1125 14.5518C3.9 14.5393 4.4625 15.2768 4.65 15.5768C5.55 17.0893 6.9875 16.6643 7.5625 16.4018C7.65 15.7518 7.9125 15.3143 8.2 15.0643C5.975 14.8143 3.65 13.9518 3.65 10.1268C3.65 9.03929 4.0375 8.13929 4.675 7.43929C4.575 7.18929 4.225 6.16429 4.775 4.78929C4.775 4.78929 5.6125 4.52679 7.525 5.81429C8.325 5.58929 9.175 5.47679 10.025 5.47679C10.875 5.47679 11.725 5.58929 12.525 5.81429C14.4375 4.51429 15.275 4.78929 15.275 4.78929C15.825 6.16429 15.475 7.18929 15.375 7.43929C16.0125 8.13929 16.4 9.02679 16.4 10.1268C16.4 13.9643 14.0625 14.8143 11.8375 15.0643C12.2 15.3768 12.5125 15.9768 12.5125 16.9143C12.5125 18.2518 12.5 19.3268 12.5 19.6643C12.5 19.9268 12.6875 20.2393 13.1875 20.1393C17.1375 18.8143 20 15.0643 20 10.6518C20 5.12679 15.525 .651794 10 .651794Z' fill='%23249EDC'/%3E%3C/svg%3E%0A\")}.snowflake-button-container.is-quickstart::before{background-image:url(\"data:image/svg+xml,%3Csvg width='15' height='21' viewBox='0 0 15 21' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M13.8489 2.79368H11.6439V2.38493C11.6439 1.71368 11.1451 .967427 10.4251 .967427H8.94762C8.80887 .359927 8.37387 .299927 7.89762 .299927H7.23012C6.85512 .299927 6.26637 .299927 6.08637 .967427H4.68387C3.94887 .967427 3.35637 1.74368 3.35637 2.38493V2.79368H1.15137C.738867 2.79368 .401367 3.13118 .401367 3.54368V20.2537C.401367 20.6662 .738867 21.0037 1.15137 21.0037H13.8489C14.2614 21.0037 14.5989 20.6662 14.5989 20.2537V3.54368C14.5989 3.13118 14.2614 2.79368 13.8489 2.79368ZM4.29387 2.38493C4.29387 2.18243 4.54137 1.90493 4.68387 1.90493H6.50262C6.76137 1.90493 6.97137 1.69493 6.97137 1.43618C6.97137 1.33868 6.97887 1.27868 6.98637 1.24118C7.05012 1.23368 7.15512 1.23368 7.23387 1.23368H7.90137C7.95012 1.23368 8.00637 1.23368 8.05137 1.23368C8.05512 1.27868 8.05887 1.34243 8.05887 1.43243C8.05887 1.69118 8.26887 1.90118 8.52762 1.90118H10.4289C10.5301 1.90118 10.7101 2.14493 10.7101 2.38118V2.78993H4.29762V2.38118L4.29387 2.38493ZM13.0989 19.4999H1.90137V4.29368H13.0989V19.5037V19.4999Z' fill='%23249EDC'/%3E%3Cpath d='M3.82512 16.0424H11.1751C11.4339 16.0424 11.6439 15.8324 11.6439 15.5736V6.88486C11.6439 6.62611 11.4339 6.41611 11.1751 6.41611H3.82512C3.56637 6.41611 3.35637 6.62611 3.35637 6.88486V15.5736C3.35637 15.8324 3.56637 16.0424 3.82512 16.0424ZM4.29387 15.1049V13.3686H10.7064V15.1049H4.29387ZM10.7101 7.35361V12.4311H4.29762V7.35361H10.7101Z' fill='%23249EDC'/%3E%3Cpath d='M6.16512 9.35989H8.83887C9.09762 9.35989 9.30762 9.14989 9.30762 8.89114C9.30762 8.63239 9.09762 8.42239 8.83887 8.42239H6.16512C5.90637 8.42239 5.69637 8.63239 5.69637 8.89114C5.69637 9.14989 5.90637 9.35989 6.16512 9.35989Z' fill='%23249EDC'/%3E%3Cpath d='M6.16512 11.3624H8.83887C9.09762 11.3624 9.30762 11.1524 9.30762 10.8937C9.30762 10.6349 9.09762 10.4249 8.83887 10.4249H6.16512C5.90637 10.4249 5.69637 10.6349 5.69637 10.8937C5.69637 11.1524 5.90637 11.3624 6.16512 11.3624Z' fill='%23249EDC'/%3E%3C/svg%3E%0A\")}.snowflake-button-container.is-download::before{background-image:url(\"data:image/svg+xml,%3Csvg width='16' height='18' viewBox='0 0 16 18' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M15.2017 17.1637H.798265C.364425 17.1637 0 16.7993 0 16.3655V12.3568C0 11.923 .364425 11.5585 .798265 11.5585C1.2321 11.5585 1.59653 11.923 1.59653 12.3568V15.5498H14.4035V12.3568C14.4035 11.923 14.7679 11.5585 15.2017 11.5585C15.6356 11.5585 16 11.923 16 12.3568V16.3655C16 16.7993 15.6529 17.1637 15.2017 17.1637Z' fill='%23249EDC'/%3E%3Cpath d='M7.94793 12.9642C7.84381 12.9642 7.73969 12.9468 7.63557 12.8947C7.34056 12.7733 7.14967 12.4783 7.14967 12.1485L7.18437 .938127C7.18437 .504287 7.5488 .139862 7.98264 .139862C8.41648 .139862 8.7809 .504287 8.7809 .938127L8.7462 10.257L12.8416 6.33509C13.154 6.02273 13.6746 6.04008 13.9696 6.35244C14.282 6.66481 14.2646 7.18542 13.9523 7.48043L8.50325 12.7386C8.36442 12.8774 8.15617 12.9642 7.94793 12.9642Z' fill='%23249EDC'/%3E%3Cpath d='M7.94793 12.9642C7.73969 12.9642 7.54881 12.8947 7.39262 12.7386L2.03037 7.53249C1.718 7.22012 1.70065 6.71687 2.01301 6.40451C2.32538 6.09214 2.82863 6.07479 3.141 6.38715L8.50325 11.5932C8.81562 11.9056 8.83297 12.4088 8.52061 12.7212C8.36442 12.8774 8.15617 12.9642 7.94793 12.9642Z' fill='%23249EDC'/%3E%3C/svg%3E%0A\")}.snowflake-button-container.is-expand::before{background-image:url(\"data:image/svg+xml,%3Csvg width='18' height='18' viewBox='0 0 18 18' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M6.64375 10.9125C6.9375 11.2062 6.93125 11.6812 6.64375 11.9687L2.57502 16H3.79375C4.20625 16 4.54376 16.3375 4.54376 16.75C4.54376 17.1625 4.20625 17.5 3.79375 17.5H.756264C.556264 17.5 .36876 17.4187 .22501 17.2812C.22501 17.2812 .206248 17.25 .193748 17.2375C.143748 17.1812 .100004 17.1125 .0625038 17.0437C.0375038 16.9687 .0187492 16.8937 .0187492 16.8187C.0187492 16.8 .0062561 16.7813 .0062561 16.7625V13.725C.0187561 13.3125 .356257 12.9875 .768757 12.9937C1.16876 13 1.48752 13.325 1.50002 13.725V14.9688L5.5875 10.9187C5.88125 10.6312 6.35 10.6312 6.64375 10.9187V10.9125ZM17.5063 .743732C17.5063 .543732 17.425 .356235 17.2875 .218735C17.2875 .218735 17.2562 .199998 17.2437 .193748C17.1875 .137498 17.1188 .0937347 17.0438 .0624847C16.9688 .0374847 16.8938 .0187492 16.8188 .0187492C16.8 .0187492 16.7813 .00623703 16.7625 .00623703H13.725C13.3125 .00623703 12.975 .343745 12.975 .756245C12.975 1.16874 13.3125 1.50623 13.725 1.50623H14.9688L11.1312 5.37498C10.8437 5.67498 10.8563 6.14999 11.1563 6.43124C11.45 6.71249 11.9063 6.70624 12.1938 6.43124L16.0125 2.575V3.79375C16.0125 4.20625 16.35 4.54372 16.7625 4.54372C17.175 4.54372 17.5125 4.20625 17.5125 3.79375V.756245L17.5063 .743732ZM16.7562 12.9688C16.3437 12.9688 16.0063 13.3063 16.0063 13.7188V14.8937L12.1938 10.925C11.9063 10.625 11.4375 10.6188 11.1375 10.9063C10.8375 11.1938 10.8313 11.6625 11.1188 11.9625L15 16.0062H13.7188C13.3063 16.0062 12.9688 16.3437 12.9688 16.7562C12.9688 17.1687 13.3063 17.5063 13.7188 17.5063H16.7562C16.85 17.5063 16.95 17.4875 17.0375 17.45C17.0875 17.425 17.1313 17.3937 17.175 17.3625C17.2063 17.3437 17.2438 17.325 17.275 17.3C17.3313 17.2375 17.375 17.1687 17.4125 17.1C17.4188 17.0875 17.4375 17.075 17.4438 17.0562C17.45 17.025 17.4563 16.9938 17.4625 16.9625C17.4813 16.9 17.5 16.8375 17.5 16.7687V13.725C17.5 13.3125 17.1687 12.975 16.7562 12.975V12.9688ZM.750008 4.53125C1.16251 4.53125 1.50002 4.19374 1.50002 3.78124V2.5L5.59376 6.43124C5.89376 6.71874 6.36251 6.70626 6.65001 6.41251C6.93751 6.11876 6.92501 5.64375 6.63126 5.35625L2.61251 1.49998H3.7875C4.2 1.49998 4.53751 1.16249 4.53751 .749989C4.53751 .337489 4.2 0 3.7875 0H.743752C.668752 0 .600004 .0187355 .531254 .0437355C.506254 .0499855 .481263 .0437477 .462513 .0562477C.443763 .0687477 .425015 .0812462 .406265 .0937462C.337515 .124996 .275004 .168741 .218754 .224991H.212498C.212498 .224991 .175 .28125 .15625 .3125C.11875 .3625 .0812477 .4125 .0562477 .46875C.0374977 .525 .0249992 .587499 .0187492 .643749C.0124992 .674999 0 .712482 0 .743732V3.78124C0 4.19374 .337508 4.53125 .750008 4.53125Z' fill='white'/%3E%3C/svg%3E%0A\")}@keyframes slow-scroll{100%{transform:translateY(-50%)}}.sc-hero{overflow:hidden;background-color:#212d35;background-repeat:repeat-y;background-image:url(\"data:image/svg+xml,%3Csvg width='389' height='17' viewBox='0 0 389 17' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M.638672 7.80824L.638672 9.2566C.638672 9.52364 .85538 9.74024 1.12262 9.74024H2.57204C2.83928 9.74024 3.05598 9.52364 3.05598 9.2566V7.80824C3.05598 7.54119 2.83928 7.32472 2.57204 7.32472L1.12262 7.32472C.85538 7.32472 .638672 7.54119 .638672 7.80824Z' fill='url(%23paint0_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M10.9639 7.80824V9.2566C10.9639 9.52364 11.1806 9.74024 11.4478 9.74024L12.8972 9.74024C13.1645 9.74024 13.3812 9.52364 13.3812 9.2566V7.80824C13.3812 7.54119 13.1645 7.32471 12.8972 7.32471L11.4478 7.32471C11.1806 7.32471 10.9639 7.54119 10.9639 7.80824Z' fill='url(%23paint1_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M21.2891 7.80823V9.2566C21.2891 9.52364 21.5058 9.74024 21.773 9.74024L23.2224 9.74024C23.4897 9.74024 23.7064 9.52364 23.7064 9.2566V7.80823C23.7064 7.54119 23.4897 7.32471 23.2224 7.32471L21.773 7.32471C21.5058 7.32471 21.2891 7.54119 21.2891 7.80823Z' fill='url(%23paint2_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M31.6143 7.80823V9.2566C31.6143 9.52364 31.831 9.74024 32.0982 9.74024H33.5476C33.8149 9.74024 34.0316 9.52364 34.0316 9.2566V7.80823C34.0316 7.54119 33.8149 7.32471 33.5476 7.32471L32.0982 7.32471C31.831 7.32471 31.6143 7.54119 31.6143 7.80823Z' fill='url(%23paint3_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M41.9395 7.80823V9.2566C41.9395 9.52364 42.1562 9.74024 42.4234 9.74024H43.8728C44.1401 9.74024 44.3568 9.52364 44.3568 9.2566V7.80823C44.3568 7.54119 44.1401 7.32471 43.8728 7.32471L42.4234 7.32471C42.1562 7.32471 41.9395 7.54119 41.9395 7.80823Z' fill='url(%23paint4_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M52.5076 7.80823V9.2566C52.5076 9.52364 52.7243 9.74024 52.9916 9.74024H54.441C54.7082 9.74024 54.9249 9.52364 54.9249 9.2566V7.80823C54.9249 7.54119 54.7082 7.32471 54.441 7.32471L52.9916 7.32471C52.7243 7.32471 52.5076 7.54119 52.5076 7.80823Z' fill='url(%23paint5_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M62.8331 7.80823V9.2566C62.8331 9.52364 63.0493 9.74024 63.3165 9.74024H64.7664C65.0332 9.74024 65.2504 9.52364 65.2504 9.2566V7.80823C65.2504 7.54119 65.0332 7.32471 64.7664 7.32471L63.3165 7.32471C63.0493 7.32471 62.8331 7.54119 62.8331 7.80823Z' fill='url(%23paint6_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M73.1583 7.80823V9.2566C73.1583 9.52364 73.3745 9.74024 73.6417 9.74024H75.0916C75.3584 9.74024 75.5756 9.52364 75.5756 9.2566V7.80823C75.5756 7.54119 75.3584 7.32471 75.0916 7.32471L73.6417 7.32471C73.3745 7.32471 73.1583 7.54119 73.1583 7.80823Z' fill='url(%23paint7_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M83.4835 7.80823V9.2566C83.4835 9.52364 83.6997 9.74024 83.9669 9.74024H85.4168C85.6836 9.74024 85.9008 9.52364 85.9008 9.2566V7.80823C85.9008 7.54119 85.6836 7.32471 85.4168 7.32471L83.9669 7.32471C83.6997 7.32471 83.4835 7.54119 83.4835 7.80823Z' fill='url(%23paint8_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M93.8087 7.80823V9.2566C93.8087 9.52364 94.0249 9.74024 94.2921 9.74024H95.742C96.0088 9.74024 96.226 9.52364 96.226 9.2566V7.80823C96.226 7.54119 96.0088 7.32471 95.742 7.32471L94.2921 7.32471C94.0249 7.32471 93.8087 7.54119 93.8087 7.80823Z' fill='url(%23paint9_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M104.134 7.80823V9.2566C104.134 9.52364 104.35 9.74024 104.617 9.74024H106.067C106.334 9.74024 106.551 9.52364 106.551 9.2566V7.80823C106.551 7.54119 106.334 7.32471 106.067 7.32471L104.617 7.32471C104.35 7.32471 104.134 7.54119 104.134 7.80823Z' fill='url(%23paint10_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M114.702 7.80823V9.2566C114.702 9.52364 114.918 9.74024 115.185 9.74024L116.635 9.74024C116.902 9.74024 117.119 9.52364 117.119 9.25659V7.80823C117.119 7.54119 116.902 7.32471 116.635 7.32471L115.185 7.32471C114.918 7.32471 114.702 7.54119 114.702 7.80823Z' fill='url(%23paint11_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M125.027 7.80823V9.25659C125.027 9.52364 125.243 9.74024 125.511 9.74024L126.961 9.74024C127.227 9.74024 127.445 9.52364 127.445 9.25659V7.80823C127.445 7.54119 127.227 7.32471 126.961 7.32471L125.511 7.32471C125.243 7.32471 125.027 7.54119 125.027 7.80823Z' fill='url(%23paint12_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M135.352 7.80823V9.25659C135.352 9.52364 135.569 9.74024 135.836 9.74024H137.286C137.553 9.74024 137.77 9.52364 137.77 9.25659V7.80823C137.77 7.54119 137.553 7.32471 137.286 7.32471L135.836 7.32471C135.569 7.32471 135.352 7.54119 135.352 7.80823Z' fill='url(%23paint13_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M145.678 7.80823V9.25659C145.678 9.52364 145.894 9.74024 146.161 9.74024H147.611C147.878 9.74024 148.095 9.52364 148.095 9.25659V7.80823C148.095 7.54119 147.878 7.32471 147.611 7.32471L146.161 7.32471C145.894 7.32471 145.678 7.54119 145.678 7.80823Z' fill='url(%23paint14_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M156.003 7.80823V9.25659C156.003 9.52364 156.219 9.74024 156.486 9.74024H157.936C158.203 9.74024 158.42 9.52364 158.42 9.25659V7.80823C158.42 7.54119 158.203 7.32471 157.936 7.32471L156.486 7.32471C156.219 7.32471 156.003 7.54119 156.003 7.80823Z' fill='url(%23paint15_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M166.328 7.80823V9.25659C166.328 9.52363 166.544 9.74024 166.811 9.74024H168.261C168.528 9.74024 168.745 9.52363 168.745 9.25659V7.80823C168.745 7.54119 168.528 7.32471 168.261 7.32471L166.811 7.32471C166.544 7.32471 166.328 7.54119 166.328 7.80823Z' fill='url(%23paint16_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M176.896 7.80823V9.25659C176.896 9.52363 177.112 9.74023 177.38 9.74023H178.83C179.096 9.74023 179.313 9.52363 179.313 9.25659V7.80823C179.313 7.54119 179.096 7.32471 178.83 7.32471L177.38 7.32471C177.112 7.32471 176.896 7.54119 176.896 7.80823Z' fill='url(%23paint17_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M187.221 7.80823V9.25659C187.221 9.52363 187.438 9.74023 187.705 9.74023H189.155C189.421 9.74023 189.639 9.52363 189.639 9.25659V7.80823C189.639 7.54119 189.421 7.32471 189.155 7.32471L187.705 7.32471C187.438 7.32471 187.221 7.54119 187.221 7.80823Z' fill='url(%23paint18_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M199.639 7.80824V9.2566C199.639 9.52364 199.855 9.74024 200.123 9.74024H201.572C201.839 9.74024 202.056 9.52364 202.056 9.2566V7.80824C202.056 7.54119 201.839 7.32472 201.572 7.32472L200.123 7.32472C199.855 7.32472 199.639 7.54119 199.639 7.80824Z' fill='url(%23paint19_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M209.964 7.80824V9.2566C209.964 9.52364 210.181 9.74024 210.448 9.74024L211.897 9.74024C212.164 9.74024 212.381 9.52364 212.381 9.2566V7.80824C212.381 7.54119 212.164 7.32471 211.897 7.32471L210.448 7.32471C210.181 7.32471 209.964 7.54119 209.964 7.80824Z' fill='url(%23paint20_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M220.289 7.80823V9.2566C220.289 9.52364 220.506 9.74024 220.773 9.74024L222.222 9.74024C222.49 9.74024 222.706 9.52364 222.706 9.2566V7.80823C222.706 7.54119 222.49 7.32471 222.222 7.32471L220.773 7.32471C220.506 7.32471 220.289 7.54119 220.289 7.80823Z' fill='url(%23paint21_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M230.614 7.80823V9.2566C230.614 9.52364 230.831 9.74024 231.098 9.74024H232.548C232.815 9.74024 233.032 9.52364 233.032 9.2566V7.80823C233.032 7.54119 232.815 7.32471 232.548 7.32471L231.098 7.32471C230.831 7.32471 230.614 7.54119 230.614 7.80823Z' fill='url(%23paint22_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M240.939 7.80823V9.2566C240.939 9.52364 241.156 9.74024 241.423 9.74024H242.873C243.14 9.74024 243.357 9.52364 243.357 9.2566V7.80823C243.357 7.54119 243.14 7.32471 242.873 7.32471L241.423 7.32471C241.156 7.32471 240.939 7.54119 240.939 7.80823Z' fill='url(%23paint23_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M251.508 7.80823V9.2566C251.508 9.52364 251.724 9.74024 251.992 9.74024H253.441C253.708 9.74024 253.925 9.52364 253.925 9.2566V7.80823C253.925 7.54119 253.708 7.32471 253.441 7.32471L251.992 7.32471C251.724 7.32471 251.508 7.54119 251.508 7.80823Z' fill='url(%23paint24_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M261.833 7.80823V9.2566C261.833 9.52364 262.049 9.74024 262.317 9.74024H263.766C264.033 9.74024 264.25 9.52364 264.25 9.2566V7.80823C264.25 7.54119 264.033 7.32471 263.766 7.32471L262.317 7.32471C262.049 7.32471 261.833 7.54119 261.833 7.80823Z' fill='url(%23paint25_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M272.158 7.80823V9.2566C272.158 9.52364 272.374 9.74024 272.642 9.74024H274.092C274.358 9.74024 274.576 9.52364 274.576 9.2566L274.576 7.80823C274.576 7.54119 274.358 7.32471 274.092 7.32471L272.642 7.32471C272.374 7.32471 272.158 7.54119 272.158 7.80823Z' fill='url(%23paint26_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M282.483 7.80823V9.2566C282.483 9.52364 282.7 9.74024 282.967 9.74024H284.417C284.684 9.74024 284.901 9.52364 284.901 9.2566V7.80823C284.901 7.54119 284.684 7.32471 284.417 7.32471L282.967 7.32471C282.7 7.32471 282.483 7.54119 282.483 7.80823Z' fill='url(%23paint27_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M292.809 7.80823L292.809 9.2566C292.809 9.52364 293.025 9.74024 293.292 9.74024H294.742C295.009 9.74024 295.226 9.52364 295.226 9.2566V7.80823C295.226 7.54119 295.009 7.32471 294.742 7.32471L293.292 7.32471C293.025 7.32471 292.809 7.54119 292.809 7.80823Z' fill='url(%23paint28_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M303.134 7.80823L303.134 9.2566C303.134 9.52364 303.35 9.74024 303.617 9.74024H305.067C305.334 9.74024 305.551 9.52364 305.551 9.2566V7.80823C305.551 7.54119 305.334 7.32471 305.067 7.32471L303.617 7.32471C303.35 7.32471 303.134 7.54119 303.134 7.80823Z' fill='url(%23paint29_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M313.702 7.80823L313.702 9.2566C313.702 9.52364 313.918 9.74024 314.185 9.74024L315.635 9.74024C315.902 9.74024 316.119 9.52364 316.119 9.25659V7.80823C316.119 7.54119 315.902 7.32471 315.635 7.32471L314.185 7.32471C313.918 7.32471 313.702 7.54119 313.702 7.80823Z' fill='url(%23paint30_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M324.027 7.80823V9.25659C324.027 9.52364 324.243 9.74024 324.511 9.74024L325.961 9.74024C326.227 9.74024 326.445 9.52364 326.445 9.25659V7.80823C326.445 7.54119 326.227 7.32471 325.961 7.32471L324.511 7.32471C324.243 7.32471 324.027 7.54119 324.027 7.80823Z' fill='url(%23paint31_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M334.352 7.80823V9.25659C334.352 9.52364 334.569 9.74024 334.836 9.74024H336.286C336.553 9.74024 336.77 9.52364 336.77 9.25659L336.77 7.80823C336.77 7.54119 336.553 7.32471 336.286 7.32471L334.836 7.32471C334.569 7.32471 334.352 7.54119 334.352 7.80823Z' fill='url(%23paint32_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M344.678 7.80823V9.25659C344.678 9.52364 344.894 9.74024 345.161 9.74024H346.611C346.878 9.74024 347.095 9.52364 347.095 9.25659L347.095 7.80823C347.095 7.54119 346.878 7.32471 346.611 7.32471L345.161 7.32471C344.894 7.32471 344.678 7.54119 344.678 7.80823Z' fill='url(%23paint33_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M355.003 7.80823V9.25659C355.003 9.52364 355.219 9.74024 355.486 9.74024H356.936C357.203 9.74024 357.42 9.52364 357.42 9.25659L357.42 7.80823C357.42 7.54119 357.203 7.32471 356.936 7.32471L355.486 7.32471C355.219 7.32471 355.003 7.54119 355.003 7.80823Z' fill='url(%23paint34_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M365.328 7.80823V9.25659C365.328 9.52363 365.544 9.74024 365.811 9.74024H367.261C367.528 9.74024 367.745 9.52363 367.745 9.25659V7.80823C367.745 7.54119 367.528 7.32471 367.261 7.32471L365.811 7.32471C365.544 7.32471 365.328 7.54119 365.328 7.80823Z' fill='url(%23paint35_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M375.896 7.80823V9.25659C375.896 9.52363 376.112 9.74023 376.38 9.74023H377.83C378.096 9.74023 378.313 9.52363 378.313 9.25659V7.80823C378.313 7.54119 378.096 7.32471 377.829 7.32471L376.38 7.32471C376.112 7.32471 375.896 7.54119 375.896 7.80823Z' fill='url(%23paint36_linear_8295_70635)'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M386.221 7.80823V9.25659C386.221 9.52363 386.438 9.74023 386.705 9.74023H388.155C388.421 9.74023 388.639 9.52363 388.639 9.25659V7.80823C388.639 7.54119 388.421 7.32471 388.155 7.32471L386.705 7.32471C386.438 7.32471 386.221 7.54119 386.221 7.80823Z' fill='url(%23paint37_linear_8295_70635)'/%3E%3Cdefs%3E%3ClinearGradient id='paint0_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint1_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint2_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint3_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint4_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint5_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint6_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint7_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint8_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint9_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint10_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint11_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint12_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint13_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint14_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint15_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint16_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint17_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint18_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint19_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint20_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint21_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint22_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint23_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint24_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint25_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint26_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint27_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint28_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint29_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint30_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint31_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint32_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint33_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint34_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint35_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint36_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3ClinearGradient id='paint37_linear_8295_70635' x1='-47.5' y1='8.99989' x2='332' y2='8.99989' gradientUnits='userSpaceOnUse'%3E%3Cstop stop-color='%2329B5E8' stop-opacity='.8'/%3E%3Cstop offset='1' stop-color='%2329B5E8' stop-opacity='0'/%3E%3C/linearGradient%3E%3C/defs%3E%3C/svg%3E%0A\")}.sc-hero__inner\u003E.snowflake-flexible-column-container-items\u003Ediv:first-child{position:relative;z-index:3}.sc-hero__inner\u003E.snowflake-flexible-column-container-items\u003Ediv:last-child{position:absolute;height:100%;width:100%;top:0;left:-24px}.sc-hero__inner\u003E.snowflake-flexible-column-container-items\u003Ediv:last-child::before{content:\"\";display:block;z-index:1;position:absolute;top:-64px;left:0;width:150%;height:calc(100% + 160px);background-color:rgb(32 44 53 / .9)}.sc-body__content .heading-3-v2,.sc-hero__headline .heading-1-v2{text-transform:none}.sc-body__content span.snowflake-image-caption{display:block!important;font-style:italic}.sc-body__content .snowflake-text p+ul{margin-top:24px!important;padding-left:16px!important}.white-blue-text-color .snowflake-title-v2.solution-center-hero__certification .snowflake-typographyv2\u003Espan.snowflake-title-v2-line{color:#e9eaeb!important;font-size:16px}.white-blue-text-color .snowflake-title-v2.solution-center-hero__certification.is-large .snowflake-typographyv2\u003Espan.snowflake-title-v2-line{color:#fff!important;font-size:18px}.solution-center-hero__certification\u003E.snowflake-title-v2-line\u003Espan:first-child{display:flex;justify-content:flex-start;align-items:center;gap:8px}.solution-center-hero__certification\u003E.snowflake-title-v2-line\u003Espan:first-child::before{content:\"\";display:inline-block;width:16px;height:16px;background-image:url(\"data:image/svg+xml,%3Csvg width='16' height='16' viewBox='0 0 16 16' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M8 0C3.58146 0 0 3.58146 0 8C0 12.4185 3.58146 16 8 16C12.4185 16 16 12.4185 16 8C16 3.58146 12.4185 0 8 0ZM12.7184 5.91984L7.33471 11.3026C7.31293 11.3244 7.31293 11.3454 7.29198 11.3454L7.20653 11.4308C6.94933 11.688 6.54132 11.7525 6.21962 11.6235C6.11238 11.5808 6.00514 11.5163 5.9197 11.4308L5.83425 11.3454C5.83425 11.3454 5.83425 11.3236 5.81246 11.3236L3.28149 8.79347C2.93799 8.44997 2.93799 7.87107 3.28149 7.50664L3.36694 7.42119C3.71044 7.07769 4.28934 7.07769 4.65377 7.42119L6.58401 9.35143L11.3877 4.5477C11.7312 4.2042 12.3101 4.2042 12.6746 4.5477L12.76 4.63315C13.0826 4.99758 13.0828 5.55541 12.7184 5.91984Z' fill='%230E8A16'/%3E%3C/svg%3E%0A\");background-size:contain;background-repeat:no-repeat;background-color:#fff;border-radius:100%}.sc-hero__byline{padding-top:8px}.sc-hero__byline p{color:#e2e2e2;margin-top:0!important}.sc-hero pre[class*=language-]{overflow:visible}.snowflake-code-snippet,.snowflake-code-snippet code,.snowflake-code-snippet pre{font-size:16px}.sc-hero__code-snippet:not(pre)\u003Ecode[class*=language-],.sc-hero__code-snippet pre[class*=language-]{background:0 0}.sc-hero__code-snippet{opacity:.8;background-color:transparent!important;position:absolute;top:0;right:0;width:100%;animation:240s linear 1s forwards slow-scroll}.sc-hero__button-container .snowflake-flexible-column-container-items{padding:0 0 24px;margin-top:-8px;margin-left:24px}.sc-sidebar__partner-logo{width:100%;max-width:140px;margin-top:8px}.sc-sidebar__partner-logo .cmp-image__image{border-radius:0}.sc-tag-cluster.snowflake-text ul{list-style-type:none;padding:0;display:flex;flex-wrap:wrap;gap:8px;margin:0}.sc-tag-cluster.snowflake-text li{color:#373f41;border-radius:4px;display:inline-block;padding:6px;text-transform:uppercase;letter-spacing:1px;font-size:12px!important;line-height:12px!important;margin:0!important;background-color:#f3f3f3}.sc-body .share-icon svg{height:24px;cursor:pointer}.sc-body .share-icon svg:hover path{fill:var(--ui-02)}.sc-overview__webinar-promo-banner{align-items:center;border:1px solid #ccc;padding:var(--spacing-02)}.sc-overview__webinar-promo-banner .snowflake-content-chip-image{max-width:32px;margin-right:var(--spacing-02);line-height:0}.sc-overview__webinar-promo-banner .snowflake-content-chip-image__image,.summit-speaker-card .snowflake-card-v2-advanced-image__image{aspect-ratio:1}.sc-overview__webinar-promo-banner .snowflake-content-chip-content .heading-5-v2{font-size:14px;font-family:Lato,sans-serif}.sc-overview__webinar-promo-banner .snowflake-content-chip-content .snowflake-title-v2-line:not(:first-child){font-weight:400}.sc-overview__webinar-promo-banner .snowflake-content-chip-button .snowflake-button-container{font-size:14px!important}.diagram-group__button{position:absolute;bottom:24px;right:24px;background-color:#212c35!important}.section--mountains-bottom,.summit-hp-hero{position:relative}.sc-cert-banner{background-color:#212d35;border-radius:8px;padding:24px;overflow:hidden}.sc-cert-banner\u003E.container\u003E.cmp-container\u003E.aem-container{display:flex;flex-direction:row;align-items:center}:root{--text-secondary:#706f6f;--summit-bg-ltblue:#eaf8fd;--summit-bg-blue:#249edc;--summit-border:#d2d1d4;--summit-border-radius:8px;--summit-card-padding:32px;--summit-card-padding-sm:28px}.section--mountains-bottom::after,.section--mountains-bottom::before{content:\"\";display:block;position:absolute;bottom:-1px;max-width:400px;background-size:100% auto;height:100%;width:30%;line-height:0;background-repeat:no-repeat}.button-group\u003E.container\u003E.cmp-container\u003E.aem-container{justify-content:center;align-items:center}.button-group\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:auto!important;margin:0 8px!important}.button-group .snowflake-button-container{font-family:Texta,sans-serif}.section--summit-bg-ltblue{background-color:var(--summit-bg-ltblue)}.section--summit-bg-blue,.summit-hero-secondary{background-color:var(--summit-bg-blue)}.section--mountains-bottom::before{left:0;background-image:url(\"data:image/svg+xml,%3Csvg width='402' height='309' viewBox='0 0 402 309' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M401.523 308.761H0V0L181.63 182.431L228.479 135.531L401.523 308.761Z' fill='%23249EDC'/%3E%3C/svg%3E%0A\");background-position:bottom left}.section--mountains-bottom::after{right:0;background-image:url(\"data:image/svg+xml,%3Csvg width='402' height='309' viewBox='0 0 402 309' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M0 308.761H401.523V0L219.893 182.431L173.044 135.531L0 308.761Z' fill='%23249EDC'/%3E%3C/svg%3E%0A\");background-position:bottom right}.summit-hp-hero{overflow:hidden}.summit-hero__bg-video{position:absolute;top:50%;left:50%;width:120%;height:100%;opacity:.3;transform:translate(-50%,-50%)}.summit-hero__bg-svg,.summit-prefooter__bg-image,.summit-secondary-hero__bg-image{position:absolute;bottom:0;left:0;width:100%}.summit-hp-promo-banner__headline .heading-4-v2{font-weight:900}.summit-hero-secondary .hero-lottie__left{position:absolute;bottom:0;left:0;width:30%;line-height:0}.summit-timeline__card::after,.summit-timeline__card::before{bottom:0;left:50%;position:absolute;display:block;background-color:var(--ui-01);content:\"\"}.summit-hero-secondary .snowflake-text p{font-size:24px!important;line-height:32px!important;max-width:720px;margin:0 auto}.summit-stat-container\u003E.container\u003E.cmp-container\u003E.aem-container{display:flex;justify-content:center}.summit-stat-container\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:auto!important;max-width:25%}.summit-stat-container\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:not(:last-child){border-right:1px solid #fff}.summit-timeline__card{border:1px solid var(--summit-border);border-radius:var(--summit-border-radius);padding:var(--summit-card-padding);position:relative;background-color:#fff}.summit-timeline__card::before{width:20px;height:20px;border-radius:100%;transform:translate(-50%,50%)}.summit-timeline__card::after{width:3px;height:50px;transform:translate(-50%,100%)}.summit-timeline-card__icon{width:48px;height:48px}.summit-timeline-card__headline .heading-3-v2{font-size:32px}.faq-group{border:1px solid var(--ui-12);border-radius:4px;background-color:#fff}.faq-group__question{padding:24px}.faq-group__question:hover{color:var(--ui-01);cursor:pointer}.faq-group__question .heading-4-v2,.faq-group__question .heading-5-v2{position:relative;padding-right:64px}.faq-group__question .heading-4-v2::after,.faq-group__question .heading-5-v2::after{content:\"\";display:block;width:32px;height:32px;background-image:url(\"data:image/svg+xml,%3Csvg width='29' height='16' viewBox='0 0 29 16' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M14.16 14.6807C14.2537 14.7957 14.3719 14.8884 14.506 14.952C14.64 15.0157 14.7866 15.0487 14.935 15.0487C15.0834 15.0487 15.2299 15.0157 15.3639 14.952C15.498 14.8884 15.6162 14.7957 15.71 14.6807V14.6807L28.51 2.00068C29.07 1.43068 29.07 .92068 28.51 .44068C27.95 -.0393204 27.43 -.11932 26.96 .44068L14.94 12.0007L2.99996 .45068C2.90725 .322624 2.7855 .218374 2.6447 .146483C2.50389 .0745926 2.34805 .0371094 2.18996 .0371094C2.03187 .0371094 1.87603 .0745926 1.73522 .146483C1.59442 .218374 1.47267 .322624 1.37996 .45068C.819961 .93068 .819961 1.45068 1.37996 2.01068L14.16 14.6807Z' fill='black'/%3E%3C/svg%3E%0A\");background-size:80% auto;background-repeat:no-repeat;background-position:center;position:absolute;top:-2px;right:0;transition:.3s 150ms}.faq-group__question .heading-5-v2::after{top:-4px}.faq-group__answer{max-height:0;overflow:hidden;width:95%;padding:0 24px;transition:.5s}.faq-group__answer\u003Espan{display:block;padding-bottom:24px}.is-open .faq-group__answer{max-height:600px;transition:1s}.is-open .faq-group__question .heading-4-v2::after,.is-open .faq-group__question .heading-5-v2::after{transform:rotate(180deg);transition:.3s}.summit-agenda{box-shadow:2px 4px 10px 0 rgb(156 156 156 / .52);border-radius:8px;background-color:#fff;max-width:980px;margin-left:auto;margin-right:auto;padding:40px;width:90%}.agenda-item{border-radius:8px;background-color:#d4f0fa;padding:16px;border-left:4px solid var(--ui-01);position:relative}.summit-pricing-block__tile.is-past,.summit-pricing-block__tile.is-upcoming{pointer-events:none;border-color:#d2d1d4}p.agenda-item__time{width:25%;font-family:Texta!important;font-size:32px!important;font-weight:900!important;text-transform:uppercase!important;max-width:140px}@media screen and (max-width:991px){#partnerResources .section--resource-hub .snowflake-button-link .snowflake-button-container{font-size:14px!important;line-height:20px!important;margin-top:4px}#industryPartnerSlider\u003E.snowflake-flexible-column-container-items{display:flex;flex-direction:column}#industryPartnerSlider\u003E.snowflake-flexible-column-container-items\u003Ediv{width:100%}.sc-cert-banner__left{text-align:center}.sc-cert-banner__left .solution-center-hero__certification .snowflake-title-v2-line{justify-content:center}.summit-hero__bg-video{width:200%}.summit-leadership-grid .snowflake-flexible-column-container-items{grid-template-columns:repeat(2,1fr)}.summit-stat-container\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:50%!important;max-width:50%!important}.summit-stat-container\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:not(:last-child){border-right:none!important}.summit-agenda{padding:24px}p.agenda-item__time{font-size:24px!important;width:auto;white-space:nowrap;padding-right:24px}}.agenda-item\u003Espan{display:flex;align-items:center}.summit-add-on-block,.summit-pricing-block{border:1px solid #d2d1d4;border-radius:8px;overflow:hidden;box-shadow:2px 4px 10px 0 rgb(156 156 156 / .52);background-color:#fff}.summit-add-on-block__content,.summit-pricing-block__content{padding:0 20px 20px}.summit-pricing-block__tile{padding:24px 20px;border-radius:4px;background:#fff;border:1px solid var(--ui-01);position:relative;transition:background-color .3s}.summit-pricing-block__tile:hover{background-color:var(--ui-01);transition:background-color .3s}.summit-pricing-block__tile.is-past{background-color:#d4f0fa}.summit-pricing-block__tile:hover .black-blue-text-color .snowflake-title-v2-line{color:#fff!important;transition:color .3s}.partner-card__logo-grid\u003E.container\u003E.cmp-container\u003E.aem-container::after,.partner-card__logo-grid\u003E.container\u003E.cmp-container\u003E.aem-container::before,.summit-add-on-block__content\u003E.container\u003E.cmp-container\u003E.aem-container::after,.summit-add-on-block__content\u003E.container\u003E.cmp-container\u003E.aem-container::before,.summit-pricing-block__tile.is-past .snowflake-content-chip-button,.summit-pricing-block__tile.is-upcoming .snowflake-content-chip-button,.summit-speaker-card .snowflake-card-v2-advanced-tag-indicator{display:none}.summit-pricing-block__tile.is-past .black-blue-text-color .snowflake-title-v2-line{color:#7cc7eb!important}.summit-pricing-block__tile.is-upcoming .black-blue-text-color .snowflake-title-v2-line{color:#8c8c8c!important}.summit-pricing-block__aside{background-color:#d4f0fa;border:1px solid #d2d1d4;border-radius:8px;padding:24px;width:100%}.summit-pricing-block__aside li::marker{color:var(--ui-01)}.summit-pricing-block__aside-headline .heading-5-v2{font-weight:900;margin-bottom:12px}.summit-pricing-block__header{background:#000;padding:24px 40px}.summit-pricing-block__header .heading-4-v2{font-weight:900;letter-spacing:.5px}.bwwidth100,.snowflake-mega-nav-dropdown-footer-content,.summit-pricing-block__tile .black-blue-text-color{width:100%}.summit-pricing-block__tile .heading-5-v2{position:static}.summit-pricing-block__tile .heading-5-v2 span.snowflake-title-v2-line:first-child{text-transform:uppercase;font-weight:900!important;letter-spacing:.25px;font-size:24px!important}.summit-pricing-block__tile .heading-5-v2 span.snowflake-title-v2-line:nth-child(2){margin-top:8px;font-family:Lato,sans-serif;font-size:14px;font-style:normal;font-weight:400;line-height:16px}.summit-pricing-block__tile .heading-5-v2 span.snowflake-title-v2-line:last-child{font-weight:900!important;font-size:40px!important}.snowflake-mega-nav-nav-item\u003Ea:hover .snowflake-mega-nav-nav-item-title-wrapper\u003E.snowflake-mega-nav-nav-item-title,.summit-pricing-block__tile:not(.is-upcoming):not(.is-past) .heading-5-v2 span.snowflake-title-v2-line:last-child{color:var(--ui-01)!important}.summit-pricing-block__tile:hover:not(.is-upcoming):not(.is-past) .heading-5-v2 span.snowflake-title-v2-line:last-child{color:#fff!important}.summit-pricing-block__tile.is-past .heading-5-v2 span.snowflake-title-v2-line:last-child{text-decoration:line-through}.summit-pricing-block__tile .snowflake-content-chip-button{margin-top:0;white-space:nowrap;display:none}.snowflake-card-v2-advanced.no-link{pointer-events:none!important}.snowpro-card{border:1px solid var(--summit-border);border-radius:var(--summit-border-radius);padding:var(--summit-card-padding-sm);display:flex;height:100%}.snowpro-card__headline{margin:24px 0 12px}.snowpro-card__pricing{margin-top:48px}.snowpro-card .snowflake-text .snowpro-card__price{color:var(--ui-01);font-weight:900;font-size:40px!important;font-family:Texta,sans-serif}.summit-stat-container\u003E.container\u003E.cmp-container\u003E.aem-container{display:flex;flex-direction:row;flex-wrap:wrap}.summit-stat-container\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:not(:last-child){border-right:1px solid var(--summit-border)}.summit-stat-card{padding:0 40px}.summit-stat .heading-2-v2 .snowflake-title-v2-line:first-child{font-size:64px;line-height:52px;margin-bottom:8px}.summit-stat .heading-2-v2 .snowflake-title-v2-line:last-child{font-size:32px;line-height:30px;margin-bottom:16px}.summit-speaker-card .snowflake-card-v2-advanced-title{margin-bottom:var(--spacing-01)}.summit-add-on-card{padding:24px;border:1px solid #d2d1d4;border-radius:8px}.summit-add-on__subhead{padding-left:40px;padding-right:40px}.partner-card__logo-grid,.partner-card__logo-single{padding:40px}.partner-card__logo-grid .snowflake-image-container .cmp-image__image,.partner-card__logo-single .snowflake-image-container .cmp-image__image{border-radius:0;max-width:240px;margin:0 auto}.partner-card\u003E.container,.partner-card\u003E.container\u003E.aem-container,.partner-card\u003E.container\u003E.cmp-container{height:100%}.summit-add-on-block__content\u003E.container\u003E.cmp-container\u003E.aem-container{display:flex;flex-direction:row;gap:24px;align-items:stretch}.partner-card__logo-grid\u003E.container\u003E.cmp-container\u003E.aem-container{display:flex;flex-direction:row;flex-wrap:wrap;gap:40px 24px;justify-content:center;align-items:center}.partner-card__logo-grid\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:calc(33.3333% - 24px);margin:0!important}.partner-card{border-radius:8px;border:1px solid #d2d1d4;overflow:hidden;height:100%;background-color:#fff}.partner-card__header{padding:16px 24px;border-bottom:1px solid #d2d1d4}.partner-card__header.is-purple{background-color:#7d44cf}.partner-card__header h4{display:flex;flex-direction:row!important;align-items:center;gap:12px}.partner-card__header h4::before{vertical-align:middle;content:\"\";display:inline-block;width:20px;height:20px;background-size:contain;background-repeat:no-repeat;background-image:url(\"data:image/svg+xml,%3Csvg width='21' height='23' viewBox='0 0 21 23' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M20.0375 12.8374C20.1644 12.439 20.2172 12.0289 20.2077 11.6237C20.193 11.3305 20.1548 11.0373 20.0712 10.7441C19.8196 9.83306 19.223 9.01989 18.3294 8.50724L5.61817 1.2017C3.82388 .173815 1.53618 .784335 .506483 2.56804C-.533615 4.34915 .0797871 6.62351 1.87408 7.65398L8.97715 11.7427L1.87408 15.8201C.0797871 16.8527 -.531016 19.1271 .506483 20.9156C1.53618 22.6941 3.82388 23.302 5.61817 22.2746L18.3294 14.9643C19.1871 14.4728 19.7693 13.7027 20.0375 12.8374Z' fill='black'/%3E%3C/svg%3E%0A\")}.partner-card__header.is-purple h4::before{background-image:url(\"data:image/svg+xml,%3Csvg width='21' height='23' viewBox='0 0 21 23' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M20.0375 12.8374C20.1644 12.439 20.2172 12.0289 20.2077 11.6237C20.193 11.3305 20.1548 11.0373 20.0712 10.7441C19.8196 9.83306 19.223 9.01989 18.3294 8.50724L5.61817 1.2017C3.82388 .173815 1.53618 .784335 .506483 2.56804C-.533615 4.34915 .0797871 6.62351 1.87408 7.65398L8.97715 11.7427L1.87408 15.8201C.0797871 16.8527 -.531016 19.1271 .506483 20.9156C1.53618 22.6941 3.82388 23.302 5.61817 22.2746L18.3294 14.9643C19.1871 14.4728 19.7693 13.7027 20.0375 12.8374Z' fill='white'/%3E%3C/svg%3E%0A\")}.sf-blue-mountains{background-size:90% auto;background-repeat:no-repeat;background-position:center bottom;background-image:url(\"data:image/svg+xml,%3Csvg width='1361' height='410' viewBox='0 0 1361 410' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M1360.25 410L1065.53 114.309L976.256 203.875L773.049 0L364.393 410H1360.25Z' fill='%233AA8DF'/%3E%3Cpath d='M274.778 410L137.467 272.238L.15625 410H274.778Z' fill='%233AA8DF'/%3E%3C/svg%3E%0A\")}.bwalignr,.main-pr-body .bwalignr{text-align:right}.bwblockalignl{margin-left:0;margin-right:auto}.bwcellpmargin{margin-top:0;margin-bottom:0}.bwlistdisc{list-style-type:disc}.bwpadb3{padding-bottom:4px}.bwpadb4{padding-bottom:5px}.bwpadl0{padding-left:0}.bwpadl3{padding-left:15px}.bwpadl6{padding-left:30px}.bwpadl9{padding-left:45px}.bwpadl12{padding-left:60px}.bwpadr0{padding-right:0}.bwtablemarginb{margin-bottom:10px}.bwvertalignb{vertical-align:bottom}.bwvertalignt{vertical-align:top}.bwsinglebottom{border-bottom:1pt solid #000}.bwdoublebottom{border-bottom:2.25pt double #000}.bwwidth1{width:1%}.bwwidth2{width:2%}.bwwidth6{width:6%}.bwwidth7{width:7%}.bwwidth8{width:8%}.bwwidth10{width:10%}.bwwidth12{width:12%}.bwwidth32{width:32%}.bwwidth44{width:44%}.bwwidth72{width:72%}.bwwidth97{width:97%}.main-pr-body{font-size:18px;line-height:26px}.main-pr-body img{display:block;width:100%;height:auto!important;border-radius:var(--small-border-radius)}.main-pr-body table{width:100%;display:block}.main-pr-body tbody{background-color:#f7f7f7}.main-pr-body .bwsinglebottom{border-bottom:1pt solid #000!important}.main-pr-body td.bwwidth44{padding-right:40px}.main-pr-body .bw-release-story{font-family:Lato,sans-serif}.main-pr-body .bw-release-story sup,.snowflake-mega-nav-dropdown-header-content-right a{white-space:nowrap}.main-pr-body .bw-release-story\u003E*,.main-pr-body\u003Espan\u003E*{margin-bottom:2rem!important}.snowflake-text.main-pr-body tbody,.snowflake-text.main-pr-body tbody p{font-size:14px!important;line-height:20px!important;width:100%;display:block}.press-body .snowflake-flexible-column-container-items{gap:var(--spacing-08)}.about-snowflake{border:1px solid #ccc;background-color:var(--ui-background-05);padding:24px;border-radius:8px;margin-top:0}.about-snowflake__logo{max-width:140px;margin-top:16px}.hero--press .snowflake-hero-system-inner{max-width:1408px;margin:0 auto!important}#arcticNavItem{flex-direction:column}#arcticNavItem::before{content:\"Featured Open Source Technologies\";display:block;margin-top:48px;margin-bottom:24px;font-size:16px!important;line-height:16px!important;font-weight:800!important;text-transform:uppercase}@media screen and (min-width:768px){.sc-hero__inner\u003E.snowflake-flexible-column-container-items\u003Ediv:last-child{position:relative;height:100%;top:auto;left:auto;width:auto}.sc-hero__inner\u003E.snowflake-flexible-column-container-items\u003Ediv:last-child::before{background:linear-gradient(180deg,#202c35 -7.5%,#fff0 51.25%,#202c35 107.69%)}.sc-hero__byline\u003Espan{display:flex;flex-wrap:wrap}.sc-hero__byline p:not(:last-child)::after{content:\"|\";margin:0 12px;opacity:.5}.sc-hero__button-container .snowflake-flexible-column-container-items{position:absolute;bottom:0;padding:0;margin:0 24px 0 0}.sc-hero__button-container .hero-watch-the-demo{padding:12px 16px!important;float:right;margin-bottom:48px;background-color:rgb(35 45 54 / .8)}.summit-overview-stat{padding:0 40px}.summit-timeline{border-bottom:3px solid var(--ui-01);margin-bottom:64px}.summit-add-on-block__content,.summit-pricing-block__content{padding:0 40px 40px}#arcticNavItem::before{font-size:12px!important;margin-bottom:8px;margin-top:16px}.snowflake-mega-nav-nav-item-title-wrapper\u003E.snowflake-mega-nav-nav-item-title{line-height:20px!important}.snowflake-card .heading-2.snowflake-title-line{font-size:24px!important;line-height:28px!important}}@media screen and (min-width:992px){.hp-hero__eyebrow a{gap:12px;margin-left:0;margin-right:0}.hp-hero__eyebrow a::after{content:\"\";background-image:url(\"data:image/svg+xml,%3Csvg width='6' height='11' viewBox='0 0 6 11' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M5.49134 5.79438C5.53447 5.75922 5.56923 5.71489 5.5931 5.66463C5.61697 5.61436 5.62935 5.55941 5.62935 5.50376C5.62935 5.44811 5.61697 5.39316 5.5931 5.34289C5.56923 5.29263 5.53447 5.2483 5.49134 5.21314L.736339 .413136C.522589 .203135 .331339 .203135 .151339 .413136C-.0286612 .623135 -.0586612 .818135 .151339 .994386L4.48634 5.50188L.155089 9.97938C.107068 10.0142 .0679743 10.0598 .0410153 10.1126C.0140562 10.1654 0 10.2238 0 10.2831C0 10.3424 .0140562 10.4009 .0410153 10.4537C.0679743 10.5065 .107068 10.5521 .155089 10.5869C.335089 10.7969 .530089 10.7969 .740089 10.5869L5.49134 5.79438Z' fill='black'/%3E%3C/svg%3E%0A\");display:inline-block;width:12px;height:12px;background-repeat:no-repeat;background-size:auto 100%;background-position:left center}.promo-banner--homepage{padding-top:32px}.homepage-banner-offset-container::after{height:50%}#storyHighlights{padding:2rem}.body-display-v2.snowflake-quote-item-quote-text{line-height:28px!important}.snowflake-hero-system-headline .heading-1-v2{line-height:48px;font-size:54px!important}.sc-overview__webinar-promo-banner .snowflake-content-chip-content{flex-direction:row;justify-content:space-between;align-items:center;width:100%}.sc-overview__webinar-promo-banner .snowflake-content-chip-content .heading-5-v2{flex-direction:row}.sc-overview__webinar-promo-banner .snowflake-content-chip-content .snowflake-title-v2-line:not(:first-child)::before{content:\"|\";margin:0 6px}.sc-cert-banner{padding:40px}.sc-cert-banner\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{margin:0!important;width:50%}.sc-cert-banner\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:first-child{flex-grow:1;padding-right:24px}.sc-cert-banner\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:last-child{max-width:240px}.summit-pricing-block__content\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:last-child{width:70%;padding-left:40px}.summit-pricing-block__content\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:first-child{width:30%}.summit-add-on-block__content\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:calc(33.3333% - 24px);margin:0!important;display:flex}.summit-pricing-block__tile .snowflake-content-chip-content{display:flex;flex-direction:row;align-items:center;width:calc(100% - 200px)}.summit-pricing-block__tile .heading-5-v2 span.snowflake-title-v2-line:last-child{position:absolute;top:50%;transform:translate(0,-50%);right:40px}.press-body\u003E.snowflake-flexible-column-container-items\u003Ediv:last-child{position:sticky;top:120px}.snowflake-mega-nav-navigation-title:hover{color:var(--ui-01)}}@media screen and (min-width:1024px){.about-snowflake{padding:28px}.about-snowflake__logo{max-width:none;padding:0 0 0 48px;margin-bottom:0}.hero--press .snowflake-hero-system-layout-70-30 .snowflake-hero-system-content-container{width:85%}.snowflake-hero-system{padding-bottom:var(--spacing-04);padding-top:var(--spacing-07)}.hero--press .display-2-v2{font-size:64px;line-height:56px}.about-snowflake\u003E.container\u003E.cmp-container\u003E.aem-container{flex-direction:row;flex-wrap:nowrap;align-items:center}.about-snowflake\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:last-child{max-width:280px}.about-snowflake\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:first-child{flex-grow:1;margin-bottom:0!important}#polarisNavItem{margin-top:40px}.snowflake-mega-nav-nav-item-description{line-height:18px!important}.snowflake-mega-nav-column-items{gap:var(--spacing-01);grid-gap:var(--spacing-01)}.snowflake-mega-nav-navigation-title{text-transform:none}}div[id*=blueIcon] .snowflake-mega-nav-nav-item-icon__inner{background:var(--ui-01);padding:8px}div[id*=blueIcon]:hover .snowflake-mega-nav-nav-item-icon__inner{background:var(--ui-01)!important}.snowflake-mega-nav-nav-item-icon__inner{border-radius:4px;background:var(--ui-background-05);padding:6px}.snowflake-mega-nav-nav-item:hover .snowflake-mega-nav-nav-item-icon__inner{background:#fff!important}.snowflake-mega-nav-nav-item-icon.snowflake-image-container{height:40px;width:40px}.snowflake-mega-nav-dropdown-footer-links\u003E.snowflake-button-link\u003E.snowflake-button-container{font-size:16px!important;font-family:Texta!important;font-weight:800!important}.snowflake-mega-nav-dropdown-footer-icon.snowflake-image-container{margin-right:8px;width:40px!important;height:40px!important}#viewAllCapabilities a:hover{background:0 0!important}#platformFooter .snowflake-title-v2 .snowflake-title-v2-line:last-child{font-family:Lato;font-size:14px;font-weight:500}#platformFooter .snowflake-mega-nav-dropdown-footer-links{flex-grow:1;justify-content:flex-end;align-items:center}#platformFooter .snowflake-mega-nav-dropdown-footer-content{flex-direction:row}#offset,#open-source{flex-direction:column;border-top:1px solid #ccc}#offset::before,#open-source::before{content:\" \";display:block;width:100%;font-weight:800!important;font-size:12px!important;line-height:14px;text-transform:uppercase;white-space:nowrap;margin-top:16px;margin-bottom:8px}#open-source::before{content:\"Open Source Technologies\"}.snowflake-mega-nav-dropdown-menu-close-button{margin:var(--spacing-04) 0 var(--spacing-03)}.snowflake-mega-nav-column{gap:var(--spacing-02)!important}.snowflake-mega-nav-nav-item\u003Ea{width:100%;margin-left:-8px;padding:8px;border-radius:4px}.snowflake-mega-nav-nav-item\u003Ea:hover{background-color:var(--ui-background-05)}.snowflake-mega-nav-nav-item-description{margin-top:2px;display:block}#promobanner_overflowBottomDarkBlue::before{content:'';display:block;position:absolute;bottom:0;left:0;width:100%;height:50%;background:#212d35}#promobanner_overflowTopDarkBlue::before{content:'';display:block;position:absolute;top:0;left:0;width:100%;height:50%;background:#212d35}.overview-card\u003Ediv{box-shadow:0 0 14px 0 rgba(0,0,0,.10);background-color:#fff;border-radius:16px;overflow:hidden}.overview-card-text{padding:40px}.overview-card-image img{border-radius:0 !important}.overview-card-text h3,.overview-card-text .heading-3-v2{font-size:18px;line-height:1.1;margin-top:0}",":type":"snowflake-site/components/markup-editor","isGSAPEnabled":false},"mega_header":{"additionalClasses":"heap-nav-header","id":"container-c87c19574c","layout":"SIMPLE",":type":"snowflake-site/components/mega-header",":items":{"nav_mega":{"activeItem":"item_1719963657751_c_663444255","id":"tabs-34d562c9b1",":type":"snowflake-site/components/nav/nav-mega",":items":{"item_1719963657751_c_663444255":{"id":"nav-dropdown-menu-d71af4ff86","enableDropdown":true,"nav_column_container":{"id":"container-7be6fe36ac","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column/nav-column-container",":items":{"nav_column":{"additionalClasses":"nav-platform-sidebar","numberOfSubColumns":"one-column","minWidth":"230","maxWidth":"350","id":"container-b12f59b547","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item_copy_copy_2_793631646":{"id":"nav-item-ffd1c4af21","additionalClasses":"nav-item__platform-parent is-platform","linkDescription":"Develop AI products, apps and more on a fully managed platform that securely connects businesses globally — across any type or scale of data.","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/platform/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"The Snowflake Platform"},":type":"snowflake-site/components/nav/nav-item"},"nav_item":{"id":"nav-item-b368147ef0","additionalClasses":"nav-item nav-item--si is-si","linkDescription":"All your knowledge. One trusted enterprise agent.","flag":"NOW GA","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/snowflake-cowork/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Snowflake CoWork"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_copy_2_836345186":{"id":"nav-item-11b36bd546","additionalClasses":"blue-icon is-analytics","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/analytics/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Analytics"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_copy_2":{"id":"nav-item-0631d27251","additionalClasses":"blue-icon is-ai","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/ai/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"AI"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_copy_2_1314771042":{"id":"nav-item-e469af0651","additionalClasses":"blue-icon is-data-eng","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/data-engineering/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Data Engineering"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_144634":{"id":"nav-item-3f63a9b29b","additionalClasses":"blue-icon is-apps-collab","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/applications-and-collaboration/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Applications & Collaboration"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_144634_2013333117":{"id":"nav-item-1524431a95","additionalClasses":"blue-icon is-transactions","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/transactions/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Transactions"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item_copy_copy_2_793631646","nav_item","nav_item_copy_copy_2_836345186","nav_item_copy_copy_2","nav_item_copy_copy_2_1314771042","nav_item_copy_144634","nav_item_copy_144634_2013333117"]},"nav_column_copy_copy":{"additionalClasses":"meganav-platform-features","navColumnTitle":"Featured Capabilities","numberOfSubColumns":"one-column","id":"container-3d367f4035","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item_copy_212715":{"id":"nav-item-f9f6020b3c","additionalClasses":"is-cortex-code","linkDescription":"Snowflake-native AI coding agent ","flag":"New","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/snowflake-coco/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Snowflake CoCo"},":type":"snowflake-site/components/nav/nav-item"},"nav_item":{"id":"nav-item-5d84c062a0","additionalClasses":"is-cortex-ai","linkDescription":"Instant access to industry-leading LLMs","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/product/features/cortex/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Cortex AI"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_660590635":{"id":"nav-item-bae35eb7dd","additionalClasses":"is-marketplace","linkDescription":"Third-party data sources connected within minutes","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/product/features/marketplace/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Marketplace"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_660590":{"id":"nav-item-15b447e29d","additionalClasses":"is-snowpark","linkDescription":"Libraries and code execution environments that run Python and more","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/product/features/snowpark/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Snowpark"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_660590_983061516":{"id":"nav-item-8bfae2d7f0","additionalClasses":"is-streamlit","linkDescription":"Framework for transforming Python scripts into web apps","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/product/features/streamlit-in-snowflake/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Streamlit"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item_copy_212715","nav_item","nav_item_copy_660590635","nav_item_copy_660590","nav_item_copy_660590_983061516"]},"nav_column_692142673":{"navColumnTitle":" ","numberOfSubColumns":"one-column","id":"container-567c888ec5","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item_copy_660590_1739526127":{"id":"nav-item-0ab6d80896","additionalClasses":"is-postgres","linkDescription":"Fully compatible open source Postgres running on Snowflake","flag":"Now GA","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/features/postgres/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Postgres"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_185565":{"id":"nav-item-72929ab6ec","additionalClasses":"is-dcr","linkDescription":"Streamlined model development and MLOps from a centralized UI","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/features/end-to-end-ml-workflows/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Snowflake ML"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_212715":{"id":"nav-item-c01b94e576","additionalClasses":"is-openflow","linkDescription":"Effortless data movement for integrations","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/product/features/openflow/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Openflow"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_660590":{"id":"nav-item-f1df5b5e78","additionalClasses":"is-notebooks","linkDescription":"Interactive dev environment for data and AI teams","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/product/features/notebooks/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Notebooks"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_258535199":{"id":"nav-item-5b2d3042bd","propertiesId":"workload-nav-1","additionalClasses":"is-native-apps","linkDescription":"End-to-end, Snowflake-native app creation and distribution","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/product/features/native-apps/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Native Apps"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item_copy_660590_1739526127","nav_item_copy_185565","nav_item_copy_212715","nav_item_copy_660590","nav_item_258535199"]},"nav_column_782221091":{"navColumnTitle":" ","numberOfSubColumns":"one-column","id":"container-db04b78e73","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item_copy":{"id":"nav-item-e6db40ef18","additionalClasses":"is-light-gray-icon is-horizon-catalog","linkDescription":"Universal AI catalog","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/features/horizon/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Horizon Catalog"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_660590_1293798742":{"id":"nav-item-91e1a239e5","additionalClasses":"is-snowflake-ml","linkDescription":"Governed context layer that keeps AI, BI and data apps working from one truth","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/features/horizon-context/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Horizon Context"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_511717659_c":{"id":"nav-item-fea6e1957b","additionalClasses":"is-unistore","linkDescription":"Unify transactional and analytical workloads in Snowflake for enhanced simplicity","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/features/unistore/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Unistore"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_511717659_c_1443811525":{"id":"nav-item-5f55e09e5a","additionalClasses":"is-observe","linkDescription":"AI-powered observability for faster production troubleshooting","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/observe/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Observe"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_511717659_c_1006104884":{"id":"nav-item-185a7ad0a6","additionalClasses":"is-observe","linkDescription":"Use any engine on a single governed data copy","flag":"Now GA","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/product/use-cases/interoperable-lakehouse/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Interoperable Lakehouse"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item_copy","nav_item_copy_660590_1293798742","nav_item_511717659_c","nav_item_511717659_c_1443811525","nav_item_511717659_c_1006104884"]}},":itemsOrder":["nav_column","nav_column_copy_copy","nav_column_692142673","nav_column_782221091"]},":type":"snowflake-site/components/nav/nav-dropdown-menu","cq:panelTitle":"Product"},"nav_dropdown_menu_2":{"id":"nav-dropdown-menu-98ac7f7d7e","enableDropdown":true,"nav_column_container":{"id":"container-e5bf386b09","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column/nav-column-container",":items":{"nav_column":{"navColumnTitle":"INDUSTRIES","numberOfSubColumns":"one-column","minWidth":"280","id":"container-55b94895d3","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item_copy_361384_2056203141":{"id":"nav-item-2dacc17552","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"All Industries"},":type":"snowflake-site/components/nav/nav-item"},"nav_item":{"id":"nav-item-13616a5e56","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/advertising-media-entertainment/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Advertising, Media & Entertainment"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy":{"id":"nav-item-4e99832636","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/financial-services/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Financial Services"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_1970515619":{"id":"nav-item-f0f0f3cf48","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/healthcare-and-life-sciences/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Healthcare & Life Sciences"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_1533429516":{"id":"nav-item-3b81ca26b7","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/manufacturing/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Manufacturing"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_1444458226":{"id":"nav-item-55e5c28417","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/public-sector/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Public Sector"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_1149488919":{"id":"nav-item-6995382640","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/retail-consumer-goods/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Retail & Consumer Goods"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_57417040":{"id":"nav-item-b626f2e6ef","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/technology/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Technology"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_361384674":{"id":"nav-item-a3decba5c8","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/telecom/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Telecom"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_361384":{"id":"nav-item-69d831ca5b","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/industries/travel-hospitality/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Travel & Hospitality"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item_copy_361384_2056203141","nav_item","nav_item_copy","nav_item_copy_1970515619","nav_item_copy_1533429516","nav_item_copy_1444458226","nav_item_copy_1149488919","nav_item_copy_57417040","nav_item_copy_361384674","nav_item_copy_361384"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"nav_column_copy":{"navColumnTitle":"DEPARTMENTS","numberOfSubColumns":"one-column","minWidth":"160","id":"container-3290fe3f4a","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item":{"id":"nav-item-3e741009e6","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/solutions/departments/finance/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Finance"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy":{"id":"nav-item-b930eb9d36","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/solutions/departments/information-technology/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"IT"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_1970515619":{"id":"nav-item-b3d5607452","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/solutions/departments/marketing/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Marketing"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item","nav_item_copy","nav_item_copy_1970515619"]},"nav_column_833417450":{"navColumnTitle":"Enablement Solutions","numberOfSubColumns":"one-column","id":"container-838c3124bd","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item_copy_107772":{"id":"nav-item-d1a0d8b54f","linkDescription":"Confident migration to a unified platform","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/migrate-to-the-cloud/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Migrate to the AI Data Cloud"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/nav_dropdown_menu_2/nav_column_container/nav_column_833417450/nav_item_copy_107772/icon.coreimg.svg/1723828484100/nav-icon-cloud.svg","alt":"Cloud icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_copy":{"id":"nav-item-58ea24e8a4","linkDescription":"Snowflake experts to help you accelerate and achieve business goals","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/solutions/services-delivery/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Services Delivery"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/nav_dropdown_menu_2/nav_column_container/nav_column_833417450/nav_item_copy_copy/icon.coreimg.svg/1768354429188/nav-icon--migrate.svg","alt":"Migrate icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item_copy_107772","nav_item_copy_copy"]},"nav_column_copy_copy":{"navColumnTitle":"PARTNER SOLUTIONS","numberOfSubColumns":"one-column","id":"container-5610aab6b8","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item":{"id":"nav-item-5d2f2bc86c","linkDescription":"Programs with product, solutions and cloud partners","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/why-snowflake/partners/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Snowflake Partner Network"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/nav_dropdown_menu_2/nav_column_container/nav_column_copy_copy/nav_item/icon.coreimg.svg/1723828498700/nav-icon--partner-network.svg","alt":"Partner Network icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy":{"id":"nav-item-d7c10c9963","linkDescription":"Partners, apps and solutions for enhanced deployment","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/why-snowflake/partners/all-partners/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Partner Finder"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/nav_dropdown_menu_2/nav_column_container/nav_column_copy_copy/nav_item_copy/icon.coreimg.svg/1726173927645/nav-icon--partner-finder.svg","alt":"Partner Finder icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_1970515619":{"id":"nav-item-8d68cfde64","linkDescription":"Live and virtual events","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/why-snowflake/partners/event-partnership-opportunities/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Event Partnership Opportunities"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/nav_dropdown_menu_2/nav_column_container/nav_column_copy_copy/nav_item_copy_1970515619/icon.coreimg.svg/1726173935655/nav-icon--events.svg","alt":"Calendar icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item","nav_item_copy","nav_item_copy_1970515619"]}},":itemsOrder":["nav_column","nav_column_copy","nav_column_833417450","nav_column_copy_copy"]},":type":"snowflake-site/components/nav/nav-dropdown-menu","cq:panelTitle":"Solutions"},"item_1719963657751_c":{"id":"nav-dropdown-menu-9971e16918","enableDropdown":true,"nav_column_container":{"id":"container-669bc84443","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column/nav-column-container",":items":{"nav_column":{"numberOfSubColumns":"one-column","minWidth":"230","maxWidth":"350","id":"container-2093dfc53c","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item_copy_copy_2_793631646":{"id":"nav-item-4052341049","additionalClasses":"nav-item__platform-parent-why-sf","linkDescription":"Collaborate locally and globally to reveal new insights, create previously unforeseen business opportunities, and identify your customers with seamless experiences.","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/why-snowflake/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Why Snowflake"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item_copy_copy_2_793631646"]},"nav_column_copy_copy":{"additionalClasses":"meganav-platform-features","numberOfSubColumns":"two-columns","maxWidth":"1200","id":"container-07386acdd3","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item":{"id":"nav-item-e15464d9aa","propertiesId":"testID","linkDescription":"Case studies and videos showcasing how global organizations use Snowflake","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/customers/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Customers"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751_c/nav_column_container/nav_column_copy_copy/nav_item/icon.coreimg.svg/1739839279367/nav-icon--partner-network.svg","alt":"Customer icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_258535199":{"id":"nav-item-0b856aefd3","propertiesId":"workload-nav-1","linkDescription":"Learn how to connect, share and integrate the data and apps on the AI Data Cloud","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/why-snowflake/what-is-data-cloud/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"The AI Data Cloud Explained"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751_c/nav_column_container/nav_column_copy_copy/nav_item_258535199/icon.coreimg.svg/1739840490955/nav-icon-cloud.svg","alt":"Cloud icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_185565":{"id":"nav-item-889a626d07","linkDescription":"Comprehensive security through built-in features, robust cloud infrastructure protection, and more","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/why-snowflake/snowflake-security-hub/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Security Hub"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751_c/nav_column_container/nav_column_copy_copy/nav_item_copy_185565/icon.coreimg.svg/1758909528089/user-security-admins-ciso-icon.svg","alt":"User with security lock icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy":{"id":"nav-item-ebbd4204dd","additionalClasses":"is-light-gray-icon","linkDescription":"Maximize economic value through minimizing TCO and continuously optimizing price for performance","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/pricing-options/cost-and-performance-optimization/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Cost and Performance Optimization"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751_c/nav_column_container/nav_column_copy_copy/nav_item_copy/icon.coreimg.svg/1758909542267/nav-icon-cost-optimization-performance.svg","alt":"Cost Optimization icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_185565_903555964":{"id":"nav-item-fd79537143","linkDescription":"Startups building applications in the AI Data Cloud","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/why-snowflake/startup-program/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Snowflake for Startups"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751_c/nav_column_container/nav_column_copy_copy/nav_item_copy_185565_903555964/icon.coreimg.svg/1758732224323/launch.svg","alt":"Launch","lazyEnabled":true,"width":"65",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item","nav_item_258535199","nav_item_copy_185565","nav_item_copy","nav_item_copy_185565_903555964"]}},":itemsOrder":["nav_column","nav_column_copy_copy"]},":type":"snowflake-site/components/nav/nav-dropdown-menu","cq:panelTitle":"Why Snowflake"},"item_1719961362824":{"id":"nav-dropdown-menu-6966cd8a3a","enableDropdown":true,"nav_column_container":{"id":"container-883a0c35cc","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column/nav-column-container",":items":{"nav_column_copy":{"navColumnTitle":"Connect","numberOfSubColumns":"one-column","minWidth":"124","id":"container-5fced96d72","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item":{"id":"nav-item-e272df391f","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Blog"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_180298689":{"id":"nav-item-d5d88006cc","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/events/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Events"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_1639361946":{"id":"nav-item-39c7177ca8","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/support/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Support"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_680912746":{"id":"nav-item-84c5954393","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/contact/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Contact us"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item","nav_item_180298689","nav_item_1639361946","nav_item_680912746"]},"nav_column_44600420__826130542":{"navColumnTitle":"Learn","numberOfSubColumns":"two-columns","id":"container-500dd333a5","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item_copy":{"id":"nav-item-3970fb784b","linkDescription":"Ebooks, videos, white papers and more","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/resources/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Resource Library"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719961362824/nav_column_container/nav_column_44600420__826130542/nav_item_copy/icon.coreimg.svg/1736877128196/nav-icon--notebooks.svg","alt":"Notebooks icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item":{"id":"nav-item-114de5e634","linkDescription":"Overview of Snowflake's educational offerings","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/resources/learn/training/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Training"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719961362824/nav_column_container/nav_column_44600420__826130542/nav_item/icon.coreimg.svg/1722385094416/nav-icon--training.svg","alt":"Training icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_144634_1984107859":{"id":"nav-item-7eb265651c","linkDescription":"Expert-led discussions and demos across industries and use cases","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/webinars/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Webinars"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719961362824/nav_column_container/nav_column_44600420__826130542/nav_item_copy_144634_1984107859/icon.coreimg.svg/1759424691990/nav-icon--webinars.svg","alt":"Webinars icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_1438098918":{"id":"nav-item-d6f79273b7","linkDescription":"Snowflake's technical industry professional certifications","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/en/resources/learn/certifications/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Certifications"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719961362824/nav_column_container/nav_column_44600420__826130542/nav_item_copy_1438098918/icon.coreimg.svg/1722382780833/nav-icon--cert.svg","alt":"Certification icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_143809":{"id":"nav-item-71b81ca5cc","linkDescription":"Weekly product demos showcasing key features and live Q&A ","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/webinars/demo/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Live Demos"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719961362824/nav_column_container/nav_column_44600420__826130542/nav_item_copy_143809/icon.coreimg.svg/1759424359543/nav-icon--live-demo.svg","alt":"Live Demo icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_333890638":{"id":"nav-item-b712c8c74b","linkDescription":"Training courses for all levels, on-demand or instructor-led","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"attributes":{"target":"_blank"},"url":"https://learn.snowflake.com/en/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Snowflake University"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719961362824/nav_column_container/nav_column_44600420__826130542/nav_item_copy_333890638/icon.coreimg.svg/1722382769808/nav-icon--education.svg","alt":"Education icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_189945":{"id":"nav-item-136f516b7f","linkDescription":"Instructor-led virtual workshops for exploring key Snowflake features","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/webinars/virtual-hands-on-lab/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Hands-On Labs"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719961362824/nav_column_container/nav_column_44600420__826130542/nav_item_copy_189945/icon.coreimg.svg/1759388182903/nav-icon--labs.svg","alt":"Hands-on Labs icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_333890":{"id":"nav-item-831f78dae9","linkDescription":"Academic papers written by Snowflake researchers","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/resources/publications/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Snowflake Research Publications"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719961362824/nav_column_container/nav_column_44600420__826130542/nav_item_copy_333890/icon.coreimg.svg/1756326371387/copy.svg","alt":"Copy","lazyEnabled":true,"width":"65",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_333890_930852828":{"id":"nav-item-688a9dd4e0","linkDescription":"Informative articles about AI and data topics","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/fundamentals/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Fundamentals"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719961362824/nav_column_container/nav_column_44600420__826130542/nav_item_copy_333890_930852828/icon.coreimg.svg/1756853637155/data-sheet.svg","alt":"Document with list","lazyEnabled":true,"width":"65",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item_copy","nav_item","nav_item_copy_144634_1984107859","nav_item_copy_1438098918","nav_item_copy_143809","nav_item_copy_333890638","nav_item_copy_189945","nav_item_copy_333890","nav_item_copy_333890_930852828"]}},":itemsOrder":["nav_column_copy","nav_column_44600420__826130542"]},"nav_promo_section":{"id":"nav-promo-section-43aa24f9cd","experience_fragment_1":{"id":"experiencefragment-8c43bde65a","localizedFragmentVariationPath":"/content/experience-fragments/snowflake-site/language-masters/en/site/nav-promo-card/master1/jcr:content","configured":true,":type":"snowflake-site/components/experiencefragment",":items":{"root":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"nav_promo_card":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-feb2ba499e","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"nav_promo_card":{"id":"nav-promo-card-3c6b3c9c10","openInNewWindow":true,"layout":"horizontal","headline":"Dev Day Virtual - June 25","description":"Don’t just hear about AI — build it. Luminary talks and hands-on labs","linkTitle":"Learn more","linkUrl":"/en/dev-day/americas-virtual/","image":{"id":"image","height":"540","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--de231e36-6645-4550-abd9-0f8de758ac66/web-dev-day-26-960x540-1x.png?quality=85&preferwebp=true","alt":"dev day","lazyEnabled":true,"width":"960",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-promo-card"}},":itemsOrder":["nav_promo_card"]},"cq:metadata":{":type":"nt:unstructured"}},":itemsOrder":["root","cq:metadata"],"classNames":"aem-xf"},"experience_fragment_2":{"id":"experiencefragment-ae8b0bbed9","localizedFragmentVariationPath":"/content/experience-fragments/snowflake-site/language-masters/en/site/nav-promo-card/navigation-promo-card-2/jcr:content","configured":true,":type":"snowflake-site/components/experiencefragment",":items":{"root":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"nav_promo_card":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-fd66350c79","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"nav_promo_card":{"id":"nav-promo-card-f0245fcb28","openInNewWindow":true,"layout":"horizontal","headline":"The ROI of Gen AI and Agents 2026","description":"Discover how 92% of early adopters are achieving positive ROI with gen AI.","linkTitle":"Learn More","linkUrl":"/en/lp/radical-roi-generative-ai/","image":{"id":"image","height":"540","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--0c15edae-1a97-4739-8b16-c7f3941a6d9e/web-roi-of-gen-ai-and-agents-2026-r02-960x540.png?quality=85&preferwebp=true","alt":"roi of gen ai and agents","lazyEnabled":true,"width":"960",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-promo-card"}},":itemsOrder":["nav_promo_card"]},"cq:metadata":{":type":"nt:unstructured"}},":itemsOrder":["root","cq:metadata"],"classNames":"aem-xf"},"experience_fragment_3":{"id":"experiencefragment-4a96a78783","localizedFragmentVariationPath":"/content/experience-fragments/snowflake-site/language-masters/en/site/nav-promo-card/navigation-promo-card-3/jcr:content","configured":true,":type":"snowflake-site/components/experiencefragment",":items":{"root":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"nav_promo_card":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-48364fe002","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"nav_promo_card":{"id":"nav-promo-card-0d13f27f4f","openInNewWindow":true,"layout":"horizontal","headline":"Startup 2026: AI Agents Mean Business","description":"Venture leaders weigh in on agentic AI. ","linkTitle":"Learn more","linkUrl":"/en/lp/building-startup-ai-age/","image":{"id":"image","height":"540","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--a320b404-dca1-4477-b033-c79708538657/web-startup-2026-960x540.png?quality=85&preferwebp=true","alt":"alt","lazyEnabled":true,"width":"960",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-promo-card"}},":itemsOrder":["nav_promo_card"]},"cq:metadata":{":type":"nt:unstructured"}},":itemsOrder":["root","cq:metadata"],"classNames":"aem-xf"},":type":"snowflake-site/components/nav/nav-promo-section"},":type":"snowflake-site/components/nav/nav-dropdown-menu","cq:panelTitle":"Resources"},"item_1719963657751":{"id":"nav-dropdown-menu-900362fed9","enableDropdown":true,"nav_column_container":{"id":"container-dacea056b1","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column/nav-column-container",":items":{"nav_column_copy_copy":{"navColumnTitle":"Build","numberOfSubColumns":"one-column","id":"container-ed59c95127","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item":{"id":"nav-item-7af593101e","propertiesId":"testID","linkDescription":"Overview of the dev resources you need to build and scale","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/developers/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Snowflake for Developers"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751/nav_column_container/nav_column_copy_copy/nav_item/icon.coreimg.svg/1731362494574/nav-icon--devs.svg","alt":"Developers icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_1855651246":{"id":"nav-item-8d964a3ea8","linkDescription":"Reference architectures, use cases and best practices","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/developers/guides/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Developer Guides"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751/nav_column_container/nav_column_copy_copy/nav_item_copy_1855651246/icon.coreimg.svg/1761677891705/nav-icon--solution-center.svg","alt":"Solution Center icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy":{"id":"nav-item-6949fad3f6","additionalClasses":"is-light-gray-icon","linkDescription":"The latest software versions, drivers, libraries and relevant docs","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/developers/downloads/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Downloads"},"icon":{"id":"icon","height":"28","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751/nav_column_container/nav_column_copy_copy/nav_item_copy/icon.coreimg.svg/1731362660050/nav-icon-download.svg","alt":"Download icon","lazyEnabled":true,"width":"28",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item","nav_item_copy_1855651246","nav_item_copy"]},"nav_column_copy_copy_1367930678":{"navColumnTitle":"Learn","numberOfSubColumns":"one-column","id":"container-2a498ab7b3","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item":{"id":"nav-item-5c4df35fc8","propertiesId":"testID","linkDescription":"Reference docs, guides, tutorials and announcements","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"attributes":{"target":"_blank"},"url":"https://docs.snowflake.com/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Documentation"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751/nav_column_container/nav_column_copy_copy_1367930678/nav_item/icon.coreimg.svg/1731361950527/nav-icon--docs.svg","alt":"Docs icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy":{"id":"nav-item-38f28b75a2","additionalClasses":"is-light-gray-icon","linkDescription":"Key projects Snowflake engineers maintain and support","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/developers/open-source/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Open Source"},"icon":{"id":"icon","height":"32","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751/nav_column_container/nav_column_copy_copy_1367930678/nav_item_copy/icon.coreimg.svg/1731365437016/nav-icon-open-source.svg","alt":"Open Source icon","lazyEnabled":true,"width":"32",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_copy":{"id":"nav-item-3e6cd8b429","additionalClasses":"is-light-gray-icon","linkDescription":"Online and in-person classes and workshops to upskill on Snowflake","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/developers/northstar/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Builder Education"},"icon":{"id":"icon","height":"32","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751/nav_column_container/nav_column_copy_copy_1367930678/nav_item_copy_copy/icon.coreimg.svg/1731362475640/nav-icon--northstar.svg","alt":"Northstar logo","lazyEnabled":true,"width":"32",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item","nav_item_copy","nav_item_copy_copy"]},"nav_column_copy_copy_1101894776":{"navColumnTitle":"Connect","numberOfSubColumns":"one-column","id":"container-c499c9eb15","layout":"SIMPLE",":type":"snowflake-site/components/nav/nav-column",":items":{"nav_item":{"id":"nav-item-4a882ac6b3","propertiesId":"testID","linkDescription":"Snowflake’s technical leaders on what, why and how they build features","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://www.snowflake.com/engineering-blog/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Engineering Blog"},"icon":{"id":"icon","height":"32","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751/nav_column_container/nav_column_copy_copy_1101894776/nav_item/icon.coreimg.svg/1757101368571/nav-icon--developer-center.svg","alt":"Developers icon","lazyEnabled":true,"width":"32",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"},"nav_item_copy_1855651246":{"id":"nav-item-8a205765a5","linkDescription":"Tips, tricks and discussion with fellow Snowflake developers","button":{"id":"button","showOutboundIcon":false,"buttonLink":{"valid":true,"attributes":{"target":"_blank"},"url":"https://community.snowflake.com/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Community"},"icon":{"id":"icon","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/mega-nav-header/master/_jcr_content/root/mega_header/nav_mega/item_1719963657751/nav_column_container/nav_column_copy_copy_1101894776/nav_item_copy_1855651246/icon.coreimg.svg/1731362644348/nav-icon--partner-network.svg","alt":"Partner Network icon","lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-item"}},":itemsOrder":["nav_item","nav_item_copy_1855651246"]}},":itemsOrder":["nav_column_copy_copy","nav_column_copy_copy_1367930678","nav_column_copy_copy_1101894776"]},"nav_promo_section":{"id":"nav-promo-section-8e06097306","experience_fragment_1":{"id":"experiencefragment-0612a3514c","localizedFragmentVariationPath":"/content/experience-fragments/snowflake-site/language-masters/en/site/nav-promo-card/nav-promo-5/jcr:content","configured":true,":type":"snowflake-site/components/experiencefragment",":items":{"root":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"nav_promo_card":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-002c1a5cdf","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"nav_promo_card":{"id":"nav-promo-card-5cc8f6173e","openInNewWindow":false,"layout":"horizontal","headline":"Get started with your first Snowflake Notebook","description":"Write and execute code, visualize results, and tell the story of your analysis all in one place.","linkTitle":"Learn More","linkUrl":"/en/developers/solutions-center/getting-started-with-your-first-snowflake-notebook-project/","image":{"id":"image","height":"210","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--dc7e334a-c38b-4283-b1de-fcf829952eef/nav-promo-first-notebook.jpg?quality=85&preferwebp=true","alt":"alt","lazyEnabled":true,"width":"415",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-promo-card"}},":itemsOrder":["nav_promo_card"]},"cq:LiveSyncConfig":{"cq:isDeep":true,"cq:rolloutConfigs":[],"cq:master":"/content/experience-fragments/snowflake-site/language-masters/en/site/nav-promo-card/nav-promo-card-4",":type":"cq:LiveCopy"}},":itemsOrder":["root","cq:LiveSyncConfig"],"classNames":"aem-xf"},"experience_fragment_2":{"id":"experiencefragment-2dba76f30d","localizedFragmentVariationPath":"/content/experience-fragments/snowflake-site/language-masters/en/site/nav-promo-card/nav-promo-card-4/jcr:content","configured":true,":type":"snowflake-site/components/experiencefragment",":items":{"root":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"nav_promo_card":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-e400b46e9c","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"nav_promo_card":{"id":"nav-promo-card-c4e76960c5","openInNewWindow":true,"layout":"horizontal","headline":"Northstar Builder Workshops","description":"Join other developers as you roll up your sleeves and explore the possibilities of Snowflake.","linkTitle":"Learn More","linkUrl":"/en/nav-promos/northstar-builders-workshop/","image":{"id":"image","height":"700","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--14341ced-bc5e-4a29-9762-b7857f6cadfc/nav-promo-northstar.jpg?quality=85&preferwebp=true","alt":"Snowflake Northstar logo","lazyEnabled":true,"width":"1440",":type":"snowflake-site/components/image"},":type":"snowflake-site/components/nav/nav-promo-card"}},":itemsOrder":["nav_promo_card"]},"cq:LiveSyncConfig":{"cq:isDeep":true,"cq:rolloutConfigs":[],"cq:master":"/content/experience-fragments/snowflake-site/language-masters/en/site/nav-promo-card/master",":type":"cq:LiveCopy"}},":itemsOrder":["root","cq:LiveSyncConfig"],"classNames":"aem-xf"},":type":"snowflake-site/components/nav/nav-promo-section"},":type":"snowflake-site/components/nav/nav-dropdown-menu","cq:panelTitle":"Developers"},"item_1718247180324":{"id":"nav-dropdown-menu-c6beb064b7","enableDropdown":false,"link_url":"/en/pricing-options/",":type":"snowflake-site/components/nav/nav-dropdown-menu","cq:panelTitle":"Pricing"}},":itemsOrder":["item_1719963657751_c_663444255","nav_dropdown_menu_2","item_1719963657751_c","item_1719961362824","item_1719963657751","item_1718247180324"]},"languagenavigation":{"id":"language-navigation-755f038cdc","languageNavItems":[{"title":"English","path":"/en/developers/guides/snowflake-confluent-tableflow-iceberg/","locale":"en","active":true},{"title":"日本語","path":"/ja/","locale":"ja","active":false},{"title":"한국어","path":"/ko/","locale":"ko","active":false},{"title":"中文（简体）","path":"/zh_cn/","locale":"zh-cn","active":false},{"title":"Português","path":"/pt_br/","locale":"pt-br","active":false},{"title":"Deutsch","path":"/de/","locale":"de","active":false},{"title":"Français","path":"/fr/","locale":"fr","active":false},{"title":"Español","path":"/es/","locale":"es","active":false},{"title":"Italiano","path":"/it/","locale":"it","active":false}],":type":"snowflake-site/components/nav/language-navigation"},"button_1177328691":{"id":"button-9def216e50","heapButtonClasses":["mega-nav__sign-in"],"showOutboundIcon":false,"buttonLink":{"valid":true,"attributes":{"target":"_blank"},"url":"https://app.snowflake.com/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","appliedCssClassNames":"snowflake-button-link snowflake-button-black snowflake-button-compact","linkType":"SNOWFLAKE_EXTERNAL","text":"Sign in"},"button":{"id":"button-b16d414910","heapButtonClasses":["contact_nav","heap-nav-contact"],"showOutboundIcon":true,"buttonLink":{"valid":true,"url":"/en/contact-sales/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","appliedCssClassNames":"snowflake-button-secondary snowflake-button-blue snowflake-button-compact","linkType":"SNOWFLAKE_INTERNAL","text":"CONTACT SALES"},"button_288358396":{"id":"button-ad906453d1","heapButtonClasses":["start_for_free_nav","heap-nav-start-for-free"],"showOutboundIcon":false,"buttonLink":{"valid":true,"url":"https://signup.snowflake.com/"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","appliedCssClassNames":"snowflake-button-primary snowflake-button-blue snowflake-button-compact","linkType":"SNOWFLAKE_EXTERNAL","text":"start for free"}},":itemsOrder":["nav_mega","languagenavigation","button_1177328691","button","button_288358396"],"appliedCssClassNames":"snowflake-header-container white"}},":itemsOrder":["markup_editor","mega_header"]},"image":{":type":"nt:unstructured"},"cq:targetMetadata":{"cq:targetStatus":"OUT_OF_SYNC","cq:exportTime":1781280015540,"cq:targetOfferId":860250,":type":"nt:unstructured"}},":itemsOrder":["root","image","cq:targetMetadata"],"classNames":"aem-xf"},"markup_editor_1950346551":{"id":"markup-editor-7a020cc3de","title":" ","cssContent":".snowflake-markdown-table code[class*=language-],.snowflake-markdown-table code[class*=language-],.snowflake-markdown .snowflake-text code[class*=language-],.snowflake-markdown .snowflake-text pre[class*=language-]{background-color:rgba(var(--ui-12-rgb),.5);color:var(--text-01);text-shadow:none;padding:var(--spacing-00);border-radius:var(--spacing-00);font-size:smaller}",":type":"snowflake-site/components/markup-editor","isGSAPEnabled":false},"responsivegrid":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"quickstart_hero":"aem-GridColumn aem-GridColumn--default--12","flexible_column_cont":"aem-GridColumn aem-GridColumn--default--12","markup_editor":"aem-GridColumn aem-GridColumn--default--12"},"columnCount":12,":items":{"quickstart_hero":{"id":"quickstart-hero-fac548be8f","fragmentPath":"/content/dam/snowflake-site/en/content-fragments/quickstarts/snowflake-confluent-tableflow-iceberg",":type":"snowflake-site/components/quickstart/quickstart-hero","isDeveloperGuidesPage":false,"quickstartHeroFirstCertifiedTag":{"tagText":"Quickstart","tagColor":"#29B5E8","tagPath":"/content/cq:tags/snowflake-site/taxonomy/solution-center/certification/quickstart","tagIcon":""},"quickstartHeroFirstSnowflakeFeatureTag":{"tagText":"Ingestion","tagColor":"#29B5E8","tagPath":"/content/cq:tags/snowflake-site/taxonomy/snowflake-feature/ingestion","tagIcon":""},"quickstartHeroBreadcrumbs":[{"title":"Stream Kafka Data to Snowflake via Confluent Tableflow and Iceberg","url":"https://www.snowflake.com/content/snowflake-site/global/en/developers/guides/snowflake-confluent-tableflow-iceberg","currentPage":true},{"title":"Guides","url":"https://www.snowflake.com/content/snowflake-site/global/en/developers/guides","currentPage":false},{"title":"Snowflake for Developers","url":"https://www.snowflake.com/content/snowflake-site/global/en/developers","currentPage":false}],"quickstartHeroTitle":{"lines":["Stream Kafka Data to Snowflake via Confluent Tableflow and Iceberg"],"type":"heading2",":type":"snowflake-site/components/title-v2"},"quickstartHeroAuthor":"Jeremy Ber, Sean Falconer","quickstartHeroForkRepoLink":{"id":"button-6547356916","showOutboundIcon":false,"buttonLink":{"valid":true,"attributes":{"target":"_blank"},"url":"https://github.com/Snowflake-Labs/sfquickstarts/tree/master/site/sfguides/src/snowflake-confluent-tableflow-iceberg"},"linkTargetContentType":"GENERIC",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_EXTERNAL","text":"Fork Repo"}},"flexible_column_cont":{"id":"flexible-column-container-0db483de50","propertiesId":"quickstart-template-main-flexible-container","type":"2-column-75-25","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"none","bottomPadding":"none","spaceBetween":"small","reverseOnMobile":false,"carouselOnMobile":false,"backgroundImageOption":"none","flexible_column_content_container_1":{"id":"container-620b5cd6d4","layout":"SIMPLE",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"contentfragment":{"id":"contentfragment-e65e05d928","paragraphs":["\u003Ch2\u003EOverview\u003C/h2\u003E\n","\u003Cp\u003EIn this quickstart, you’ll build a real-time data pipeline that connects Apache Kafka with Snowflake, without writing a single custom connector or ETL job. Using Confluent Cloud, Kafka, and Tableflow, you’ll stream simulated data into Kafka topics, automatically materialize that data into Apache Iceberg tables on Amazon S3, and expose those tables directly to Snowflake’s Open Data Catalog.\u003C/p\u003E\n","\u003Cp\u003EImagine you're building a modern trading platform or a customer-facing analytics dashboard. You're capturing user activity and stock trades as they happen, and you want your data teams and downstream systems to react in near real-time, whether it's for fraud detection, personalized recommendations, or operational intelligence.\u003C/p\u003E\n","\u003Cp\u003ETraditionally, this would require stitching together multiple systems: Kafka for ingestion, Spark or Flink for transformation, cloud storage for persistence, and finally Snowflake for analytics, plus a ton of glue code and scheduling overhead.\u003C/p\u003E\n","\u003Cp\u003EThis quickstart shows how to streamline that entire process:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EKafka\u003C/strong\u003E ingests and transports the data in real time.\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ETableflow\u003C/strong\u003E continuously materializes that data into Iceberg tables on \u003Cstrong\u003EAmazon S3\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ESnowflake Open Catalog\u003C/strong\u003E connects directly to those tables, giving analysts and apps live access to fresh data using simple SQL.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EThis architecture supports use cases like:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EReal-time dashboards\u003C/strong\u003E for trading activity or user behavior\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EFeeding machine learning pipelines\u003C/strong\u003E with live, structured data\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EStreaming feature stores\u003C/strong\u003E for AI/ML applications\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003ETechnologies at a Glance\u003C/h3\u003E\n","\u003Ch4\u003EApache Kafka\u003C/h4\u003E\n","\u003Cp\u003EKafka is a distributed event streaming platform used to capture and route real-time data. In this lab, Kafka will act as the backbone for ingesting live event streams like user registrations and stock trades.\u003C/p\u003E\n","\u003Ch4\u003EConfluent Cloud\u003C/h4\u003E\n","\u003Cp\u003EConfluent is a fully managed data streaming platform built on Apache Kafka. It handles the heavy lifting of provisioning, scaling, and securing Kafka in the cloud so you can focus on your data flow, not the infrastructure.\u003C/p\u003E\n","\u003Ch4\u003ETableflow\u003C/h4\u003E\n","\u003Cp\u003ETableflow is a new Confluent-native service that simplifies getting data out of Kafka and into data lake and warehouse formats. It automatically handles schema evolution, file compaction, and catalog registration bridging the world of real-time streaming and batch analytics. Think of it as the glue between Kafka and your Iceberg or Delta Lake tables.\u003C/p\u003E\n","\u003Ch4\u003EApache Iceberg\u003C/h4\u003E\n","\u003Cp\u003EIceberg is an open table format designed for large-scale analytic datasets. It brings reliability and performance to data lakes with features like ACID transactions, schema evolution, and partitioning, making it easy to work with both streaming and batch data as if it were a traditional database table.\u003C/p\u003E\n","\u003Ch3\u003EAssumptions and Prerequisites\u003C/h3\u003E\n","\u003Cp\u003EBefore you begin, make sure you have the following:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ca href=\"https://www.confluent.io/get-started\"\u003E\u003Cstrong\u003EConfluent Cloud Account\u003C/strong\u003E\u003C/a\u003E: You’ve created (or have access to) a Confluent Cloud account where you can provision Kafka clusters and use Tableflow.\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.aws.amazon.com/AmazonS3/latest/userguide/create-bucket-overview.html\"\u003E\u003Cstrong\u003EAWS Account with S3 Access\u003C/strong\u003E\u003C/a\u003E: You can create or access an Amazon S3 bucket and configure IAM roles and policies.\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://app.snowflake.com/\"\u003E\u003Cstrong\u003ESnowflake Account with OrgAdmin Permissions\u003C/strong\u003E\u003C/a\u003E: You have a Snowflake account with \u003Cstrong\u003EOrganization Administrator\u003C/strong\u003E privileges, required to create an Open Data Catalog and configure external integrations.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You’ll Learn in the Lab\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EHow to set up Apache Kafka and streaming data pipelines in Confluent Cloud.\u003C/li\u003E\u003Cli\u003EHow to generate synthetic data using Datagen connectors.\u003C/li\u003E\u003Cli\u003EHow to use Tableflow to write Kafka topics to Apache Iceberg tables stored in Amazon S3.\u003C/li\u003E\u003Cli\u003EHow to configure secure access between AWS, Confluent, and Snowflake using IAM roles and trust policies.\u003C/li\u003E\u003Cli\u003EHow to expose Iceberg tables in Snowflake’s Open Data Catalog and run live queries on continuously updated data.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You'll Build\u003C/h3\u003E\n","\u003Cp\u003EBy the end of this quickstart, you’ll have:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EA fully functional \u003Cstrong\u003EConfluent Cloud\u003C/strong\u003E environment with Kafka topics for user and stock trading events.\u003C/li\u003E\u003Cli\u003EReal-time \u003Cstrong\u003EDatagen\u003C/strong\u003E connectors simulating events into Kafka.\u003C/li\u003E\u003Cli\u003EA \u003Cstrong\u003ETableflow pipeline\u003C/strong\u003E writing those topics as Iceberg tables into S3.\u003C/li\u003E\u003Cli\u003EA \u003Cstrong\u003ESnowflake Open Catalog\u003C/strong\u003E integration that makes those Iceberg tables queryable with standard SQL.\u003C/li\u003E\u003C/ul\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ECreate an environment and Kafka cluster within your Confluent Cloud Account\u003C/h2\u003E\n","\u003Cp\u003EIn Confluent Cloud, we need to create a Kafka cluster to run our Tableflow examples. This Kakfa cluster will be automatically sized and provisioned with a few clicks. This will allow us to stream our datasets for further work with Tableflow.\u003C/p\u003E\n","\u003Cp\u003EIn order to create a Kafka cluster, we need to first create an environment which will house all of the cloud resources we will create in this quickstart guide.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EAccess the Environments console by clicking \u003Cstrong\u003EEnvironments\u003C/strong\u003E left-hand side of the Confluent Cloud menu or by clicking \u003Cstrong\u003EEnvironments\u003C/strong\u003E under \u003Cstrong\u003EYour resource overview.\u003C/strong\u003E\u003Cbr\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image25.png\" alt=\"\"\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cem\u003EIf you already have an environment created, feel free to skip this section and use your existing environment for the remainder of the quickstart.\u003C/em\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EFrom the Environments console, you will see an option to \u003Cstrong\u003E+ Add cloud environment\u003C/strong\u003E. Click this to begin creating a new environment.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image34.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ELet’s give our environment a name, \u003Cstrong\u003ESnowflakeTableflowDemo\u003C/strong\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ELeave the default “Essentials” governance package selected and click \u003Cstrong\u003ECreate\u003C/strong\u003E.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image55.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EYou now have a Confluent environment and we can proceed to create our Kafka cluster within the environment.\u003C/li\u003E\u003Cli\u003EOn the next screen, you will be presented with options on which Kakfa cluster to create. Select the Basic option, and click \u003Cstrong\u003EBegin Configuration\u003C/strong\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cstrong\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image42.png\" alt=\"\"\u003E\u003C/strong\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EOn the next screen, choose \u003Cstrong\u003EAWS\u003C/strong\u003E as the cloud provider, and choose \u003Ccode\u003Eus-east-1\u003C/code\u003E as the region. Then click \u003Cstrong\u003EContinue.\u003C/strong\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cstrong\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image24.png\" alt=\"\"\u003E\u003C/strong\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EGive your cluster a name, \u003Cstrong\u003Emy-kafka-cluster\u003C/strong\u003E, leave the configurations as default and \u003Cstrong\u003ELaunch cluster.\u003C/strong\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image53.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EYou will then see a success banner “Cluster created”, and be taken to the Cluster Overview page. We are now ready to get started with Tableflow.\u003C/li\u003E\u003C/ul\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EGetting Started with Tableflow\u003C/h2\u003E\n","\u003Cp\u003ETableflow simplifies the traditionally complex process of moving data from Kafka topics to data lakes or warehouses. It allows users to materialize Kafka topics and schemas into Apache Iceberg or Delta Lake tables within a few clicks, leveraging Confluent’s Schema Registry for schema management and evolution. This eliminates manual data mappings and streamlines the data ingestion pipeline. Tableflow also continuously compacts Parquet files for improved read performance and offers integrations with popular catalog services. By unifying streaming and batch processing, Tableflow enables real-time data availability in the data lakehouse and simplifies stream processing jobs.\u003C/p\u003E\n","\u003Ch3\u003ECreate Datagen Connectors for Users and Stock_Trades\u003C/h3\u003E\n","\u003Cp\u003ETo demonstrate how Tableflow moves data from Kafka into Apache Iceberg tables, we’ll start by generating sample data into our Kafka topics. These data generators simulate user activity and stock trading data, generating example events that Tableflow will use to hydrate the data lake.\u003C/p\u003E\n","\u003Cp\u003EHere is a sample of the user data topic:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode\u003E{\n  "registertime": 1491981791331,\n  "userid": "User_2",\n  "regionid": "Region_8",\n  "gender": "MALE"\n}\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThe stock_trades topic will look like this:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode\u003E{\n  "side": "BUY",\n  "quantity": 1934,\n  "symbol": "ZBZX",\n  "price": 974,\n  "account": "XYZ789",\n  "userid": "User_9"\n}\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EIn this quickstart, we will write the sample data to both the users and stock_trade topic in order to demonstrate how Tableflow works, write to Amazon S3 and reference these tables in Snowflake’s Open Data Catalog.\u003C/p\u003E\n","\u003Cp\u003ELet’s get started.\u003C/p\u003E\n\u003Chr\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EFrom the Confluent Cloud console, navigate to your environment either via the left-hand side portal or in the middle of the page under \u003Cstrong\u003EYour resource overview.\u003C/strong\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EFind the environment you created and select it from the list of Environments\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EYou should now see your \u003Cstrong\u003EEnvironment Overview\u003C/strong\u003E screen that shows your Kafka Cluster. \u003Cstrong\u003EClick into your Kafka cluster.\u003C/strong\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EOn the Cluster Overview screen, you will see Connectors on the left hand screen. Click on Connectors and then search for \u003Cstrong\u003EDatagen Source\u003C/strong\u003E or click the datagen source, it is usually one of the first connectors on the page.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image29.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EChoose the \u003Ccode\u003EUsers\u003C/code\u003E Sample Data.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003ELaunch\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EThis will start a \u003Cstrong\u003EDatagen Source\u003C/strong\u003E Kafka connector that writes User data to a Kafka topic called \u003Ccode\u003Esample_data_users\u003C/code\u003E.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image27.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EYou will then see the connector you created from the Connector Screen, transitioning from Provisioning state to Running.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ERepeat this process to create another Datagen Source using the \u003Cstrong\u003EStock Trades\u003C/strong\u003E sample dataset. Once you have a connector, you should see the option to + \u003Cstrong\u003EAdd Connector\u003C/strong\u003E at the top right. Use this button to create a new datagen connector.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image19.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EUse the \u003Cstrong\u003EStock trades\u003C/strong\u003E dataset this time. Click \u003Cstrong\u003ELaunch.\u003C/strong\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cstrong\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image38.png\" alt=\"\"\u003E\u003C/strong\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EOnce finished, you should have two Datagen sources, \u003Cstrong\u003Esample_data\u003C/strong\u003E and \u003Cstrong\u003Esample_data_1\u003C/strong\u003E in running state on the Connectors screen.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image23.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EVerify that the subsequent Kafka topics have been created by navigating to the \u003Cstrong\u003ETopics\u003C/strong\u003E menu on the left-hand navigation bar. You should see one topic called \u003Ccode\u003Esample_data_users\u003C/code\u003E, and another called \u003Ccode\u003Esample_data_stock_trades\u003C/code\u003E, each with 6 partitions.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image37.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EWe are now in position to start configuring our Tableflow sync process into our Data Lake.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EConfigure your Amazon S3 Bucket and Provider Integration\u003C/h3\u003E\n","\u003Cp\u003EOnce you have your Kafka topics created, you can now get started with Tableflow to sync your data from your Kafka topics into Snowflake Data Cloud.\u003C/p\u003E\n","\u003Cp\u003EBut first, we need an Amazon S3 Bucket to write our Apache Iceberg data to.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIf you already have an Amazon S3 bucket, feel free to skip to the next section\u003C/li\u003E\u003Cli\u003EIn a new tab, navigate to the Amazon S3 console or click \u003Ca href=\"https://us-east-1.console.aws.amazon.com/s3/home?region=us-east-1#\"\u003Ehere\u003C/a\u003E\u003C/li\u003E\u003Cli\u003EClick on \u003Cstrong\u003ECreate Bucket\u003C/strong\u003E on the top right.\u003Cbr\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image9.png\" alt=\"\"\u003E\u003C/li\u003E\u003Cli\u003ELeave everything default and give your bucket a name. The name of the bucket must be unique so let’s name it \u003Cstrong\u003E\u003Ccode\u003Etableflow-bucket-<<Account-ID>>\u003C/code\u003E\u003C/strong\u003E, using your account ID which can be retrieved from the dropdown at the top right of the screen.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image59.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ELeave the rest of the options as default, scroll down and click \u003Cstrong\u003ECreate Bucket\u003C/strong\u003E.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EConfigure Storage Provider\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003EBack on Confluent Cloud, navigate to the \u003Cstrong\u003ETableflow\u003C/strong\u003E page by clicking on Tableflow on the left-hand side of the menu bar within your Confluent Environment.\u003C/li\u003E\u003Cli\u003EIn the center of the page, you’ll see an option to configure a Storage Connection. Click on \u003Cstrong\u003EGo to Provider Integrations\u003C/strong\u003E in order to configure the connection to Amazon S3.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image60.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003EFrom Provider Integrations, click on  \u003Cstrong\u003E+ Add Integration.\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EYou can either create or use an existing role. For the sake of this example, we will create a \u003Cstrong\u003Enew role\u003C/strong\u003E. Click \u003Cstrong\u003EContinue.\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EOn the \u003Cstrong\u003ECreate Permission Policy in AWS\u003C/strong\u003E page, select \u003Cstrong\u003ETableflow S3 Bucket\u003C/strong\u003E in the dropdown.\u003C/li\u003E\u003Cli\u003EYou will need to copy this permissions-policy.json for use in the next step\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003ECreate a new permissions policy on AWS\u003C/h3\u003E\n","\u003Cp\u003EWe need to create a permissions policy for Amazon S3 Access. In this section, we will create a permissions policy to be later used with an AWS Identity Access Management (IAM) Role.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EIn a new tab, open your Amazon Web Services (AWS) account and navigate to IAM Policies or \u003Ca href=\"https://us-east-1.console.aws.amazon.com/iam/home?region=us-east-1#/policies\"\u003Eclick this link\u003C/a\u003E.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003ECreate Policy\u003C/strong\u003E\u003Cbr\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image22.png\" alt=\"\"\u003E\u003C/li\u003E\u003Cli\u003EFrom the Create Policy screen, \u003Cstrong\u003Eswitch to the JSON editor\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003ECopy the permissions-policy.json from the Confluent Provider Create Wizard into your policy editor on AWS. Ensure to replace the values for the Amazon S3 bucket we created above (\u003Cstrong\u003Etableflow-bucket-<<account-number>>)\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003EExample:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode\u003E{\n    "Version": "2012-10-17",\n    "Statement": [\n        {\n            "Effect": "Allow",\n            "Action": [\n                "s3:GetBucketLocation",\n                "s3:ListBucketMultipartUploads",\n                "s3:ListBucket"\n            ],\n            "Resource": [\n                "arn:aws:s3:::tableflow-bucket-123456789101"\n            ]\n        },\n        {\n            "Effect": "Allow",\n            "Action": [\n                "s3:PutObject",\n                "s3:PutObjectTagging",\n                "s3:GetObject",\n                "s3:DeleteObject",\n                "s3:AbortMultipartUpload",\n                "s3:ListMultipartUploadParts"\n            ],\n            "Resource": [\n                "arn:aws:s3:::tableflow-bucket-123456789101/*"\n            ]\n        }\n    ]\n}\n\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image15.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"5\"\u003E\u003Cli\u003EClick \u003Cstrong\u003ENext\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EGive the policy the name \u003Ccode\u003Etableflow-s3-access-policy\u003C/code\u003E and click \u003Cstrong\u003ECreate Policy\u003C/strong\u003E.\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image14.png\" alt=\"\"\u003E\u003C/li\u003E\u003Cli\u003EOnce the policy has been created, you can click \u003Cstrong\u003EContinue\u003C/strong\u003E on Confluent Cloud.\u003C/li\u003E\u003Cli\u003EThe next page, \u003Cstrong\u003ECreate role in AWS and map to Confluent\u003C/strong\u003E will present a \u003Cstrong\u003Etrust-policy.json\u003C/strong\u003E that we will leverage for the next section of these instructions. Copy this down for later use.\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003ECreate role in AWS and map to Confluent\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003ENext, we are going to create a role in AWS that will leverage the policy we just created, plus a \u003Ccode\u003Etrust-policy.json\u003C/code\u003E to allow Confluent to assume this role.\u003C/li\u003E\u003Cli\u003EClick \u003Ca href=\"https://us-east-1.console.aws.amazon.com/iam/home#/roles\"\u003Ehere\u003C/a\u003E or navigate to the \u003Cstrong\u003ERoles\u003C/strong\u003E sub-menu under the IAM service on AWS\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image5.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003E\n","\u003Cp\u003EOnce on the Roles sub-menu, on the top right of the screen, click \u003Cstrong\u003ECreate role\u003C/strong\u003E in order to begin creating the role for Tableflow to assume.\u003Cbr\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image30.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ESelect \u003Cstrong\u003ECustom Trust Policy\u003C/strong\u003E and paste in the \u003Cstrong\u003Etrust-policy.json\u003C/strong\u003E from Confluent.\u003C/p\u003E\n\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image7.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"5\"\u003E\u003Cli\u003EScroll down and click \u003Cstrong\u003ENext\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EIn the next page, Add Permissions, search for the policy you created in the previous step, named \u003Ccode\u003Etableflow-s3-access-policy\u003C/code\u003E and attach it to the role. Click \u003Ccode\u003ENext\u003C/code\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image49.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"7\"\u003E\u003Cli\u003E\n","\u003Cp\u003EGive the role a name, \u003Ccode\u003Equickstart-tableflow-assume-role\u003C/code\u003E, scroll down and click \u003Cstrong\u003ECreate Role\u003C/strong\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EOnce the role is created,you should see a green banner at the top of the console stating that the role was created. Click \u003Cstrong\u003EView Role\u003C/strong\u003E to see the role details.\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image10.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ECopy the AWS ARN of the role and paste it in the Mapping component on the Provider Integration wizard on Confluent Cloud\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EGive the Provider integration the name s3-provider-integration and click \u003Cstrong\u003EContinue\u003C/strong\u003E.\u003C/p\u003E\n\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image57.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"11\"\u003E\u003Cli\u003EYou will now copy the updated Trust Policy from Confluent which contains the Confluent External ID and role. Copy the \u003Ccode\u003Etrust-policy.json\u003C/code\u003E from Confluent to your clipboard.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image20.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"12\"\u003E\u003Cli\u003ENavigate back to your Role on AWS and switch to the \u003Cstrong\u003ETrust Relationships\u003C/strong\u003E tab\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EEdit Trust Policy\u003C/strong\u003E\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cstrong\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image16.png\" alt=\"\"\u003E\u003C/strong\u003E\u003C/p\u003E\n\u003Col start=\"14\"\u003E\u003Cli\u003EPaste in the updated Trust Policy from Confluent Cloud and \u003Cstrong\u003Eupdate policy\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003ENavigate back to Confluent Cloud and click Continue on Confluent Cloud once the role trust policy has been updated. You have now successfully created a Provider Integration.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image33.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EEnable Tableflow on Users and Stock Trades Topics\u003C/h3\u003E\n","\u003Cp\u003EReturn to the Topics Confluent menu (Environments > Your Environment > Your Kafka Cluster > Topics). We can now enable Tableflow from this menu.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EFind the \u003Ccode\u003Esample_data_stock_trades\u003C/code\u003E topic in the list of topics.\u003C/li\u003E\u003Cli\u003EOn the right-hand side of the topic table, you will see the option to \u003Cstrong\u003EEnable Tableflow\u003C/strong\u003E for the \u003Ccode\u003Esample_data_stock_trades\u003C/code\u003E topic. Select \u003Cstrong\u003EEnable Tableflow.\u003C/strong\u003E\u003Cbr\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image51.png\" alt=\"\"\u003E\u003C/li\u003E\u003Cli\u003EYou will be presented with two options: Configure Custom Storage or Use Confluent Storage. \u003Cstrong\u003EChoose Configure custom storage.\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EIn the next menu, you will be able to choose the Provider Integration we created in the previous section. You can identify it by either the name of the provider integration or the IAM Role you created.\u003C/li\u003E\u003Cli\u003EProvide the AWS S3 bucket name (\u003Ccode\u003Etableflow-bucket-<<account-id>>\u003C/code\u003E)\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image47.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EIn the next screen, review the details and then click \u003Cstrong\u003ELaunch.\u003C/strong\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EYou will now see \u003Cem\u003ETableflow sync pending\u003C/em\u003E at the top of your topic information. This should transition to the \u003Cem\u003ESyncing\u003C/em\u003E status shortly.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003ERepeat this process for the \u003Ccode\u003Esample_data_users\u003C/code\u003E topic, navigating back to the Topics menu, clicking on Enable Tableflow, and provide the same provider integration and Amazon S3 Bucket. Finally, click \u003Cstrong\u003ELaunch.\u003C/strong\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EOnce you have done this for both topics, your Topic list should look like this:\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image35.png\" alt=\"\"\u003E\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ECreate an Open Catalog Account on Snowflake\u003C/h2\u003E\n","\u003Cp\u003EIf you do not already have Open Catalog Account set up on Snowflake, you can create one from the Snowflake homepage:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EOpen the Snowflake main screen by visiting \u003Ca href=\"https://app.snowflake.com/\"\u003Ehttps://app.snowflake.com/\u003C/a\u003E, which should redirect you to your organization’s Snowflake account.\u003C/li\u003E\u003Cli\u003EIf you have the ORGADMIN permissions, you should see an option on the left-hand menu called \u003Ccode\u003EAdmin\u003C/code\u003E. Under the \u003Ccode\u003EAdmin\u003C/code\u003E menu, you should see an option for \u003Ccode\u003EAccounts\u003C/code\u003E.\u003C/li\u003E\u003Cli\u003EClick on \u003Ccode\u003EAccounts\u003C/code\u003E and look to the top-right side of the screen where you will see a blue Accounts action button. Select the arrow pointing down to expose the \u003Ccode\u003ECreate Snowflake Open Catalog Account\u003C/code\u003E option.\u003Cbr\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image54.png\" alt=\"\"\u003E\u003C/li\u003E\u003Cli\u003EGo through the create wizard to create the Open Catalog account, and log in.\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003ESet up Open Catalog Connection on Snowflake\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003EWhen you first log in to the Snowflake Open Catalog account, you should see a screen that looks like this:\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image17.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Cp\u003EFrom here, we will create a Connection:\u003C/p\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003EOn the left-hand menu, click on Connections > + Connection (on top right side of screen).\n\u003Col\u003E\u003Cli\u003EName: \u003Ccode\u003Emy-service-connection\u003C/code\u003E\u003C/li\u003E\u003Cli\u003EQuery Engine: < leave blank>\u003C/li\u003E\u003Cli\u003ECheck the option to \u003Ccode\u003ECreate new principal role\u003C/code\u003E\u003C/li\u003E\u003Cli\u003EGive the principal role a name and click \u003Ccode\u003ECreate\u003C/code\u003E\u003C/li\u003E\u003C/ol\u003E\n\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image8.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003EAfter clicking \u003Ccode\u003ECreate\u003C/code\u003E, you will see your \u003Ccode\u003EClient ID\u003C/code\u003E and \u003Ccode\u003EClient Secret\u003C/code\u003E presented on screen. Make sure to copy these down as they will be required later for setting up the External Catalog Integration on Confluent Cloud and Snowflake.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image1.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Cp\u003EOnce you created the connection and principal role, you are now ready to create your Open\u003Cbr\u003E\nData Catalog in Snowflake.\u003C/p\u003E\n\u003Col start=\"4\"\u003E\u003Cli\u003ENavigate to the Catalogs menu on the left hand side of the Snowflake Open Catalog menu and Click on the \u003Ccode\u003E+ Catalog\u003C/code\u003E wizard.\u003C/li\u003E\u003Cli\u003EYou will now enter the details of your new Open Data Catalog:\n\u003Col\u003E\u003Cli\u003E\u003Cstrong\u003EName\u003C/strong\u003E: \u003Ccode\u003Emy-snowflake-catalog\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EIMPORTANT:\u003C/strong\u003E Check the box which says \u003Ccode\u003EExternal\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EStorage Provider\u003C/strong\u003E: S3\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EDefault Base Location:\u003C/strong\u003E \u003Ccode\u003Es3://tableflow-bucket-<<account-id>>\u003C/code\u003E\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EAdditional Locations:\u003C/strong\u003E < Leave Blank >\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003ES3 Role Arn\u003C/strong\u003E: The ARN of the S3 Role you created earlier (\u003Ccode\u003Earn:aws:iam::<<account-id>>:role/quickstart-tableflow-assume-role\u003C/code\u003E)\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EExternal ID: \u003Ccode\u003Esnowflake-external-id\u003C/code\u003E\u003C/strong\u003E\u003C/li\u003E\u003C/ol\u003E\n\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image39.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"6\"\u003E\u003Cli\u003EClick \u003Cstrong\u003ECreate\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003ENote down the external ID assigned to the newly created catalog.\u003C/li\u003E\u003Cli\u003EIn the Catalog page, you’ll see a tab called Roles. Create a Catalog role by clicking the button  \u003Cstrong\u003E+ Catalog Role\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image58.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"9\"\u003E\u003Cli\u003EGive the role a name (\u003Ccode\u003Emy_role\u003C/code\u003E) and Select \u003Cstrong\u003ECATALOG_MANAGE_CONTENT\u003C/strong\u003E under Privileges.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003ECreate\u003C/strong\u003E.\u003Cbr\u003E\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image28.png\" alt=\"\"\u003E\u003C/li\u003E\u003Cli\u003EFrom here, we need to assign this role to a principal role. Click on the button \u003Cstrong\u003EGrant to Principal Role\u003C/strong\u003E at the top right and select the catalog role you just created under \u003Cstrong\u003ECatalog role to grant\u003C/strong\u003E and the principal role you created in the Connection Creation phase above for \u003Cstrong\u003EPrincipal role to receive grant.\u003C/strong\u003E\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cstrong\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image61.png\" alt=\"\"\u003E\u003C/strong\u003E\u003C/p\u003E\n\u003Col start=\"12\"\u003E\u003Cli\u003EClick \u003Cstrong\u003EGrant.\u003C/strong\u003E\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image44.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EModify Role and Trust Policy for Snowflake\u003C/h3\u003E\n","\u003Cp\u003ENow that we’ve created the Open Data Catalog, we can allow Snowflake access to the storage provider (Amazon S3) through a trust policy.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EFind the role you provided in the previous section (\u003Cstrong\u003ES3 Role ARN)\u003C/strong\u003E in the AWS Management Console by searching for IAM in the top search bar.\u003C/li\u003E\u003Cli\u003EFrom the IAM Dashboard, you can click on the left hand side under Access Management > Roles to open the Roles menu.\u003C/li\u003E\u003Cli\u003EFrom here, we can search for the role you previously created (\u003Ccode\u003Equickstart-tableflow-assume-role\u003C/code\u003E)\u003C/li\u003E\u003Cli\u003EClick on the role name and find the tab in the middle of the page which reads \u003Cstrong\u003ETrust Relationships.\u003C/strong\u003E This is where you will add the trust policy for Snowflake.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EEdit trust policy\u003C/strong\u003E and add the following to your \u003Cstrong\u003EStatement\u003C/strong\u003E section within the brackets:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode\u003E        ,{\n            "Sid": "",\n            "Effect": "Allow",\n            "Principal": {\n                "AWS": "<< Get this value from your snowflake catalog under IAM user arn >>"\n            },\n            "Action": "sts:AssumeRole",\n            "Condition": {\n                "StringEquals": {\n                    "sts:ExternalId": "<< external ID from snowflake catalog >>"\n                }\n            }\n        }\n\n\u003C/code\u003E\u003C/pre\u003E\n\u003Col start=\"6\"\u003E\u003Cli\u003EYou will need to replace the values for \u003Ccode\u003EAWS\u003C/code\u003E and \u003Ccode\u003Ests:ExternalId\u003C/code\u003E. These can be found in your snowflake Catalog Details section.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image18.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"7\"\u003E\u003Cli\u003EClick \u003Cstrong\u003EUpdate Policy\u003C/strong\u003E to save it.\u003C/li\u003E\u003Cli\u003EYour updated AWS Role Trust Policy should look like this:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode\u003E{\n  "Version": "2012-10-17",\n  "Statement": [\n    {\n      "Effect": "Allow",\n      "Principal": {\n        // from Confluent\n        "AWS": "arn:aws:iam::<<account-id>>:role/<<role-id>>"\n      },\n      "Action": "sts:AssumeRole",\n      "Condition": {\n        "StringEquals": {\n          // from Confluent\n          "sts:ExternalId": "<<external-id>>"\n        }\n      }\n    },\n    {\n      "Effect": "Allow",\n      "Principal": {\n        // from Confluent\n        "AWS": "arn:aws:iam::<<account-id>>:role/<<role-id>>"\n      },\n      "Action": "sts:TagSession"\n    },\n    {\n            "Sid": "",\n            "Effect": "Allow",\n            "Principal": {\n       // from Snowflake\n                "AWS": "arn:aws:iam::<<account-id>>:role/<<role-id>>"\n\n            },\n            "Action": "sts:AssumeRole",\n            "Condition": {\n                "StringEquals": {\n      // from Snowflake\n                    "sts:ExternalId": "snowflake-external-id"\n                }\n            }\n        }\n  ]\n}\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EYou are now ready to add your External Provider to Tableflow.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EAdd Snowflake as External Provider to Tableflow\u003C/h2\u003E\n\u003Cul\u003E\u003Cli\u003ENavigate back to your Tableflow console on Confluent Cloud\u003C/li\u003E\u003Cli\u003EOn the bottom of the page, you will see the External Catalog Integration. Within this sub-menu, click \u003Cstrong\u003E+ Add Integration\u003C/strong\u003E.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image11.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EOn the next page, select Snowflake Open Catalog as your integration type\u003C/li\u003E\u003Cli\u003EIn the name column, type \u003Ccode\u003Emy-polaris-catalog-integration\u003C/code\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image26.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EClick \u003Cstrong\u003EContinue.\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EContinue\u003C/strong\u003E again.\u003C/li\u003E\u003Cli\u003EOn the launch page, we will provide the following information:\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ESnowflake Open Catalog URL\u003C/strong\u003E: \u003Ccode\u003Ehttps://<locatorID>.<region>.snowflakecomputing.com\u003C/code\u003E\n\u003Cul\u003E\u003Cli\u003EYou can retrieve the locatorID from your open catalog URL bar. It will be the ID after the domain name/region like so:\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://app.snowflake.com/us-east-1/\"\u003Ehttps://app.snowflake.com/us-east-1/\u003C/a\u003E<LOCATOR ID>/#/\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EWarehouse name:\u003C/strong\u003E my-snowflake-catalog\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EClient ID:\u003C/strong\u003E Retrieve this from the Client Connection credentials you generated in step two of Set Up Open Catalog Connection on Snowflake\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EClient secret:\u003C/strong\u003E Retrieve this from the Client Connection credentials you generated in step two of Set Up Open Catalog Connection on Snowflake\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EAllowed scope:\u003C/strong\u003E \u003Ccode\u003EPRINCIPAL_ROLE:my-snowflake-principal-role\u003C/code\u003E\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image43.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EClick continue\u003C/strong\u003E and then \u003Cstrong\u003Eclick launch.\u003C/strong\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EAfter a few moments, you should see the External Catalog integration you have just set up transitioning from Pending to Connected.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image50.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ENavigate back to the Snowflake Open Data Catalog\u003C/li\u003E\u003Cli\u003EUnder the Catalogs sub-menu, click on your catalog name (\u003Ccode\u003Emy-snowflake-catalog\u003C/code\u003E)\u003C/li\u003E\u003Cli\u003EYou should see the Kafka cluster ID appear here\u003C/li\u003E\u003Cli\u003EUnder the Kafka cluster ID, you will see the tables you enabled Tableflow on successfully materialized in Snowflake.\u003C/li\u003E\u003Cli\u003EYou should also see the topics materialized under your cluster ID\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch2\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image52.png\" alt=\"\"\u003E\u003C/h2\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EQuery Iceberg Tables via Snowflake\u003C/h2\u003E\n","\u003Cp\u003ENow that we’ve got our Snowflake Open Catalog set up receiving data from our Kafka topics, we can now see the full end-to-end integration by referencing our Snowflake Open Catalog within our Snowflake environment.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EStart by navigating back to your Snowflake environment. You can click \u003Ca href=\"https://app.snowflake.com/\"\u003Ethis link\u003C/a\u003E in order to open your Snowsight UI.\u003C/li\u003E\u003Cli\u003ECreate a new SQL Worksheet by clicking \u003Cstrong\u003E+ Create\u003C/strong\u003E at the top left hand corner, and select \u003Cstrong\u003ESQL Worksheet\u003C/strong\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image31.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EThis will open up a new SQL Worksheet named the current date and time. Feel free to rename this as \u003Ccode\u003EOpen Data Catalog Setup\u003C/code\u003E by clicking the three dots ⠇to the right of the worksheet tab.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image46.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Ch3\u003ECreate an External Volume\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EEnsure you have \u003Ccode\u003EAccountAdmin\u003C/code\u003E Privileges granted to your account in order to create an external volume\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image2.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EWe will now create an external volume referencing our Amazon S3 bucket. Enter the following SQL statement, replacing the Amazon S3 bucket with the one you created earlier (\u003Ccode\u003Es3://tableflow-bucket-<<account-id>>\u003C/code\u003E), the IAM role you created earlier (\u003Ccode\u003Earn:aws:iam::<<account-id>>:role/quickstart-tableflow-assume-role\u003C/code\u003E), and leave the rest.\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode\u003ECREATE OR REPLACE EXTERNAL VOLUME iceberg_external_volume\n   STORAGE_LOCATIONS =\n      (\n         (\n            NAME = 'my-iceberg-external-volume'\n            STORAGE_PROVIDER = 'S3'\n            STORAGE_BASE_URL = 's3://tableflow-bucket-<<account-id>>'\n            STORAGE_AWS_ROLE_ARN = 'arn:aws:iam::<<account-id>>:role/quickstart-tableflow-assume-role'\n            STORAGE_AWS_EXTERNAL_ID = 'snowflake-external-id'\n         )\n      );\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cul\u003E\u003Cli\u003EExecute this statement by highlighting the text and clicking the Play button  ▶️ to the top-right.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image36.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EYou will see the success message appear at the bottom of the page, showing that the external volume was successfully created.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EWe need to get the \u003Ccode\u003ESTORAGE_AWS_IAM_USER_ARN\u003C/code\u003E to provide to our IAM Role trust policy. We can do so by running a describe query on the external volume we just created.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode\u003EDESC EXTERNAL VOLUME iceberg_external_volume;\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cul\u003E\u003Cli\u003ERun this command like we did with the first command by highlighting the text and clicking on the Play button  ▶️to the top right.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image6.gif\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EThe output of this command will appear at the bottom of the page. Under the results for \u003Ccode\u003ESTORAGE_LOCATIONS\u003C/code\u003E there will be a \u003Ccode\u003Eproperty_value\u003C/code\u003E, click this value to see the results on the right hand side.\u003C/li\u003E\u003Cli\u003EFrom the value of the \u003Ccode\u003Eproperty_value\u003C/code\u003E column, copy the value of \u003Ccode\u003ESTORAGE_AWS_IAM_USER_ARN\u003C/code\u003E which should look like an IAM ARN\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image21.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EUpdate Trust Policy for Snowflake\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003ELet’s now navigate back to our AWS IAM Role that we created previously (\u003Cstrong\u003Equickstart-tableflow-assume-role\u003C/strong\u003E) and update the trust policy again:\n\u003Cul\u003E\u003Cli\u003ENavigate back to your Role on AWS and switch to the \u003Cstrong\u003ETrust Relationships\u003C/strong\u003E tab\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EEdit Trust Policy\u003C/strong\u003E\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cstrong\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image16.png\" alt=\"\"\u003E\u003C/strong\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EWe will again be adding another entry to our trust policy under the Statement block that will look like this:\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode\u003E    {\n      "Sid": "",\n      "Effect": "Allow",\n      "Principal": {\n        "AWS": "<<STORAGE_AWS_IAM_USER_ARN>>"\n      },\n      "Action": "sts:AssumeRole",\n      "Condition": {\n        "StringEquals": {\n          "sts:ExternalId": "snowflake-external-id"\n        }\n      }\n\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003EUnder the AWS key, paste your \u003Ccode\u003ESTORAGE_AWS_IAM_USER_ARN\u003C/code\u003E\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EKeep the external ID as \u003Ccode\u003Esnowflake-external-id\u003C/code\u003E as that’s the external ID we created in the external volume\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EOnce you add the extra trust policy, your full trust policy should look like this:\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode\u003E        \n{\n  "Version": "2012-10-17",\n  "Statement": [\n    {\n      "Effect": "Allow",\n      "Principal": {\n        // from Confluent\n        "AWS": "arn:aws:iam::<<account-id>>:role/<<role-id>>"\n      },\n      "Action": "sts:AssumeRole",\n      "Condition": {\n        "StringEquals": {\n          // from Confluent\n          "sts:ExternalId": "<<external-id>>"\n        }\n      }\n    },\n    {\n      "Effect": "Allow",\n      "Principal": {\n        // from Confluent\n        "AWS": "arn:aws:iam::<<account-id>>:role/<<role-id>>"\n      },\n      "Action": "sts:TagSession"\n    },\n    {\n            "Sid": "",\n            "Effect": "Allow",\n            "Principal": {\n       // from Snowflake Open Catalog\n                "AWS": "arn:aws:iam::<<account-id>>:role/<<role-id>>"\n\n            },\n            "Action": "sts:AssumeRole",\n            "Condition": {\n                "StringEquals": {\n       // from Snowflake Open Catalog\n                    "sts:ExternalId": "snowflake-external-id"\n                }\n            }\n        },\n{\n            "Sid": "",\n            "Effect": "Allow",\n            "Principal": {\n       // from Snowflake \n                "AWS": "arn:aws:iam::<<account-id>>:role/<<role-id>>"\n            },\n            "Action": "sts:AssumeRole",\n            "Condition": {\n                "StringEquals": {\n       // from Snowflake\n                    "sts:ExternalId": "snowflake-external-id"\n                }\n            }\n        }\n  ]\n}\n\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cul\u003E\u003Cli\u003EThe next step is verifying that we can actually access the external volume via Snowflake. Execute this command:\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode\u003ESELECT SYSTEM$VERIFY_EXTERNAL_VOLUME('iceberg_external_volume');\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cul\u003E\u003Cli\u003EWhen this runs, you should see the keywords “success”:”true” and “PASSED” in the results set. This means the trust policy update took effect.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003ECreate Catalog Integration\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EWe can now create our catalog integration, to link Snowflake to our Snowflake Open Data Catalog. For this SQL statement you will need to retrieve some information in the placeholders. Start by pasting in this placeholder create statement into your SQL worksheet.\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode\u003ECREATE OR REPLACE CATALOG INTEGRATION my_snowflake_open_catalog_int\n  CATALOG_SOURCE = POLARIS\n  TABLE_FORMAT = ICEBERG\n    CATALOG_NAMESPACE='<< KAFKA CLUSTER ID>>'\n  REST_CONFIG = (\n     CATALOG_URI ='https://<<organization-name>>-<<open-data-catalog-account-name>>.snowflakecomputing.com/polaris/api/catalog'\n     WAREHOUSE = 'my-snowflake-catalog'\n  )\n  REST_AUTHENTICATION = (\n     TYPE=OAUTH\n    OAUTH_CLIENT_ID='<<client-id>>'\n    OAUTH_CLIENT_SECRET='<<client-secret>>'\n     OAUTH_ALLOWED_SCOPES=('PRINCIPAL_ROLE:my-snowflake-principal-role')\n  )\n  REFRESH_INTERVAL_SECONDS = 60\n  ENABLED=true;\n\n\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cul\u003E\u003Cli\u003EThe first placeholder, \u003Ccode\u003ECATALOG_NAMESPACE\u003C/code\u003E should be your Kafka cluster ID. This can be found by navigating to your Confluent Cloud Kafka cluster and checking the cluster details on the right hand menu. \u003Cstrong\u003ECopy this value and paste it in the value for CATALOG_NAMESPACE.\u003C/strong\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cstrong\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image4.png\" alt=\"\"\u003E\u003C/strong\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EThe next placeholder, \u003Ccode\u003ECATALOG_URI\u003C/code\u003E will require your Snowflake Organization name and your open data catalog \u003Cstrong\u003Eaccount name\u003C/strong\u003E. The Snowflake Organization name can be found in your Snowflake homepage by clicking on your profile at the bottom left of the screen, hovering over your account and clicking on account details.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image41.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\n","\u003Cp\u003ECopy the value of your \u003Cstrong\u003EOrganization Name\u003C/strong\u003E as the first part of your \u003Ccode\u003ECATALOG_URI\u003C/code\u003E.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EThe second part of your \u003Ccode\u003ECATALOG_URI\u003C/code\u003E is the \u003Cstrong\u003Eaccount name\u003C/strong\u003E for your open data catalog account. This can be found under the same profile menu when you switch accounts. Just copy the account name and put it into the second part of your catalog URI for the placeholders.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EThe final result should look like:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ccode\u003ECATALOG_URI=\u003C/code\u003E’\u003Ccode\u003Ehttps://organizationname-opendatacatalogaccountname.snowflakecomputing.com/polaris/api/catalog’\u003C/code\u003E\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EFor the OATH client id and client secret, these were the values you copied down when creating your open data catalog connection. Copy and paste these values as appropriate.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EYou are now ready to create your catalog integration. Highlight the command and click the Play ▶️button just as before.\u003C/p\u003E\n\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image12.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EAfter running the command, you should see that the catalog integration was successfully created.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003ECreating the Iceberg Table and Querying\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EOnce we have the catalog integration set up, you can now create an Iceberg table to query your snowflake open data catalog data.\u003C/li\u003E\u003Cli\u003EExecute the following command, ensuring that all variables match exactly. If you named your external volume, catalog or kafka topic something different, this query will not work:\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode\u003ECREATE OR REPLACE ICEBERG TABLE snowflake_stock_trades\n    EXTERNAL_VOLUME = 'iceberg_external_volume'\n    CATALOG = 'my_snowflake_open_catalog_int'\n    CATALOG_TABLE_NAME = sample_data_stock_trades\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image13.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EFinally we are ready to query the table. Here are some queries you can try and evaluate the results.\u003C/li\u003E\u003C/ul\u003E\n\u003Cpre\u003E\u003Ccode\u003E-- count the number of records\nSELECT COUNT(*) from snowflake_stock_trades;\n\n-- see one record in the table\nselect * from snowflake_stock_trades limit 1;\n\n-- see all records in the table\nSELECT * FROM snowflake_stock_trades;\n\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EThese query results should update periodically when run again, showcasing that we are continuously writing data to our Iceberg tables. You should expect to see updated results every 15 minutes or so depending on data volume and refresh frequency.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image56.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image48.png\" alt=\"\"\u003E\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EOptional: Automatic Anomaly Detection with Apache Flink\u003C/h2\u003E\n","\u003Cp\u003EWhile your data is flowing from Kafka to Snowflake via Tableflow, you may want to enrich or flag certain records \u003Cem\u003Ebefore\u003C/em\u003E they land in the data lake. This is where \u003Cstrong\u003EApache Flink\u003C/strong\u003E comes in.\u003C/p\u003E\n","\u003Cp\u003EIn this optional step, you'll use Flink SQL in Confluent Cloud to detect basic anomalies in the stock trading stream. This can be useful for spotting potential fraud, pricing glitches, or unusually large trades as they happen.\u003C/p\u003E\n","\u003Cp\u003EWe'll create a lightweight streaming job using Flink SQL that watches for simple anomalies based on rules:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ETrades with \u003Cstrong\u003Eunusually large quantities\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003ETrades with a \u003Cstrong\u003Enegative price\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003ETrades that exceed a configurable threshold\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EThese flagged records will be tagged with an \u003Ccode\u003Eanomaly_flag\u003C/code\u003E field and written to a new Kafka topic called \u003Ccode\u003Eflagged_stock_trades\u003C/code\u003E. You could later route this to a separate Iceberg table, alerting system, or ML pipeline.\u003C/p\u003E\n","\u003Ch3\u003ECreate the Anomaly Detection Flink Job\u003C/h3\u003E\n","\u003Ch4\u003E1. Open Flink SQL in Confluent Cloud\u003C/h4\u003E\n\u003Cul\u003E\u003Cli\u003EIn your Confluent Cloud console, navigate to your cloud environment.\u003C/li\u003E\u003Cli\u003EIn the left-hand menu, click \u003Cstrong\u003EFlink\u003C/strong\u003E.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image40.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EClick \u003Cstrong\u003E+ Add compute pool\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EOn the next screen, choose \u003Cstrong\u003EAWS\u003C/strong\u003E as the cloud provider, and choose \u003Ccode\u003Eus-east-1\u003C/code\u003E as the region. Then click \u003Cstrong\u003EContinue.\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EFinally, click \u003Cstrong\u003ECreate\u003C/strong\u003E.\u003C/li\u003E\u003Cli\u003EOnce the compute pool is created, click \u003Cstrong\u003EOpen SQL workspace\u003C/strong\u003E.\u003C/li\u003E\u003C/ul\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003EDefine a Cleaned and Flagged Version of \u003Ccode\u003Estock_trades\u003C/code\u003E\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003EPaste the following SQL into the editor. This will read from the \u003Ccode\u003Esample_data_stock_trades\u003C/code\u003E topic, apply simple anomaly rules, and write the results to a new topic.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ECREATE TABLE flagged_stock_trades\nAS SELECT\n  side,\n  quantity,\n  symbol,\n  price,\n  account,\n  userid,\n  CASE\n    WHEN price < 0 THEN 'NEGATIVE_PRICE'\n    WHEN quantity > 4000 THEN 'LARGE_TRADE'\n    WHEN price > 900 THEN 'UNUSUAL_PRICE'\n    ELSE 'NORMAL'\n  END AS anomaly_flag\nFROM sample_data_stock_trades;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image45.png\" alt=\"\"\u003E\u003C/p\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003ELaunch the Flink Job\u003C/li\u003E\u003C/ol\u003E\n\u003Cul\u003E\u003Cli\u003EClick \u003Cstrong\u003ERun\u003C/strong\u003E to execute the job.\u003C/li\u003E\u003Cli\u003EOnce deployed, it will continuously process new \u003Ccode\u003Estock_trades\u003C/code\u003E events and write flagged records to \u003Ccode\u003Eflagged_stock_trades\u003C/code\u003E.\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch4\u003E4. Inspect the Flagged Trade Messages\u003C/h4\u003E\n","\u003Cp\u003EOnce your Flink job is running, you can verify that it’s working by looking at the \u003Ccode\u003Eflagged_stock_trades\u003C/code\u003E topic and checking for the \u003Ccode\u003Eanomaly_flag\u003C/code\u003E field in the messages or by creating and running another Flink job with the SQL below.\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT * FROM flagged_stock_trades;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EYou should see live messages coming through that look something like this:\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image32.png\" alt=\"\"\u003E\u003C/p\u003E\n","\u003Cp\u003E\u003Cstrong\u003ETip: Filter by Anomaly\u003C/strong\u003E\u003C/p\u003E\n","\u003Cp\u003ETo narrow in on only anomalous records, you can modify the Flink SQL to exclude \u003Ccode\u003E"NORMAL"\u003C/code\u003E entries, or filter them later downstream when querying from Iceberg or Snowflake.\u003C/p\u003E\n","\u003Ch4\u003E5. (Optional) Enable Tableflow on \u003Ccode\u003Eflagged_stock_trades\u003C/code\u003E\u003C/h4\u003E\n","\u003Cp\u003EYou can repeat the same Tableflow steps you followed earlier to sync \u003Ccode\u003Eflagged_stock_trades\u003C/code\u003E into your Iceberg tables and expose it to Snowflake.\u003C/p\u003E\n","\u003Ch3\u003EWhy This Matters\u003C/h3\u003E\n","\u003Cp\u003EBy adding a lightweight Flink layer, you can inspect, clean, or augment your data \u003Cem\u003Ein motion\u003C/em\u003E, before it ever hits storage or analytics layers. This pattern is useful for:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003EPre-processing for machine learning\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EReal-time monitoring and alerting\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EReducing noise or garbage in your data lake\u003C/strong\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EWhile this was a simple rule-based example, Flink also supports more sophisticated anomaly detection techniques such as applying ML models or calculating dynamic thresholds using moving averages over time windows. All of this can be expressed declaratively in Flink SQL.\u003C/p\u003E\n","\u003Cp\u003EThis optional step shows how real-time intelligence fits naturally into a streaming lakehouse architecture with no batch jobs, no glue code, and no waiting.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EConclusion and Resources\u003C/h2\u003E\n","\u003Cp\u003EYou’ve now built a complete real-time data pipeline, from ingestion to insight, using Confluent Cloud, Tableflow, Apache Flink, and Snowflake.\u003C/p\u003E\n","\u003Cp\u003EAlong the way, you:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ESet up a Kafka-based streaming architecture with simulated user and stock trade data.\u003C/li\u003E\u003Cli\u003EMaterialized Kafka topics directly into Iceberg tables using Tableflow.\u003C/li\u003E\u003Cli\u003EQueried fresh, continuously updated data from Snowflake’s Open Data Catalog.\u003C/li\u003E\u003Cli\u003E(Optionally) Enriched and flagged anomalies in-flight using Flink SQL.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EThis architecture is modular, cloud-native, and scalable giving you a flexible foundation for powering analytics, AI, and operational decision-making in real time.\u003C/p\u003E\n","\u003Ch3\u003ERelated Resources\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Ca href=\"https://docs.confluent.io/cloud/current/topics/tableflow/overview.html\"\u003ETableflow in Confluent Cloud\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.confluent.io/cloud/current/flink/overview.html\"\u003EStream Processing with Confluent Cloud for Apache Flink\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.confluent.io/cloud/current/ai/overview.html\"\u003EBuild AI with Flink SQL and Confluent Cloud for Apache Flink\u003C/a\u003E\u003C/li\u003E\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/tables-iceberg\"\u003EApache Iceberg tables\u003C/a\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch2\u003ECleanup\u003C/h2\u003E\n","\u003Cp\u003EOnce you’ve completed the lab (or if you’re done experimenting), it’s a good idea to clean up the cloud resources to avoid incurring unnecessary costs and to keep your environment tidy.\u003C/p\u003E\n","\u003Ch3\u003ESnowflake Cleanup\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003E\u003Cstrong\u003ERemove the Iceberg Table(s)\u003C/strong\u003E\u003Cbr\u003E\nIn your Snowflake SQL Worksheet, drop any Iceberg tables you created:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode\u003EDROP TABLE IF EXISTS snowflake_stock_trades;\nDROP TABLE IF EXISTS flagged_stock_trades;\n\u003C/code\u003E\u003C/pre\u003E\n\u003Col\u003E\u003Cli\u003E\u003Cstrong\u003ERemove the Catalog Integration\u003C/strong\u003E\u003Cbr\u003E\nRemove the integration between Snowflake and the Open Data Catalog:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode\u003EDROP CATALOG INTEGRATION IF EXISTS my_snowflake_open_catalog_int;\n\u003C/code\u003E\u003C/pre\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003E\u003Cstrong\u003ERemove External Volume\u003C/strong\u003E\u003Cbr\u003E\nDelete the external volume referencing your S3 bucket:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode\u003EDROP EXTERNAL VOLUME IF EXISTS iceberg_external_volume;\n\u003C/code\u003E\u003C/pre\u003E\n\u003Col start=\"3\"\u003E\u003Cli\u003E\u003Cstrong\u003EDelete Catalog Roles and Catalog\u003C/strong\u003E\u003Cbr\u003E\nIn the Snowflake Open Data Catalog interface:\n\u003Cul\u003E\u003Cli\u003EGo to \u003Cstrong\u003ECatalogs > your catalog > Roles\u003C/strong\u003E and delete any catalog roles you created.\u003C/li\u003E\u003Cli\u003EReturn to the \u003Cstrong\u003ECatalogs\u003C/strong\u003E tab and delete the entire catalog (e.g., \u003Ccode\u003Emy-snowflake-catalog\u003C/code\u003E).\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EDelete Connection and Principal Role\u003C/strong\u003E\u003Cbr\u003E\nIn the \u003Cstrong\u003EConnections\u003C/strong\u003E tab:\n\u003Cul\u003E\u003Cli\u003EDelete the connection (\u003Ccode\u003Emy-service-connection\u003C/code\u003E).\u003C/li\u003E\u003Cli\u003EDelete the associated principal role.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EConfluent Cloud Cleanup\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EDelete Tableflow Syncs\u003C/strong\u003E\u003Cbr\u003E\nGo to the \u003Cstrong\u003ETopics\u003C/strong\u003E section, select each topic with Tableflow enabled, and disable or delete the Tableflow sync.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EDelete Kafka Topics\u003C/strong\u003E\u003Cbr\u003E\nDelete the \u003Ccode\u003Esample_data_users\u003C/code\u003E, \u003Ccode\u003Esample_data_stock_trades\u003C/code\u003E, and \u003Ccode\u003Eflagged_stock_trades\u003C/code\u003E topics.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EDelete Connectors\u003C/strong\u003E\u003Cbr\u003E\nGo to the \u003Cstrong\u003EConnectors\u003C/strong\u003E tab and delete both Datagen connectors you created.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EDelete Flink SQL Statements\u003C/strong\u003E\u003Cbr\u003E\nNavigate to the \u003Cstrong\u003EFlink SQL\u003C/strong\u003E section and delete the statement that was used for anomaly detection.\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EDelete the Kafka Cluster and Environment\u003C/strong\u003E (optional)\u003Cbr\u003E\nIf you don’t plan to reuse the cluster or environment:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EGo to the \u003Cstrong\u003ECluster Settings\u003C/strong\u003E and delete your Kafka cluster.\u003C/li\u003E\u003Cli\u003ENavigate back to \u003Cstrong\u003EEnvironments\u003C/strong\u003E and delete the environment you created.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EAWS Cleanup\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003EDelete the S3 Bucket\u003C/strong\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EGo to the \u003Cstrong\u003EAmazon S3 Console\u003C/strong\u003E, find the bucket you created (\u003Ccode\u003Etableflow-bucket-<<account-id>>\u003C/code\u003E), and delete it. Be sure to empty the bucket first if required.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003E\u003Cstrong\u003ERemove IAM Role and Policy\u003C/strong\u003E\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ENavigate to the \u003Cstrong\u003EIAM Console\u003C/strong\u003E, locate the \u003Ccode\u003Equickstart-tableflow-assume-role\u003C/code\u003E, and delete it.\u003C/li\u003E\u003Cli\u003EAlso delete the custom IAM policy (\u003Ccode\u003Etableflow-s3-access-policy\u003C/code\u003E) if it was created for this demo.\u003C/li\u003E\u003C/ul\u003E\n\u003C/li\u003E\u003C/ol\u003E"],"description":"","title":"Stream Kafka Data to Snowflake via Confluent Tableflow and Iceberg",":type":"snowflake-site/components/contentfragment","isDeveloperGuidesPage":false,":items":{},":itemsOrder":[],"elements":{"quickstartArticleBody":{"dataType":"string","value":"## Overview\r\n\r\n\r\nIn this quickstart, you’ll build a real-time data pipeline that connects Apache Kafka with Snowflake, without writing a single custom connector or ETL job. Using Confluent Cloud, Kafka, and Tableflow, you’ll stream simulated data into Kafka topics, automatically materialize that data into Apache Iceberg tables on Amazon S3, and expose those tables directly to Snowflake’s Open Data Catalog.\r\n\r\nImagine you're building a modern trading platform or a customer-facing analytics dashboard. You're capturing user activity and stock trades as they happen, and you want your data teams and downstream systems to react in near real-time, whether it's for fraud detection, personalized recommendations, or operational intelligence.\r\n\r\nTraditionally, this would require stitching together multiple systems: Kafka for ingestion, Spark or Flink for transformation, cloud storage for persistence, and finally Snowflake for analytics, plus a ton of glue code and scheduling overhead.\r\n\r\nThis quickstart shows how to streamline that entire process:\r\n\r\n* **Kafka** ingests and transports the data in real time.  \r\n* **Tableflow** continuously materializes that data into Iceberg tables on **Amazon S3**.  \r\n* **Snowflake Open Catalog** connects directly to those tables, giving analysts and apps live access to fresh data using simple SQL.\r\n\r\nThis architecture supports use cases like:\r\n\r\n* **Real-time dashboards** for trading activity or user behavior  \r\n* **Feeding machine learning pipelines** with live, structured data  \r\n* **Streaming feature stores** for AI/ML applications\r\n\r\n### Technologies at a Glance\r\n\r\n#### Apache Kafka \r\n\r\nKafka is a distributed event streaming platform used to capture and route real-time data. In this lab, Kafka will act as the backbone for ingesting live event streams like user registrations and stock trades.\r\n\r\n#### Confluent Cloud\r\n\r\nConfluent is a fully managed data streaming platform built on Apache Kafka. It handles the heavy lifting of provisioning, scaling, and securing Kafka in the cloud so you can focus on your data flow, not the infrastructure.\r\n\r\n#### Tableflow\r\n\r\nTableflow is a new Confluent-native service that simplifies getting data out of Kafka and into data lake and warehouse formats. It automatically handles schema evolution, file compaction, and catalog registration bridging the world of real-time streaming and batch analytics. Think of it as the glue between Kafka and your Iceberg or Delta Lake tables.\r\n\r\n#### Apache Iceberg\r\n\r\nIceberg is an open table format designed for large-scale analytic datasets. It brings reliability and performance to data lakes with features like ACID transactions, schema evolution, and partitioning, making it easy to work with both streaming and batch data as if it were a traditional database table.\r\n\r\n### Assumptions and Prerequisites\r\n\r\nBefore you begin, make sure you have the following:\r\n\r\n- [**Confluent Cloud Account**](https://www.confluent.io/get-started): You’ve created (or have access to) a Confluent Cloud account where you can provision Kafka clusters and use Tableflow.  \r\n- [**AWS Account with S3 Access**](https://docs.aws.amazon.com/AmazonS3/latest/userguide/create-bucket-overview.html): You can create or access an Amazon S3 bucket and configure IAM roles and policies.  \r\n- [**Snowflake Account with OrgAdmin Permissions**](https://app.snowflake.com/): You have a Snowflake account with **Organization Administrator** privileges, required to create an Open Data Catalog and configure external integrations.\r\n\r\n### What You’ll Learn in the Lab\r\n\r\n* How to set up Apache Kafka and streaming data pipelines in Confluent Cloud.  \r\n* How to generate synthetic data using Datagen connectors.  \r\n* How to use Tableflow to write Kafka topics to Apache Iceberg tables stored in Amazon S3.  \r\n* How to configure secure access between AWS, Confluent, and Snowflake using IAM roles and trust policies.  \r\n* How to expose Iceberg tables in Snowflake’s Open Data Catalog and run live queries on continuously updated data.\r\n\r\n### What You'll Build\r\n\r\nBy the end of this quickstart, you’ll have:\r\n\r\n* A fully functional **Confluent Cloud** environment with Kafka topics for user and stock trading events.  \r\n* Real-time **Datagen** connectors simulating events into Kafka.  \r\n* A **Tableflow pipeline** writing those topics as Iceberg tables into S3.  \r\n* A **Snowflake Open Catalog** integration that makes those Iceberg tables queryable with standard SQL.\r\n\r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Create an environment and Kafka cluster within your Confluent Cloud Account\r\n\r\nIn Confluent Cloud, we need to create a Kafka cluster to run our Tableflow examples. This Kakfa cluster will be automatically sized and provisioned with a few clicks. This will allow us to stream our datasets for further work with Tableflow. \r\n\r\nIn order to create a Kafka cluster, we need to first create an environment which will house all of the cloud resources we will create in this quickstart guide.\r\n\r\n* Access the Environments console by clicking **Environments** left-hand side of the Confluent Cloud menu or by clicking **Environments** under **Your resource overview.**  \r\n  ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image25.png)\r\n\r\n*If you already have an environment created, feel free to skip this section and use your existing environment for the remainder of the quickstart.*\r\n\r\n* From the Environments console, you will see an option to **+ Add cloud environment**. Click this to begin creating a new environment.  \r\n    \r\n  ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image34.png)\r\n    \r\n* Let’s give our environment a name, **SnowflakeTableflowDemo**  \r\n* Leave the default “Essentials” governance package selected and click **Create**. \r\n\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image55.png)\r\n\r\n* You now have a Confluent environment and we can proceed to create our Kafka cluster within the environment.  \r\n* On the next screen, you will be presented with options on which Kakfa cluster to create. Select the Basic option, and click **Begin Configuration**\r\n\r\n**![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image42.png)**\r\n\r\n* On the next screen, choose **AWS** as the cloud provider, and choose `us-east-1` as the region. Then click **Continue.**\r\n\r\n**![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image24.png)**\r\n\r\n* Give your cluster a name, **my-kafka-cluster**, leave the configurations as default and **Launch cluster.**\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image53.png)\r\n\r\n* You will then see a success banner “Cluster created”, and be taken to the Cluster Overview page. We are now ready to get started with Tableflow.\r\n\r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Getting Started with Tableflow\r\n\r\n\r\nTableflow simplifies the traditionally complex process of moving data from Kafka topics to data lakes or warehouses. It allows users to materialize Kafka topics and schemas into Apache Iceberg or Delta Lake tables within a few clicks, leveraging Confluent’s Schema Registry for schema management and evolution. This eliminates manual data mappings and streamlines the data ingestion pipeline. Tableflow also continuously compacts Parquet files for improved read performance and offers integrations with popular catalog services. By unifying streaming and batch processing, Tableflow enables real-time data availability in the data lakehouse and simplifies stream processing jobs.\r\n\r\n### Create Datagen Connectors for Users and Stock_Trades\r\n\r\nTo demonstrate how Tableflow moves data from Kafka into Apache Iceberg tables, we’ll start by generating sample data into our Kafka topics. These data generators simulate user activity and stock trading data, generating example events that Tableflow will use to hydrate the data lake.\r\n\r\nHere is a sample of the user data topic:\r\n\r\n```\r\n{\r\n  \"registertime\": 1491981791331,\r\n  \"userid\": \"User_2\",\r\n  \"regionid\": \"Region_8\",\r\n  \"gender\": \"MALE\"\r\n}\r\n\r\n```\r\n\r\nThe stock_trades topic will look like this:\r\n\r\n```\r\n{\r\n  \"side\": \"BUY\",\r\n  \"quantity\": 1934,\r\n  \"symbol\": \"ZBZX\",\r\n  \"price\": 974,\r\n  \"account\": \"XYZ789\",\r\n  \"userid\": \"User_9\"\r\n}\r\n```\r\n\r\nIn this quickstart, we will write the sample data to both the users and stock_trade topic in order to demonstrate how Tableflow works, write to Amazon S3 and reference these tables in Snowflake’s Open Data Catalog. \r\n\r\nLet’s get started.\r\n\r\n---\r\n\r\n- From the Confluent Cloud console, navigate to your environment either via the left-hand side portal or in the middle of the page under **Your resource overview.**  \r\n- Find the environment you created and select it from the list of Environments  \r\n    \r\n- You should now see your **Environment Overview** screen that shows your Kafka Cluster. **Click into your Kafka cluster.**\r\n\r\n- On the Cluster Overview screen, you will see Connectors on the left hand screen. Click on Connectors and then search for **Datagen Source** or click the datagen source, it is usually one of the first connectors on the page.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image29.png)\r\n\r\n- Choose the `Users` Sample Data.   \r\n- Click **Launch**  \r\n- This will start a **Datagen Source** Kafka connector that writes User data to a Kafka topic called `sample_data_users`. \r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image27.png)\r\n\r\n- You will then see the connector you created from the Connector Screen, transitioning from Provisioning state to Running. \r\n\r\n- Repeat this process to create another Datagen Source using the **Stock Trades** sample dataset. Once you have a connector, you should see the option to + **Add Connector** at the top right. Use this button to create a new datagen connector. \r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image19.png)\r\n\r\n- Use the **Stock trades** dataset this time. Click **Launch.**\r\n\r\n  **![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image38.png)**\r\n\r\n- Once finished, you should have two Datagen sources, **sample_data** and **sample_data_1** in running state on the Connectors screen.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image23.png)\r\n\r\n- Verify that the subsequent Kafka topics have been created by navigating to the **Topics** menu on the left-hand navigation bar. You should see one topic called `sample_data_users`, and another called `sample_data_stock_trades`, each with 6 partitions.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image37.png)\r\n\r\n- We are now in position to start configuring our Tableflow sync process into our Data Lake. \r\n\r\n### Configure your Amazon S3 Bucket and Provider Integration\r\n\r\nOnce you have your Kafka topics created, you can now get started with Tableflow to sync your data from your Kafka topics into Snowflake Data Cloud.\r\n\r\nBut first, we need an Amazon S3 Bucket to write our Apache Iceberg data to. \r\n\r\n1. If you already have an Amazon S3 bucket, feel free to skip to the next section  \r\n2. In a new tab, navigate to the Amazon S3 console or click [here](https://us-east-1.console.aws.amazon.com/s3/home?region=us-east-1#)  \r\n3. Click on **Create Bucket** on the top right.  \r\n   ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image9.png)\r\n4. Leave everything default and give your bucket a name. The name of the bucket must be unique so let’s name it **`tableflow-bucket-\u003C\u003CAccount-ID\u003E\u003E`**, using your account ID which can be retrieved from the dropdown at the top right of the screen.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image59.png)\r\n\r\n- Leave the rest of the options as default, scroll down and click **Create Bucket**. \r\n\r\n### Configure Storage Provider\r\n\r\n1. Back on Confluent Cloud, navigate to the **Tableflow** page by clicking on Tableflow on the left-hand side of the menu bar within your Confluent Environment.  \r\n2. In the center of the page, you’ll see an option to configure a Storage Connection. Click on **Go to Provider Integrations** in order to configure the connection to Amazon S3.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image60.png)\r\n\r\n3. From Provider Integrations, click on  **+ Add Integration.**   \r\n4. You can either create or use an existing role. For the sake of this example, we will create a **new role**. Click **Continue.**  \r\n5. On the **Create Permission Policy in AWS** page, select **Tableflow S3 Bucket** in the dropdown.  \r\n6. You will need to copy this permissions-policy.json for use in the next step\r\n\r\n### Create a new permissions policy on AWS\r\n\r\nWe need to create a permissions policy for Amazon S3 Access. In this section, we will create a permissions policy to be later used with an AWS Identity Access Management (IAM) Role.\r\n\r\n1. In a new tab, open your Amazon Web Services (AWS) account and navigate to IAM Policies or [click this link](https://us-east-1.console.aws.amazon.com/iam/home?region=us-east-1#/policies).  \r\n2. Click **Create Policy**  \r\n   ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image22.png)\r\n3. From the Create Policy screen, **switch to the JSON editor**  \r\n4. Copy the permissions-policy.json from the Confluent Provider Create Wizard into your policy editor on AWS. Ensure to replace the values for the Amazon S3 bucket we created above (**tableflow-bucket-\u003C\u003Caccount-number\u003E\u003E)**.\r\n\r\nExample: \r\n\r\n```\r\n{\r\n    \"Version\": \"2012-10-17\",\r\n    \"Statement\": [\r\n        {\r\n            \"Effect\": \"Allow\",\r\n            \"Action\": [\r\n                \"s3:GetBucketLocation\",\r\n                \"s3:ListBucketMultipartUploads\",\r\n                \"s3:ListBucket\"\r\n            ],\r\n            \"Resource\": [\r\n                \"arn:aws:s3:::tableflow-bucket-123456789101\"\r\n            ]\r\n        },\r\n        {\r\n            \"Effect\": \"Allow\",\r\n            \"Action\": [\r\n                \"s3:PutObject\",\r\n                \"s3:PutObjectTagging\",\r\n                \"s3:GetObject\",\r\n                \"s3:DeleteObject\",\r\n                \"s3:AbortMultipartUpload\",\r\n                \"s3:ListMultipartUploadParts\"\r\n            ],\r\n            \"Resource\": [\r\n                \"arn:aws:s3:::tableflow-bucket-123456789101/*\"\r\n            ]\r\n        }\r\n    ]\r\n}\r\n\r\n\r\n```\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image15.png)\r\n\r\n5. Click **Next**  \r\n6. Give the policy the name `tableflow-s3-access-policy` and click **Create Policy**.\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image14.png)\r\n7. Once the policy has been created, you can click **Continue** on Confluent Cloud.  \r\n8. The next page, **Create role in AWS and map to Confluent** will present a **trust-policy.json** that we will leverage for the next section of these instructions. Copy this down for later use.\r\n\r\n### Create role in AWS and map to Confluent\r\n\r\n1. Next, we are going to create a role in AWS that will leverage the policy we just created, plus a `trust-policy.json` to allow Confluent to assume this role.   \r\n2. Click [here](https://us-east-1.console.aws.amazon.com/iam/home#/roles) or navigate to the **Roles** sub-menu under the IAM service on AWS\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image5.png)\r\n\r\n3. Once on the Roles sub-menu, on the top right of the screen, click **Create role** in order to begin creating the role for Tableflow to assume.  \r\n   ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image30.png)\r\n     \r\n4. Select **Custom Trust Policy** and paste in the **trust-policy.json** from Confluent. \r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image7.png)\r\n\r\n5. Scroll down and click **Next**  \r\n6. In the next page, Add Permissions, search for the policy you created in the previous step, named `tableflow-s3-access-policy` and attach it to the role. Click `Next`.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image49.png)\r\n\r\n7. Give the role a name, `quickstart-tableflow-assume-role`, scroll down and click **Create Role**  \r\n8. Once the role is created,you should see a green banner at the top of the console stating that the role was created. Click **View Role** to see the role details.\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image10.png)\r\n\r\n9. Copy the AWS ARN of the role and paste it in the Mapping component on the Provider Integration wizard on Confluent Cloud  \r\n10. Give the Provider integration the name s3-provider-integration and click **Continue**.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image57.png)\r\n\r\n11. You will now copy the updated Trust Policy from Confluent which contains the Confluent External ID and role. Copy the `trust-policy.json` from Confluent to your clipboard.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image20.png)\r\n\r\n12. Navigate back to your Role on AWS and switch to the **Trust Relationships** tab  \r\n13. Click **Edit Trust Policy** \r\n\r\n**![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image16.png)**\r\n\r\n14. Paste in the updated Trust Policy from Confluent Cloud and **update policy**.  \r\n15. Navigate back to Confluent Cloud and click Continue on Confluent Cloud once the role trust policy has been updated. You have now successfully created a Provider Integration.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image33.png)\r\n\r\n\r\n### Enable Tableflow on Users and Stock Trades Topics\r\n\r\nReturn to the Topics Confluent menu (Environments \u003E Your Environment \u003E Your Kafka Cluster \u003E Topics). We can now enable Tableflow from this menu.\r\n\r\n- Find the `sample_data_stock_trades` topic in the list of topics.  \r\n- On the right-hand side of the topic table, you will see the option to **Enable Tableflow** for the `sample_data_stock_trades` topic. Select **Enable Tableflow.**  \r\n  ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image51.png)\r\n- You will be presented with two options: Configure Custom Storage or Use Confluent Storage. **Choose Configure custom storage.**  \r\n- In the next menu, you will be able to choose the Provider Integration we created in the previous section. You can identify it by either the name of the provider integration or the IAM Role you created.  \r\n- Provide the AWS S3 bucket name (`tableflow-bucket-\u003C\u003Caccount-id\u003E\u003E`)\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image47.png)\r\n\r\n- In the next screen, review the details and then click **Launch.**  \r\n- You will now see *Tableflow sync pending* at the top of your topic information. This should transition to the *Syncing* status shortly.\r\n\r\n- Repeat this process for the `sample_data_users` topic, navigating back to the Topics menu, clicking on Enable Tableflow, and provide the same provider integration and Amazon S3 Bucket. Finally, click **Launch.**\r\n\r\n- Once you have done this for both topics, your Topic list should look like this:\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image35.png)\r\n    \r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Create an Open Catalog Account on Snowflake\r\n\r\nIf you do not already have Open Catalog Account set up on Snowflake, you can create one from the Snowflake homepage:\r\n\r\n1. Open the Snowflake main screen by visiting [https://app.snowflake.com/](https://app.snowflake.com/), which should redirect you to your organization’s Snowflake account.  \r\n2. If you have the ORGADMIN permissions, you should see an option on the left-hand menu called `Admin`. Under the `Admin` menu, you should see an option for `Accounts`.   \r\n3. Click on `Accounts` and look to the top-right side of the screen where you will see a blue Accounts action button. Select the arrow pointing down to expose the `Create Snowflake Open Catalog Account` option.  \r\n   ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image54.png)\r\n4. Go through the create wizard to create the Open Catalog account, and log in.\r\n\r\n### Set up Open Catalog Connection on Snowflake\r\n\r\n1. When you first log in to the Snowflake Open Catalog account, you should see a screen that looks like this:\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image17.png)\r\n\r\nFrom here, we will create a Connection:\r\n\r\n2. On the left-hand menu, click on Connections \u003E + Connection (on top right side of screen).  \r\n   1. Name: `my-service-connection`  \r\n   2. Query Engine: \u003C leave blank\u003E  \r\n   3. Check the option to `Create new principal role`  \r\n   4. Give the principal role a name and click `Create`\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image8.png)\r\n  \r\n\r\n3. After clicking `Create`, you will see your `Client ID` and `Client Secret` presented on screen. Make sure to copy these down as they will be required later for setting up the External Catalog Integration on Confluent Cloud and Snowflake.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image1.png)\r\n\r\nOnce you created the connection and principal role, you are now ready to create your Open   \r\nData Catalog in Snowflake. \r\n\r\n4. Navigate to the Catalogs menu on the left hand side of the Snowflake Open Catalog menu and Click on the `+ Catalog` wizard.   \r\n5. You will now enter the details of your new Open Data Catalog:  \r\n   1. **Name**: `my-snowflake-catalog`  \r\n   2. **IMPORTANT:** Check the box which says `External`  \r\n   3. **Storage Provider**: S3  \r\n   4. **Default Base Location:** `s3://tableflow-bucket-\u003C\u003Caccount-id\u003E\u003E`  \r\n   5. **Additional Locations:** \u003C Leave Blank \u003E  \r\n   6. **S3 Role Arn**: The ARN of the S3 Role you created earlier (`arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/quickstart-tableflow-assume-role`)  \r\n   7. **External ID: `snowflake-external-id`**\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image39.png)\r\n\r\n6. Click **Create**  \r\n7. Note down the external ID assigned to the newly created catalog.  \r\n8. In the Catalog page, you’ll see a tab called Roles. Create a Catalog role by clicking the button  **+ Catalog Role**. \r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image58.png)\r\n\r\n9. Give the role a name (`my_role`) and Select **CATALOG_MANAGE_CONTENT** under Privileges.  \r\n10. Click **Create**.  \r\n    ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image28.png)\r\n11. From here, we need to assign this role to a principal role. Click on the button **Grant to Principal Role** at the top right and select the catalog role you just created under **Catalog role to grant** and the principal role you created in the Connection Creation phase above for **Principal role to receive grant.** \r\n\r\n**![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image61.png)**\r\n\r\n12. Click **Grant.** \r\n\r\n ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image44.png)\r\n\r\n### Modify Role and Trust Policy for Snowflake\r\n\r\nNow that we’ve created the Open Data Catalog, we can allow Snowflake access to the storage provider (Amazon S3) through a trust policy.\r\n\r\n1. Find the role you provided in the previous section (**S3 Role ARN)** in the AWS Management Console by searching for IAM in the top search bar.  \r\n2. From the IAM Dashboard, you can click on the left hand side under Access Management \u003E Roles to open the Roles menu.  \r\n3. From here, we can search for the role you previously created (`quickstart-tableflow-assume-role`)  \r\n4. Click on the role name and find the tab in the middle of the page which reads **Trust Relationships.** This is where you will add the trust policy for Snowflake.  \r\n5. Click **Edit trust policy** and add the following to your **Statement** section within the brackets:\r\n\r\n```\r\n        ,{\r\n            \"Sid\": \"\",\r\n            \"Effect\": \"Allow\",\r\n            \"Principal\": {\r\n                \"AWS\": \"\u003C\u003C Get this value from your snowflake catalog under IAM user arn \u003E\u003E\"\r\n            },\r\n            \"Action\": \"sts:AssumeRole\",\r\n            \"Condition\": {\r\n                \"StringEquals\": {\r\n                    \"sts:ExternalId\": \"\u003C\u003C external ID from snowflake catalog \u003E\u003E\"\r\n                }\r\n            }\r\n        }\r\n\r\n```\r\n\r\n6. You will need to replace the values for `AWS` and `sts:ExternalId`. These can be found in your snowflake Catalog Details section.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image18.png)\r\n\r\n7. Click **Update Policy** to save it.  \r\n8. Your updated AWS Role Trust Policy should look like this:\r\n\r\n```\r\n{\r\n  \"Version\": \"2012-10-17\",\r\n  \"Statement\": [\r\n    {\r\n      \"Effect\": \"Allow\",\r\n      \"Principal\": {\r\n        // from Confluent\r\n        \"AWS\": \"arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/\u003C\u003Crole-id\u003E\u003E\"\r\n      },\r\n      \"Action\": \"sts:AssumeRole\",\r\n      \"Condition\": {\r\n        \"StringEquals\": {\r\n          // from Confluent\r\n          \"sts:ExternalId\": \"\u003C\u003Cexternal-id\u003E\u003E\"\r\n        }\r\n      }\r\n    },\r\n    {\r\n      \"Effect\": \"Allow\",\r\n      \"Principal\": {\r\n        // from Confluent\r\n        \"AWS\": \"arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/\u003C\u003Crole-id\u003E\u003E\"\r\n      },\r\n      \"Action\": \"sts:TagSession\"\r\n    },\r\n    {\r\n            \"Sid\": \"\",\r\n            \"Effect\": \"Allow\",\r\n            \"Principal\": {\r\n       // from Snowflake\r\n                \"AWS\": \"arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/\u003C\u003Crole-id\u003E\u003E\"\r\n\r\n            },\r\n            \"Action\": \"sts:AssumeRole\",\r\n            \"Condition\": {\r\n                \"StringEquals\": {\r\n      // from Snowflake\r\n                    \"sts:ExternalId\": \"snowflake-external-id\"\r\n                }\r\n            }\r\n        }\r\n  ]\r\n}\r\n\r\n```\r\n\r\nYou are now ready to add your External Provider to Tableflow.\r\n\r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Add Snowflake as External Provider to Tableflow\r\n\r\n- Navigate back to your Tableflow console on Confluent Cloud  \r\n- On the bottom of the page, you will see the External Catalog Integration. Within this sub-menu, click **+ Add Integration**. \r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image11.png)\r\n\r\n- On the next page, select Snowflake Open Catalog as your integration type  \r\n- In the name column, type `my-polaris-catalog-integration`\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image26.png)\r\n\r\n- Click **Continue.**  \r\n- Click **Continue** again.  \r\n- On the launch page, we will provide the following information:  \r\n  - **Snowflake Open Catalog URL**: `https://\u003ClocatorID\u003E.\u003Cregion\u003E.snowflakecomputing.com`  \r\n    - You can retrieve the locatorID from your open catalog URL bar. It will be the ID after the domain name/region like so:  \r\n    - [https://app.snowflake.com/us-east-1/](https://app.snowflake.com/us-east-1/)\u003CLOCATOR ID\u003E/#/  \r\n  - **Warehouse name:** my-snowflake-catalog  \r\n  - **Client ID:** Retrieve this from the Client Connection credentials you generated in step two of Set Up Open Catalog Connection on Snowflake   \r\n  - **Client secret:** Retrieve this from the Client Connection credentials you generated in step two of Set Up Open Catalog Connection on Snowflake   \r\n  - **Allowed scope:** `PRINCIPAL_ROLE:my-snowflake-principal-role`\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image43.png)\r\n\r\n- **Click continue** and then **click launch.**\r\n\r\nAfter a few moments, you should see the External Catalog integration you have just set up transitioning from Pending to Connected.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image50.png)\r\n\r\n- Navigate back to the Snowflake Open Data Catalog  \r\n- Under the Catalogs sub-menu, click on your catalog name (`my-snowflake-catalog`)  \r\n- You should see the Kafka cluster ID appear here  \r\n- Under the Kafka cluster ID, you will see the tables you enabled Tableflow on successfully materialized in Snowflake.  \r\n- You should also see the topics materialized under your cluster ID\r\n\r\n## ![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image52.png)\r\n\r\n\u003C!-- ------------------------ --\u003E\r\n## Query Iceberg Tables via Snowflake\r\n\r\n\r\nNow that we’ve got our Snowflake Open Catalog set up receiving data from our Kafka topics, we can now see the full end-to-end integration by referencing our Snowflake Open Catalog within our Snowflake environment.\r\n\r\n- Start by navigating back to your Snowflake environment. You can click [this link](https://app.snowflake.com/) in order to open your Snowsight UI.  \r\n- Create a new SQL Worksheet by clicking **+ Create** at the top left hand corner, and select **SQL Worksheet**\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image31.png)\r\n\r\n- This will open up a new SQL Worksheet named the current date and time. Feel free to rename this as `Open Data Catalog Setup` by clicking the three dots ⠇to the right of the worksheet tab.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image46.png)\r\n\r\n### Create an External Volume\r\n\r\n- Ensure you have `AccountAdmin` Privileges granted to your account in order to create an external volume\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image2.png)\r\n\r\n- We will now create an external volume referencing our Amazon S3 bucket. Enter the following SQL statement, replacing the Amazon S3 bucket with the one you created earlier (`s3://tableflow-bucket-\u003C\u003Caccount-id\u003E\u003E`), the IAM role you created earlier (`arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/quickstart-tableflow-assume-role`), and leave the rest.\r\n\r\n\r\n```\r\nCREATE OR REPLACE EXTERNAL VOLUME iceberg_external_volume\r\n   STORAGE_LOCATIONS =\r\n      (\r\n         (\r\n            NAME = 'my-iceberg-external-volume'\r\n            STORAGE_PROVIDER = 'S3'\r\n            STORAGE_BASE_URL = 's3://tableflow-bucket-\u003C\u003Caccount-id\u003E\u003E'\r\n            STORAGE_AWS_ROLE_ARN = 'arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/quickstart-tableflow-assume-role'\r\n            STORAGE_AWS_EXTERNAL_ID = 'snowflake-external-id'\r\n         )\r\n      );\r\n```\r\n\r\n- Execute this statement by highlighting the text and clicking the Play button  ▶️ to the top-right.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image36.png)\r\n\r\n- You will see the success message appear at the bottom of the page, showing that the external volume was successfully created.\r\n\r\n- We need to get the `STORAGE_AWS_IAM_USER_ARN` to provide to our IAM Role trust policy. We can do so by running a describe query on the external volume we just created.\r\n\r\n```\r\nDESC EXTERNAL VOLUME iceberg_external_volume;\r\n```\r\n\r\n- Run this command like we did with the first command by highlighting the text and clicking on the Play button  ▶️to the top right.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image6.gif)\r\n\r\n- The output of this command will appear at the bottom of the page. Under the results for `STORAGE_LOCATIONS` there will be a `property_value`, click this value to see the results on the right hand side.  \r\n- From the value of the `property_value` column, copy the value of `STORAGE_AWS_IAM_USER_ARN` which should look like an IAM ARN\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image21.png)\r\n\r\n### Update Trust Policy for Snowflake\r\n\r\n- Let’s now navigate back to our AWS IAM Role that we created previously (**quickstart-tableflow-assume-role**) and update the trust policy again:  \r\n  - Navigate back to your Role on AWS and switch to the **Trust Relationships** tab  \r\n  - Click **Edit Trust Policy** \r\n\r\n**![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image16.png)**\r\n\r\n- We will again be adding another entry to our trust policy under the Statement block that will look like this:\r\n\r\n```\r\n    {\r\n      \"Sid\": \"\",\r\n      \"Effect\": \"Allow\",\r\n      \"Principal\": {\r\n        \"AWS\": \"\u003C\u003CSTORAGE_AWS_IAM_USER_ARN\u003E\u003E\"\r\n      },\r\n      \"Action\": \"sts:AssumeRole\",\r\n      \"Condition\": {\r\n        \"StringEquals\": {\r\n          \"sts:ExternalId\": \"snowflake-external-id\"\r\n        }\r\n      }\r\n\r\n```\r\n\r\n- Under the AWS key, paste your `STORAGE_AWS_IAM_USER_ARN`  \r\n- Keep the external ID as `snowflake-external-id` as that’s the external ID we created in the external volume\r\n\r\n- Once you add the extra trust policy, your full trust policy should look like this:\r\n\r\n```\r\n        \r\n{\r\n  \"Version\": \"2012-10-17\",\r\n  \"Statement\": [\r\n    {\r\n      \"Effect\": \"Allow\",\r\n      \"Principal\": {\r\n        // from Confluent\r\n        \"AWS\": \"arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/\u003C\u003Crole-id\u003E\u003E\"\r\n      },\r\n      \"Action\": \"sts:AssumeRole\",\r\n      \"Condition\": {\r\n        \"StringEquals\": {\r\n          // from Confluent\r\n          \"sts:ExternalId\": \"\u003C\u003Cexternal-id\u003E\u003E\"\r\n        }\r\n      }\r\n    },\r\n    {\r\n      \"Effect\": \"Allow\",\r\n      \"Principal\": {\r\n        // from Confluent\r\n        \"AWS\": \"arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/\u003C\u003Crole-id\u003E\u003E\"\r\n      },\r\n      \"Action\": \"sts:TagSession\"\r\n    },\r\n    {\r\n            \"Sid\": \"\",\r\n            \"Effect\": \"Allow\",\r\n            \"Principal\": {\r\n       // from Snowflake Open Catalog\r\n                \"AWS\": \"arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/\u003C\u003Crole-id\u003E\u003E\"\r\n\r\n            },\r\n            \"Action\": \"sts:AssumeRole\",\r\n            \"Condition\": {\r\n                \"StringEquals\": {\r\n       // from Snowflake Open Catalog\r\n                    \"sts:ExternalId\": \"snowflake-external-id\"\r\n                }\r\n            }\r\n        },\r\n{\r\n            \"Sid\": \"\",\r\n            \"Effect\": \"Allow\",\r\n            \"Principal\": {\r\n       // from Snowflake \r\n                \"AWS\": \"arn:aws:iam::\u003C\u003Caccount-id\u003E\u003E:role/\u003C\u003Crole-id\u003E\u003E\"\r\n            },\r\n            \"Action\": \"sts:AssumeRole\",\r\n            \"Condition\": {\r\n                \"StringEquals\": {\r\n       // from Snowflake\r\n                    \"sts:ExternalId\": \"snowflake-external-id\"\r\n                }\r\n            }\r\n        }\r\n  ]\r\n}\r\n\r\n```\r\n\r\n- The next step is verifying that we can actually access the external volume via Snowflake. Execute this command:\r\n\r\n```\r\nSELECT SYSTEM$VERIFY_EXTERNAL_VOLUME('iceberg_external_volume');\r\n```\r\n\r\n- When this runs, you should see the keywords “success”:”true” and “PASSED” in the results set. This means the trust policy update took effect.\r\n\r\n### Create Catalog Integration\r\n\r\n- We can now create our catalog integration, to link Snowflake to our Snowflake Open Data Catalog. For this SQL statement you will need to retrieve some information in the placeholders. Start by pasting in this placeholder create statement into your SQL worksheet.\r\n\r\n```\r\nCREATE OR REPLACE CATALOG INTEGRATION my_snowflake_open_catalog_int\r\n  CATALOG_SOURCE = POLARIS\r\n  TABLE_FORMAT = ICEBERG\r\n    CATALOG_NAMESPACE='\u003C\u003C KAFKA CLUSTER ID\u003E\u003E'\r\n  REST_CONFIG = (\r\n     CATALOG_URI ='https://\u003C\u003Corganization-name\u003E\u003E-\u003C\u003Copen-data-catalog-account-name\u003E\u003E.snowflakecomputing.com/polaris/api/catalog'\r\n     WAREHOUSE = 'my-snowflake-catalog'\r\n  )\r\n  REST_AUTHENTICATION = (\r\n     TYPE=OAUTH\r\n    OAUTH_CLIENT_ID='\u003C\u003Cclient-id\u003E\u003E'\r\n    OAUTH_CLIENT_SECRET='\u003C\u003Cclient-secret\u003E\u003E'\r\n     OAUTH_ALLOWED_SCOPES=('PRINCIPAL_ROLE:my-snowflake-principal-role')\r\n  )\r\n  REFRESH_INTERVAL_SECONDS = 60\r\n  ENABLED=true;\r\n\r\n\r\n```\r\n\r\n- The first placeholder, `CATALOG_NAMESPACE` should be your Kafka cluster ID. This can be found by navigating to your Confluent Cloud Kafka cluster and checking the cluster details on the right hand menu. **Copy this value and paste it in the value for CATALOG_NAMESPACE.**\r\n\r\n**![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image4.png)**\r\n\r\n- The next placeholder, `CATALOG_URI` will require your Snowflake Organization name and your open data catalog **account name**. The Snowflake Organization name can be found in your Snowflake homepage by clicking on your profile at the bottom left of the screen, hovering over your account and clicking on account details.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image41.png)\r\n\r\n- Copy the value of your **Organization Name** as the first part of your `CATALOG_URI`.   \r\n- The second part of your `CATALOG_URI` is the **account name** for your open data catalog account. This can be found under the same profile menu when you switch accounts. Just copy the account name and put it into the second part of your catalog URI for the placeholders.  \r\n- The final result should look like:  \r\n  - `CATALOG_URI=`’`https://organizationname-opendatacatalogaccountname.snowflakecomputing.com/polaris/api/catalog’`\r\n\r\n- For the OATH client id and client secret, these were the values you copied down when creating your open data catalog connection. Copy and paste these values as appropriate.\r\n\r\n- You are now ready to create your catalog integration. Highlight the command and click the Play ▶️button just as before. \r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image12.png)\r\n\r\n- After running the command, you should see that the catalog integration was successfully created.\r\n\r\n### Creating the Iceberg Table and Querying\r\n\r\n- Once we have the catalog integration set up, you can now create an Iceberg table to query your snowflake open data catalog data.  \r\n- Execute the following command, ensuring that all variables match exactly. If you named your external volume, catalog or kafka topic something different, this query will not work:\r\n\r\n```\r\nCREATE OR REPLACE ICEBERG TABLE snowflake_stock_trades\r\n    EXTERNAL_VOLUME = 'iceberg_external_volume'\r\n    CATALOG = 'my_snowflake_open_catalog_int'\r\n    CATALOG_TABLE_NAME = sample_data_stock_trades\r\n```\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image13.png)\r\n\r\n- Finally we are ready to query the table. Here are some queries you can try and evaluate the results.\r\n\r\n```\r\n-- count the number of records\r\nSELECT COUNT(*) from snowflake_stock_trades;\r\n\r\n-- see one record in the table\r\nselect * from snowflake_stock_trades limit 1;\r\n\r\n-- see all records in the table\r\nSELECT * FROM snowflake_stock_trades;\r\n\r\n```\r\n\r\nThese query results should update periodically when run again, showcasing that we are continuously writing data to our Iceberg tables. You should expect to see updated results every 15 minutes or so depending on data volume and refresh frequency.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image56.png)\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image48.png)\r\n\r\n\u003C!-- ------------------------ --\u003E\r\n\r\n## Optional: Automatic Anomaly Detection with Apache Flink\r\n\r\nWhile your data is flowing from Kafka to Snowflake via Tableflow, you may want to enrich or flag certain records *before* they land in the data lake. This is where **Apache Flink** comes in.\r\n\r\nIn this optional step, you'll use Flink SQL in Confluent Cloud to detect basic anomalies in the stock trading stream. This can be useful for spotting potential fraud, pricing glitches, or unusually large trades as they happen.\r\n\r\nWe'll create a lightweight streaming job using Flink SQL that watches for simple anomalies based on rules:\r\n\r\n* Trades with **unusually large quantities**  \r\n* Trades with a **negative price**  \r\n* Trades that exceed a configurable threshold\r\n\r\nThese flagged records will be tagged with an `anomaly_flag` field and written to a new Kafka topic called `flagged_stock_trades`. You could later route this to a separate Iceberg table, alerting system, or ML pipeline.\r\n\r\n### Create the Anomaly Detection Flink Job\r\n\r\n#### 1. Open Flink SQL in Confluent Cloud\r\n\r\n* In your Confluent Cloud console, navigate to your cloud environment.  \r\n* In the left-hand menu, click **Flink**.\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image40.png)\r\n\r\n* Click **+ Add compute pool**  \r\n* On the next screen, choose **AWS** as the cloud provider, and choose `us-east-1` as the region. Then click **Continue.**  \r\n* Finally, click **Create**.  \r\n* Once the compute pool is created, click **Open SQL workspace**.\r\n\r\n2. Define a Cleaned and Flagged Version of `stock_trades`\r\n\r\nPaste the following SQL into the editor. This will read from the `sample_data_stock_trades` topic, apply simple anomaly rules, and write the results to a new topic.\r\n\r\n```sql\r\nCREATE TABLE flagged_stock_trades\r\nAS SELECT\r\n  side,\r\n  quantity,\r\n  symbol,\r\n  price,\r\n  account,\r\n  userid,\r\n  CASE\r\n    WHEN price \u003C 0 THEN 'NEGATIVE_PRICE'\r\n    WHEN quantity \u003E 4000 THEN 'LARGE_TRADE'\r\n    WHEN price \u003E 900 THEN 'UNUSUAL_PRICE'\r\n    ELSE 'NORMAL'\r\n  END AS anomaly_flag\r\nFROM sample_data_stock_trades;\r\n```\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image45.png)\r\n\r\n3. Launch the Flink Job\r\n\r\n* Click **Run** to execute the job.  \r\n* Once deployed, it will continuously process new `stock_trades` events and write flagged records to `flagged_stock_trades`.\r\n\r\n#### 4. Inspect the Flagged Trade Messages\r\n\r\nOnce your Flink job is running, you can verify that it’s working by looking at the `flagged_stock_trades` topic and checking for the `anomaly_flag` field in the messages or by creating and running another Flink job with the SQL below.\r\n\r\n```sql\r\nSELECT * FROM flagged_stock_trades;\r\n```\r\n\r\nYou should see live messages coming through that look something like this:\r\n\r\n![](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/snowflake-confluent-tableflow-iceberg/image32.png)\r\n\r\n**Tip: Filter by Anomaly**\r\n\r\nTo narrow in on only anomalous records, you can modify the Flink SQL to exclude `\"NORMAL\"` entries, or filter them later downstream when querying from Iceberg or Snowflake.\r\n\r\n#### 5. (Optional) Enable Tableflow on `flagged_stock_trades`\r\n\r\nYou can repeat the same Tableflow steps you followed earlier to sync `flagged_stock_trades` into your Iceberg tables and expose it to Snowflake.\r\n\r\n### Why This Matters\r\n\r\nBy adding a lightweight Flink layer, you can inspect, clean, or augment your data *in motion*, before it ever hits storage or analytics layers. This pattern is useful for:\r\n\r\n* **Pre-processing for machine learning**  \r\n* **Real-time monitoring and alerting**  \r\n* **Reducing noise or garbage in your data lake**\r\n\r\nWhile this was a simple rule-based example, Flink also supports more sophisticated anomaly detection techniques such as applying ML models or calculating dynamic thresholds using moving averages over time windows. All of this can be expressed declaratively in Flink SQL.\r\n\r\nThis optional step shows how real-time intelligence fits naturally into a streaming lakehouse architecture with no batch jobs, no glue code, and no waiting.\r\n\r\n\u003C!-- ------------------------ --\u003E\r\n## Conclusion and Resources\r\n\r\nYou’ve now built a complete real-time data pipeline, from ingestion to insight, using Confluent Cloud, Tableflow, Apache Flink, and Snowflake.\r\n\r\nAlong the way, you:\r\n\r\n* Set up a Kafka-based streaming architecture with simulated user and stock trade data.  \r\n* Materialized Kafka topics directly into Iceberg tables using Tableflow.  \r\n* Queried fresh, continuously updated data from Snowflake’s Open Data Catalog.  \r\n* (Optionally) Enriched and flagged anomalies in-flight using Flink SQL.\r\n\r\nThis architecture is modular, cloud-native, and scalable giving you a flexible foundation for powering analytics, AI, and operational decision-making in real time.\r\n\r\n### Related Resources\r\n\r\n* [Tableflow in Confluent Cloud](https://docs.confluent.io/cloud/current/topics/tableflow/overview.html)  \r\n* [Stream Processing with Confluent Cloud for Apache Flink](https://docs.confluent.io/cloud/current/flink/overview.html)  \r\n* [Build AI with Flink SQL and Confluent Cloud for Apache Flink](https://docs.confluent.io/cloud/current/ai/overview.html)  \r\n* [Apache Iceberg tables](https://docs.snowflake.com/en/user-guide/tables-iceberg)\r\n\r\n## Cleanup\r\n\r\nOnce you’ve completed the lab (or if you’re done experimenting), it’s a good idea to clean up the cloud resources to avoid incurring unnecessary costs and to keep your environment tidy.\r\n\r\n### Snowflake Cleanup\r\n\r\n1. **Remove the Iceberg Table(s)**   \r\n   In your Snowflake SQL Worksheet, drop any Iceberg tables you created:\r\n\r\n```\r\nDROP TABLE IF EXISTS snowflake_stock_trades;\r\nDROP TABLE IF EXISTS flagged_stock_trades;\r\n```\r\n\r\n1. **Remove the Catalog Integration**  \r\n   Remove the integration between Snowflake and the Open Data Catalog:\r\n\r\n```\r\nDROP CATALOG INTEGRATION IF EXISTS my_snowflake_open_catalog_int;\r\n```\r\n\r\n2. **Remove External Volume**  \r\n   Delete the external volume referencing your S3 bucket:\r\n\r\n```\r\nDROP EXTERNAL VOLUME IF EXISTS iceberg_external_volume;\r\n```\r\n\r\n3. **Delete Catalog Roles and Catalog**  \r\n   In the Snowflake Open Data Catalog interface:  \r\n   * Go to **Catalogs \u003E your catalog \u003E Roles** and delete any catalog roles you created.  \r\n   * Return to the **Catalogs** tab and delete the entire catalog (e.g., `my-snowflake-catalog`).  \r\n4. **Delete Connection and Principal Role**  \r\n   In the **Connections** tab:  \r\n   * Delete the connection (`my-service-connection`).  \r\n   * Delete the associated principal role.\r\n\r\n### Confluent Cloud Cleanup\r\n\r\n1. **Delete Tableflow Syncs**  \r\n   Go to the **Topics** section, select each topic with Tableflow enabled, and disable or delete the Tableflow sync.\r\n\r\n2. **Delete Kafka Topics**  \r\n   Delete the `sample_data_users`, `sample_data_stock_trades`, and `flagged_stock_trades` topics.\r\n\r\n3. **Delete Connectors**  \r\n   Go to the **Connectors** tab and delete both Datagen connectors you created.\r\n\r\n4. **Delete Flink SQL Statements**  \r\n   Navigate to the **Flink SQL** section and delete the statement that was used for anomaly detection.\r\n\r\n5. **Delete the Kafka Cluster and Environment** (optional)  \r\n   If you don’t plan to reuse the cluster or environment:  \r\n   * Go to the **Cluster Settings** and delete your Kafka cluster.  \r\n   * Navigate back to **Environments** and delete the environment you created.\r\n\r\n### AWS Cleanup\r\n\r\n1. **Delete the S3 Bucket**  \r\n   * Go to the **Amazon S3 Console**, find the bucket you created (`tableflow-bucket-\u003C\u003Caccount-id\u003E\u003E`), and delete it. Be sure to empty the bucket first if required.\r\n\r\n2. **Remove IAM Role and Policy**  \r\n   * Navigate to the **IAM Console**, locate the `quickstart-tableflow-assume-role`, and delete it.  \r\n   * Also delete the custom IAM policy (`tableflow-s3-access-policy`) if it was created for this demo.","title":"Quickstart Article Body","multiValue":false,":type":"text/x-markdown"},"quickstartArticleLogoImage":{"dataType":"string","title":"Quickstart Article Logo Image","multiValue":false,":type":"text/plain"}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],"model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-58a95a971d","type":"2-column-75-25","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"none","bottomPadding":"none","spaceBetween":"none","reverseOnMobile":false,"carouselOnMobile":false,"backgroundImageOption":"none","flexible_column_content_container_1":{"id":"container-292497caac","layout":"SIMPLE",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-2f6a1ce4ea","icon":{"id":"icon","icon":"calendar",":type":"snowflake-site/components/icon","appliedCssClassNames":"snowflake-icon-blue"},"lastModifiedDatePrefix":"Updated","lastModifiedDate":"2025-05-28",":type":"snowflake-site/components/quickstart/quickstart-last-modified","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"},"text":{"id":"text-34205c714f","additionalClasses":"qs-disclaimer-text","text":"\u003Cp\u003E\u003Cspan style=\"color: #666;\"\u003EThis content is provided as is, and is not maintained on an ongoing basis. It may be out of date with current Snowflake instances\u003C/span\u003E\u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"}},":itemsOrder":["quickstart_last_modi","text"]},"flexible_column_content_container_2":{"id":"container-3ad3b8fad1","layout":"SIMPLE",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{},":itemsOrder":[]},":type":"snowflake-site/components/flexible-column-container","isBlogPage":false,"isActiveTOC":false}},":itemsOrder":["contentfragment","flexible_column_cont"]},"flexible_column_content_container_2":{"id":"container-eb0b81d693","layout":"SIMPLE",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"quickstart_table_of_":{"id":"container-f744614c9f","layout":"SIMPLE","isDeveloperGuidesPage":false,":type":"snowflake-site/components/quickstart/quickstart-table-of-content/quickstart-table-of-content-container",":items":{"quickstart_table_of_":{"id":"quickstart-table-of-content-35ae6c9dfc","headings":["\u003Ch2\u003EOverview\u003C/h2\u003E","\u003Ch2\u003ECreate an environment and Kafka cluster within your Confluent Cloud Account\u003C/h2\u003E","\u003Ch2\u003EGetting Started with Tableflow\u003C/h2\u003E","\u003Ch2\u003ECreate an Open Catalog Account on Snowflake\u003C/h2\u003E","\u003Ch2\u003EAdd Snowflake as External Provider to Tableflow\u003C/h2\u003E","\u003Ch2\u003EQuery Iceberg Tables via Snowflake\u003C/h2\u003E","\u003Ch2\u003EOptional: Automatic Anomaly Detection with Apache Flink\u003C/h2\u003E","\u003Ch2\u003EConclusion and Resources\u003C/h2\u003E","\u003Ch2\u003ECleanup\u003C/h2\u003E"],"fragmentPath":"/content/dam/snowflake-site/en/content-fragments/quickstarts/snowflake-confluent-tableflow-iceberg",":type":"snowflake-site/components/quickstart/quickstart-table-of-content"},"quickstart_button":{"id":"quickstart-button-7254906b1c","fragmentPath":"/content/dam/snowflake-site/en/content-fragments/quickstarts/snowflake-confluent-tableflow-iceberg",":type":"snowflake-site/components/quickstart/quickstart-button","appliedCssClassNames":"snowflake-responsive-component-top-padding-none"}},":itemsOrder":["quickstart_table_of_","quickstart_button"]}},":itemsOrder":["quickstart_table_of_"]},":type":"snowflake-site/components/flexible-column-container","isBlogPage":false,"isActiveTOC":false},"markup_editor":{"id":"markup-editor-b8cfdd6740","title":"Page CSS","cssContent":"#quickstart-template-main-flexible-container{padding:24px}#quickstart-template-main-flexible-container \u003E .snowflake-flexible-column-container-items{grid-template-columns:1fr 0}.qs-disclaimer-text p \u003E span{font-size:15px !important}@media (min-width:768px){#quickstart-template-main-flexible-container{padding:24px 32px}#quickstart-template-main-flexible-container \u003E .snowflake-flexible-column-container-items{grid-template-columns:7fr 3fr;gap:48px}}@media (max-width:767px){#quickstart-template-main-flexible-container \u003E .snowflake-flexible-column-container-items{gap:0}}@media (min-width:1024px){#quickstart-template-main-flexible-container{padding:0 92px 48px 92px}#quickstart-template-main-flexible-container \u003E .snowflake-flexible-column-container-items{gap:117px}}",":type":"snowflake-site/components/markup-editor","isGSAPEnabled":false}},":itemsOrder":["quickstart_hero","flexible_column_cont","markup_editor"],":type":"wcm/foundation/components/responsivegrid"},"modal_container":{"id":"container-66b797cc07","layout":"SIMPLE",":type":"snowflake-site/components/modal/modal-container",":items":{},":itemsOrder":[]},"experiencefragment-footer":{"id":"experiencefragment-d3d41b177f","localizedFragmentVariationPath":"/content/experience-fragments/snowflake-site/language-masters/en/site/footer/master/jcr:content","configured":true,":type":"snowflake-site/components/experiencefragment",":items":{"root":{"additionalClasses":"sf-footer","id":"container-33d583786b","layout":"SIMPLE",":type":"snowflake-site/components/container",":items":{"container_copy":{"additionalClasses":"sf-footer__inner","gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"flexible_column_cont":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-b8a3d293f3","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"flexible_column_cont":{"id":"flexible-column-container-c7d7276c58","type":"1-column","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"medium","bottomPadding":"extra-small","spaceBetween":"small","reverseOnMobile":false,"carouselOnMobile":false,"propertiesCSSClasses":"sf-footer-grid","backgroundImageOption":"none","flexible_column_content_container_1":{"id":"container-a942aa0fd5","layout":"SIMPLE",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"container":{"additionalClasses":"sf-footer-grid__inner","gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"container":"aem-GridColumn aem-GridColumn--default--12","container_1622723482":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy_":"aem-GridColumn aem-GridColumn--default--12","container_copy_copy":"aem-GridColumn aem-GridColumn--default--12","container_copy":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-bcfd953b03","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"container_1622723482":{"additionalClasses":"sf-footer__column","gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"container":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-e5f2960dfa","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"container":{"additionalClasses":"sf-footer__newsletter-group","gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"text":"aem-GridColumn aem-GridColumn--default--12","marketo_v2":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-34f1a6151a","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"text":{"id":"text-e4a8baa460","additionalClasses":"sf-footer__newsletter-title","text":"\u003Cp\u003E\u003Cb\u003ESubscribe to our monthly newsletter\u003C/b\u003E\u003C/p\u003E\r\n\u003Cp\u003EStay up to date on Snowflake’s latest products, expert insights and resources—right in your inbox!\u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-regular text-color-text-04"},"marketo_v2":{"id":"marketo-v2-14c9c4b114","marketoForm":{"hidden":null,"formId":"45871","edit":false,"successUrl":null,"script":null,"values":null},"marketoConfigured":true,"formConfigured":true,"serverInstance":"252-RFO-227.mktoweb.com","munchkinId":"252-RFO-227",":type":"snowflake-site/components/form/marketo-v2"}},":itemsOrder":["text","marketo_v2"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-small"}},":itemsOrder":["container"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-small"},"container":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"text_copy":"aem-GridColumn aem-GridColumn--default--12","text":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-7a9a3f24df","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"text":{"id":"text-dbd668c99f","additionalClasses":"sf-footer__link-group","text":"\u003Cp class=\"sf-footer__column-title\"\u003EProduct\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/product/platform/\"\u003EPlatform\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/product/snowflake-cowork/\"\u003ESnowflake CoWork\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/product/data-engineering/\"\u003EData Engineering\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/product/analytics/\"\u003EAnalytics\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/product/ai/\"\u003EAI\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/product/applications-and-collaboration/\"\u003EApplications & Collaboration\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/pricing-options/\"\u003EPricing\u003C/a\u003E\u003C/li\u003E\r\n\u003C/ul\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-small text-color-text-04"},"text_copy":{"id":"text-1312aecc4c","additionalClasses":"sf-footer__link-group","text":"\u003Cp class=\"sf-footer__column-title\"\u003ESupport\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/support/\"\u003ESupport\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/legal/addenda/priority-support-services-description/\"\u003EPriority Support\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://status.snowflake.com/\" target=\"_blank\" rel=\"noopener noreferrer\"\u003EStatus\u003C/a\u003E\u003C/li\u003E\r\n\u003C/ul\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-small text-color-text-04"}},":itemsOrder":["text","text_copy"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-medium"},"container_copy_copy":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"text":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-f08a73b9f1","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"text":{"id":"text-8f1244fb20","additionalClasses":"sf-footer__link-group","text":"\u003Cp class=\"sf-footer__column-title\"\u003E\u003Ca href=\"/en/solutions/industries/\"\u003EIndustries\u003C/a\u003E\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/solutions/industries/advertising-media-entertainment/\"\u003EAdvertising, Media & Entertainment\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/solutions/industries/financial-services/\"\u003EFinancial Services\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/solutions/industries/healthcare-and-life-sciences/\"\u003EHealthcare & Life Sciences\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/solutions/industries/manufacturing/\"\u003EManufacturing\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/solutions/industries/public-sector/\"\u003EPublic Sector\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/solutions/industries/retail-consumer-goods/\"\u003ERetail & Consumer Goods\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/solutions/industries/telecom/\"\u003ETelecom\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/solutions/industries/technology/\"\u003ETechnology\u003C/a\u003E\u003C/li\u003E\r\n\u003C/ul\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-small text-color-text-04"}},":itemsOrder":["text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-small"},"container_copy":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"text":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-f104b16940","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"text":{"id":"text-22b7105bb2","additionalClasses":"sf-footer__link-group","text":"\u003Cp class=\"sf-footer__column-title\"\u003ECompany\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/company/overview/about-snowflake/\"\u003EAbout Snowflake\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/company/overview/leadership-and-board/\"\u003ELeadership & Board\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://careers.snowflake.com/us/en\" target=\"_blank\" rel=\"noopener noreferrer\"\u003ECareers\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://investors.snowflake.com/overview/default.aspx\" target=\"_blank\" rel=\"noopener noreferrer\"\u003EInvestor Relations\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://trust.snowflake.com/\" target=\"_blank\" rel=\"noopener noreferrer\"\u003ETrust Center\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/brand-guidelines/\" target=\"_blank\" rel=\"noopener noreferrer\"\u003EBrand Guidelines\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/contact/\"\u003EContact\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/news/\"\u003ENewsroom\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/company/overview/esg/\"\u003EEnvironmental, Social & Governance\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/company/overview/snowflake-ventures/\"\u003ESnowflake Ventures\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/company/overview/end-data-disparity/\"\u003EEnd Data Disparity\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/summit/\"\u003ESnowflake Summit 26\u003C/a\u003E\u003C/li\u003E\r\n\u003C/ul\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-small text-color-text-04"}},":itemsOrder":["text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-small"},"container_copy_copy_":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"text":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-32ca18ea17","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"text":{"id":"text-5b5f3c6049","additionalClasses":"sf-footer__link-group","text":"\u003Cp class=\"sf-footer__column-title\"\u003ELearn\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://snowflake.com/en/resources/\"\u003EResource Library\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/webinars/demo/\"\u003ELive Demos\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/fundamentals/\"\u003EFundamentals\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/resources/learn/training/\"\u003ETraining\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/resources/learn/certifications/\"\u003ECertifications\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://learn.snowflake.com/en/\"\u003ESnowflake University\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/developers/guides\"\u003EDeveloper Guides\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca rel=\"noopener noreferrer\" target=\"_blank\" href=\"https://docs.snowflake.com/\"\u003EDocumentation\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/en/data-governance/\"\u003EData Governance\u003C/a\u003E\u003C/li\u003E\r\n\u003C/ul\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-small text-color-text-04"}},":itemsOrder":["text"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-small"}},":itemsOrder":["container_1622723482","container","container_copy_copy","container_copy","container_copy_copy_"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-small"}},":itemsOrder":["container"]},":type":"snowflake-site/components/flexible-column-container","isBlogPage":false,"isActiveTOC":false}},":itemsOrder":["flexible_column_cont"],"appliedCssClassNames":"snowflake-container snowflake-responsive-container-inner-padding-small"},"container_573483281_":{"additionalClasses":"sf-footer__bottom","gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"container_112062425":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-cd19533d51","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"container_112062425":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"flexible_column_cont":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-5240fbcd35","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"flexible_column_cont":{"id":"flexible-column-container-151dc3bba7","type":"1-column","alignColumns":"top","containerMaxWidth":"extra-large","topPadding":"none","bottomPadding":"none","spaceBetween":"small","reverseOnMobile":false,"carouselOnMobile":false,"backgroundImageOption":"none","flexible_column_content_container_1":{"id":"container-c938ea3bc6","layout":"SIMPLE",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"container":{"additionalClasses":"sf-footer__legal-container","gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"container":"aem-GridColumn aem-GridColumn--default--12","text_copy_copy_16360":"aem-GridColumn aem-GridColumn--default--12","markup_editor":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-a9c21f55cc","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"container":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"image":"aem-GridColumn aem-GridColumn--default--12"},"id":"container-e5b9d899f2","layout":"RESPONSIVE_GRID","columnCount":12,":type":"snowflake-site/components/container",":items":{"image":{"id":"image-beefe1c7d7","additionalClasses":"sf-footer__logo","height":"64","src":"https://www.snowflake.com/content/experience-fragments/snowflake-site/language-masters/en/site/footer/master/_jcr_content/root/container_573483281_/container_112062425/flexible_column_cont/flexible_column_content_container_1/container/container/image.coreimg.svg/1747882370694/nav-icon-snowflake-bug.svg","alt":"Snowflake logo","imageLink":{"valid":true,"url":"/en/"},"lazyEnabled":true,"width":"64",":type":"snowflake-site/components/image"}},":itemsOrder":["image"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-extra-small"},"text_copy_copy_16360":{"id":"text-a7ac66661e","additionalClasses":"sf-footer__legal-links","text":"\u003Cul\u003E\r\n\u003Cli\u003E© 2026 Snowflake Inc. All Rights Reserved\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/legal/privacy/privacy-policy/\"\u003EPrivacy Policy\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://snowflake.com/en/legal/snowflake-site-terms/\"\u003ESite Terms\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://info.snowflake.com/Preference-center.html\"\u003ECommunication Preferences\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Cbutton id=\"ot-sdk-btn\" class=\"ot-sdk-show-settings\"\u003ECookie Settings\u003C/button\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/legal/privacy/privacy-policy/#12\"\u003EDo Not Share My Personal Information\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/legal/\"\u003ELegal\u003C/a\u003E\u003C/li\u003E\r\n\u003C/ul\u003E\r\n","richText":true,":type":"snowflake-site/components/text","appliedCssClassNames":"text-size-small text-color-text-04"},"markup_editor":{"id":"markup-editor-75d726daca","title":" ","htmlContent":"\u003Cdiv class=\"sf-footer__social\"\u003E\r\n\u003Cdiv data-testid=\"snowflake-footer-twitter\" class=\"snowflake-button-icon snowflake-button-white snowflake-footer-social-item\"\u003E\u003Cdiv class=\"snowflake-button-icon \"\u003E\u003Ca href=\"https://x.com/Snowflake\" data-testid=\"button-external\" aria-label=\"X (Twitter)\" role=\"button\" class=\"snowflake-button-container\" title=\"X (Twitter)\" tabindex=\"0\" target=\"_blank\" rel=\"noreferrer\"\u003E\u003Cdiv data-testid=\"button-icon-wrapper\"\u003E\u003Csvg xmlns=\"http://www.w3.org/2000/svg\" fill=\"none\" viewBox=\"0 0 59 53\" class=\"button-icon\"\u003E\u003Cpath fill=\"currentColor\" d=\"M46.614 0h9.044L35.8 22.49 59 53H40.795L26.54 34.46 10.223 53H1.18l21.036-24.055L0 0h18.657l12.878 16.937zM43.45 47.72h5.013L16.023 5.085h-5.387z\"\u003E\u003C/path\u003E\u003C/svg\u003E\u003C/div\u003E\u003C/a\u003E\u003Cdiv\u003E\u003C/div\u003E\u003C/div\u003E\u003C/div\u003E\u003Cdiv data-testid=\"snowflake-footer-linkedin\" class=\"snowflake-button-icon snowflake-button-white snowflake-footer-social-item\"\u003E\u003Cdiv class=\"snowflake-button-icon \"\u003E\u003Ca href=\"https://www.linkedin.com/company/3653845\" data-testid=\"button-external\" aria-label=\"LinkedIn\" role=\"button\" class=\"snowflake-button-container\" title=\"LinkedIn\" tabindex=\"0\" target=\"_blank\" rel=\"noreferrer\"\u003E\u003Cdiv data-testid=\"button-icon-wrapper\"\u003E\u003Csvg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 24 24\" class=\"button-icon\"\u003E\u003Cpath d=\"M22.223 0H1.772C.792 0 0 .773 0 1.73v20.536C0 23.222.792 24 1.772 24h20.451c.98 0 1.777-.778 1.777-1.73V1.73C24 .773 23.203 0 22.223 0ZM7.12 20.452H3.558V8.995H7.12v11.457ZM5.34 7.434a2.064 2.064 0 1 1 0-4.125 2.063 2.063 0 0 1 0 4.125Zm15.112 13.018h-3.558v-5.57c0-1.326-.024-3.037-1.852-3.037-1.851 0-2.133 1.449-2.133 2.944v5.663H9.356V8.995h3.413v1.566h.047c.473-.9 1.636-1.852 3.365-1.852 3.605 0 4.27 2.372 4.27 5.457v6.286Z\"\u003E\u003C/path\u003E\u003C/svg\u003E\u003C/div\u003E\u003C/a\u003E\u003Cdiv\u003E\u003C/div\u003E\u003C/div\u003E\u003C/div\u003E\u003Cdiv data-testid=\"snowflake-footer-facebook\" class=\"snowflake-button-icon snowflake-button-white snowflake-footer-social-item\"\u003E\u003Cdiv class=\"snowflake-button-icon \"\u003E\u003Ca href=\"https://www.facebook.com/snowflakedb/\" data-testid=\"button-external\" aria-label=\"Facebook\" role=\"button\" class=\"snowflake-button-container\" title=\"Facebook\" tabindex=\"0\" target=\"_blank\" rel=\"noreferrer\"\u003E\u003Cdiv data-testid=\"button-icon-wrapper\"\u003E\u003Csvg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 24 24\" class=\"button-icon\"\u003E\u003Cpath d=\"M24 12c0-6.627-5.373-12-12-12S0 5.373 0 12c0 5.99 4.388 10.954 10.125 11.854V15.47H7.078V12h3.047V9.356c0-3.007 1.792-4.668 4.533-4.668 1.312 0 2.686.234 2.686.234v2.953H15.83c-1.491 0-1.956.925-1.956 1.875V12h3.328l-.532 3.469h-2.796v8.385C19.612 22.954 24 17.99 24 12Z\"\u003E\u003C/path\u003E\u003C/svg\u003E\u003C/div\u003E\u003C/a\u003E\u003Cdiv\u003E\u003C/div\u003E\u003C/div\u003E\u003C/div\u003E\u003Cdiv data-testid=\"snowflake-footer-youtube\" class=\"snowflake-button-icon snowflake-button-white snowflake-footer-social-item\"\u003E\u003Cdiv class=\"snowflake-button-icon \"\u003E\u003Ca href=\"https://www.youtube.com/user/snowflakecomputing\" data-testid=\"button-external\" aria-label=\"YouTube\" role=\"button\" class=\"snowflake-button-container\" title=\"YouTube\" tabindex=\"0\" target=\"_blank\" rel=\"noreferrer\"\u003E\u003Cdiv data-testid=\"button-icon-wrapper\"\u003E\u003Csvg xmlns=\"http://www.w3.org/2000/svg\" fill=\"currentColor\" viewBox=\"0 0 24 24\" class=\"button-icon\"\u003E\u003Cpath d=\"M23.76 7.2s-.233-1.655-.955-2.381c-.914-.956-1.936-.961-2.405-1.017-3.356-.244-8.395-.244-8.395-.244h-.01s-5.039 0-8.395.244c-.469.056-1.49.06-2.405 1.017C.473 5.545.244 7.2.244 7.2S0 9.145 0 11.086v1.819c0 1.94.24 3.886.24 3.886s.233 1.654.95 2.38c.915.957 2.115.924 2.65 1.027 1.92.183 8.16.24 8.16.24s5.044-.01 8.4-.249c.469-.056 1.49-.06 2.405-1.017.722-.727.956-2.381.956-2.381S24 14.85 24 12.905v-1.819c0-1.94-.24-3.886-.24-3.886ZM9.52 15.113V8.367l6.483 3.385-6.483 3.36Z\"\u003E\u003C/path\u003E\u003C/svg\u003E\u003C/div\u003E\u003C/a\u003E\u003Cdiv\u003E\u003C/div\u003E\u003C/div\u003E\u003C/div\u003E\r\n\u003C/div\u003E",":type":"snowflake-site/components/markup-editor","isGSAPEnabled":false}},":itemsOrder":["container","text_copy_copy_16360","markup_editor"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-none"}},":itemsOrder":["container"]},":type":"snowflake-site/components/flexible-column-container","isBlogPage":false,"isActiveTOC":false}},":itemsOrder":["flexible_column_cont"],"appliedCssClassNames":"snowflake-container snowflake-responsive-container-inner-padding-small"}},":itemsOrder":["container_112062425"],"appliedCssClassNames":"snowflake-responsive-container-inner-padding-none"},"markup_editor_copy":{"id":"markup-editor-2f4fa337b9","title":"New css","cssContent":".snowflake-image-container img{background-color:transparent}div.snowflake-person-chip-avatar{width:80px !important}#snowflake-blog-template-main-container .aem-GridColumn:has(.vertical-video){background-color:#000;border-radius:16px;overflow:hidden}#snowflake-blog-template-main-container .vertical-video{max-width:240px;margin-left:auto;margin-right:auto}@media screen and (min-width:1367px){.dynamic .heading-1-v2 .snowflake-title-v2-line{font-size:72px !important;line-height:60px !important}}.snowflake-flexible-column-container-items-alignment-match-height .download-card,.snowflake-flexible-column-container-items-alignment-match-height .download-card\u003E.container{height:100%}.download-card div.code-toolbar\u003E.toolbar .copy-to-clipboard-button{background-color:white;border:1px solid #a9e1f6;margin-right:4px;top:6px;border-radius:16px;height:26px;width:40px}.download-card .snowflake-code-snippet\u003Ediv.code-toolbar\u003E.toolbar\u003E.toolbar-item\u003Ebutton:before{content:'';background-image:url(\"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' width='16' height='16' viewBox='0 0 24 24' fill='none' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'%3E%3Crect x='9' y='9' width='13' height='13' rx='2' ry='2' style='stroke:%23249EDC;'%3E%3C/rect%3E%3Cpath d='M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1' style='stroke:%23249EDC;'%3E%3C/path%3E%3C/svg%3E\");background-size:auto 65%;background-position:center;background-repeat:no-repeat;top:0;left:0;width:100%;height:100%}.download-card .snowflake-code-snippet\u003Ediv.code-toolbar\u003E.toolbar\u003E.toolbar-item\u003Ebutton:hover:before{background-image:url(\"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' width='16' height='16' viewBox='0 0 24 24' fill='none' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'%3E%3Crect x='9' y='9' width='13' height='13' rx='2' ry='2' style='stroke:%23fff;'%3E%3C/rect%3E%3Cpath d='M5 15H4a2 2 0 0 1-2-2V4a2 2 0 0 1 2-2h9a2 2 0 0 1 2 2v1' style='stroke:%23fff;'%3E%3C/path%3E%3C/svg%3E\")}.download-card\u003Ediv{background-color:#fff;border:1px solid #ccc;border-radius:8px;padding:24px}.download-chip__headline{border-bottom:1px solid #ccc;padding-bottom:16px;margin-bottom:16px}.download-chip{padding:8px 12px !important;border-radius:4px;transition:300ms ease background-color}.download-chip .black-blue-text-color .snowflake-title-v2-line{color:#000 !important;padding-right:24px;font-family:'Lato',sans-serif;font-size:14px !important;font-weight:500 !important}.download-chip .black-blue-text-color .snowflake-title-v2-line:not(:first-child){opacity:.6;font-style:italic !important}.download-chip .snowflake-content-chip-button{display:none}.download-chip.is-external-link{background-size:16px 16px;background-image:url(\"data:image/svg+xml,%3Csvg width='15' height='15' viewBox='0 0 15 15' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M1.06055 13.0607L11.8605 2.26067M13.0605 10.6607V1.06067H3.46055' stroke='%23249EDC' stroke-width='2.12132' stroke-linecap='round' stroke-linejoin='round'/%3E%3C/svg%3E%0A\")}.download-chip{background-image:url(\"data:image/svg+xml,%3Csvg width='18' height='18' viewBox='0 0 18 18' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cg clip-path='url(%23clip0_883_7979)'%3E%3Cpath d='M3.375 16.875H14.625' stroke='%23249EDC' stroke-width='1.40625' stroke-linecap='round' stroke-linejoin='round'/%3E%3Cpath d='M9 1.125V11.25' stroke='%23249EDC' stroke-width='1.40625' stroke-linecap='round' stroke-linejoin='round'/%3E%3Cpath d='M4.5 7.875L9 12.375L13.5 7.875' stroke='%23249EDC' stroke-width='1.40625' stroke-linecap='round' stroke-linejoin='round'/%3E%3C/g%3E%3Cdefs%3E%3CclipPath id='clip0_883_7979'%3E%3Crect width='18' height='18' fill='white'/%3E%3C/clipPath%3E%3C/defs%3E%3C/svg%3E%0A\");background-size:24px auto;background-repeat:no-repeat;background-position:calc(100% - 12px) center}.download-chip__headline{display:flex;gap:16px;flex-direction:row !important;flex-wrap:nowrap}.download-chip__headline::before{content:'';display:inline-block;width:24px;height:24px;background-position:center;background-image:url(\"data:image/svg+xml,%3Csvg width='21' height='21' viewBox='0 0 21 21' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M7.50005 9.89999C8.13657 9.89999 8.74702 9.64713 9.19711 9.19704C9.64719 8.74696 9.90005 8.13651 9.90005 7.49999V2.69999C9.90005 2.06347 9.64719 1.45302 9.19711 1.00293C8.74702 .552844 8.13657 .299988 7.50005 .299988H2.70005C2.06353 .299988 1.45308 .552844 1.00299 1.00293C.552905 1.45302 .300049 2.06347 .300049 2.69999V7.49999C.300049 8.13651 .552905 8.74696 1.00299 9.19704C1.45308 9.64713 2.06353 9.89999 2.70005 9.89999H7.50005ZM7.50005 7.49999H2.70005V2.69999H7.50005V7.49999Z' fill='%23249EDC' stroke='white' stroke-width='.6'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M7.50005 20.3C8.13657 20.3 8.74702 20.0472 9.19711 19.5971C9.64719 19.147 9.90005 18.5365 9.90005 17.9V13.1C9.90005 12.4635 9.64719 11.853 9.19711 11.403C8.74702 10.9529 8.13657 10.7 7.50005 10.7H2.70005C2.06353 10.7 1.45308 10.9529 1.00299 11.403C.552905 11.853 .300049 12.4635 .300049 13.1V17.9C.300049 18.5365 .552905 19.147 1.00299 19.5971C1.45308 20.0472 2.06353 20.3 2.70005 20.3H7.50005ZM7.50005 17.9H2.70005V13.1H7.50005V17.9Z' fill='%23249EDC' stroke='white' stroke-width='.6'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M17.9001 9.89999C18.5366 9.89999 19.147 9.64713 19.5971 9.19704C20.0472 8.74696 20.3001 8.13651 20.3001 7.49999V2.69999C20.3001 2.06347 20.0472 1.45302 19.5971 1.00293C19.147 .552844 18.5366 .299988 17.9001 .299988H13.1001C12.4636 .299988 11.8531 .552844 11.403 1.00293C10.9529 1.45302 10.7001 2.06347 10.7001 2.69999V7.49999C10.7001 8.13651 10.9529 8.74696 11.403 9.19704C11.8531 9.64713 12.4636 9.89999 13.1001 9.89999H17.9001ZM17.9001 7.49999H13.1001V2.69999H17.9001V7.49999Z' fill='%23249EDC' stroke='white' stroke-width='.6'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M17.9001 20.3C18.5366 20.3 19.147 20.0472 19.5971 19.5971C20.0472 19.147 20.3001 18.5365 20.3001 17.9V13.1C20.3001 12.4635 20.0472 11.853 19.5971 11.403C19.147 10.9529 18.5366 10.7 17.9001 10.7H13.1001C12.4636 10.7 11.8531 10.9529 11.403 11.403C10.9529 11.853 10.7001 12.4635 10.7001 13.1V17.9C10.7001 18.5365 10.9529 19.147 11.403 19.5971C11.8531 20.0472 12.4636 20.3 13.1001 20.3H17.9001ZM17.9001 17.9H13.1001V13.1H17.9001V17.9Z' fill='%23249EDC' stroke='white' stroke-width='.6'/%3E%3C/svg%3E%0A\");background-size:contain;background-repeat:no-repeat}.download-chip__headline.is-cli::before{background-image:url(\"data:image/svg+xml,%3Csvg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M4 17L10 11L4 5' stroke='%23000' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'/%3E%3Cpath d='M12 19H20' stroke='%23000' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'/%3E%3C/svg%3E%0A\")}.download-card pre[class*=language-]{padding:8px 12px;background-color:var(--ui-background-05);overflow:hidden}.download-chip__headline.is-windows,.download-chip__headline.is-mac{gap:12px}.download-chip__headline.is-windows::before{width:16px;height:20px;background-image:url(\"data:image/svg+xml,%3Csvg width='4875' height='4875' viewBox='0 0 4875 4875' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cg clip-path='url(%23clip0_122_201)'%3E%3Cpath d='M0 0H2311V2310H0V0ZM2564 0H4875V2310H2564V0ZM0 2564H2311V4875H0V2564ZM2564 2564H4875V4875H2564' fill='%23000'/%3E%3C/g%3E%3C/svg%3E\")}.download-chip__headline.is-mac::before{width:16px;height:20px;background-image:url(\"data:image/svg+xml,%3Csvg version='1.1' id='Layer_1' xmlns:x='ns_extend;' xmlns:i='ns_ai;' xmlns:graph='ns_graphs;' xmlns='http://www.w3.org/2000/svg' xmlns:xlink='http://www.w3.org/1999/xlink' x='0' y='0' viewBox='0 0 41.5 51' style='enable-background:new 0 0 41.5 51;' xml:space='preserve'%3E%3Cmetadata%3E%3Csfw xmlns='ns_sfw;'%3E%3Cslices%3E%3C/slices%3E%3CsliceSourceBounds bottomLeftOrigin='true' height='51' width='41.5' x='166.1' y='-208.1'%3E%3C/sliceSourceBounds%3E%3C/sfw%3E%3C/metadata%3E%3Cg%3E%3Cpath d='M40.2,17.4c-3.4,2.1-5.5,5.7-5.5,9.7c0,4.5,2.7,8.6,6.8,10.3c-.8,2.6-2,5-3.5,7.2c-2.2,3.1-4.5,6.3-7.9,6.3s-4.4-2-8.4-2 c-3.9,0-5.3,2.1-8.5,2.1s-5.4-2.9-7.9-6.5C2,39.5,.1,33.7,0,27.6c0-9.9,6.4-15.2,12.8-15.2c3.4,0,6.2,2.2,8.3,2.2 c2,0,5.2-2.3,9-2.3C34.1,12.2,37.9,14.1,40.2,17.4z M28.3,8.1C30,6.1,30.9,3.6,31,1c0-.3,0-.7-.1-1c-2.9,.3-5.6,1.7-7.5,3.9 c-1.7,1.9-2.7,4.3-2.8,6.9c0,.3,0,.6,.1,.9c.2,0,.5,.1,.7,.1C24.1,11.6,26.6,10.2,28.3,8.1z'%3E%3C/path%3E%3C/g%3E%3C/svg%3E\")}.download-chip__headline.is-desktop::before{background-image:url(\"data:image/svg+xml,%3Csvg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cg opacity='.8'%3E%3Cpath d='M1.5 21H22.5V18H1.5V21Z' fill='%23000' stroke='white' stroke-width='.75'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M19.5 15C20.2956 15 21.0587 14.6839 21.6213 14.1213C22.1839 13.5587 22.5 12.7956 22.5 12V6C22.5 5.20435 22.1839 4.44129 21.6213 3.87868C21.0587 3.31607 20.2956 3 19.5 3H4.5C3.70435 3 2.94129 3.31607 2.37868 3.87868C1.81607 4.44129 1.5 5.20435 1.5 6V12C1.5 12.7956 1.81607 13.5587 2.37868 14.1213C2.94129 14.6839 3.70435 15 4.5 15H19.5ZM19.5 12H4.5V6H19.5V12Z' fill='%23000' stroke='white' stroke-width='.75'/%3E%3C/g%3E%3C/svg%3E%0A\")}.download-card .snowflake-code-snippet,.download-card .snowflake-code-snippet code,.download-card .snowflake-code-snippet pre{font-size:14px;color:#000;text-shadow:none !important}.download-chip:hover{background-color:var(--ui-background-05) !important;transition:300ms ease background-color}body:has(.snowflake-skip-to-content[style]) #subNav,.pushdown-banner-dismissed #subNav{top:var(--scroll-padding-top) !important;transition:300ms ease top}body:has(.snowflake-skip-to-content[style*=\"58\"]) #subNav{top:34px !important}body:has(.snowflake-skip-to-content[style*=\"82\"]) #subNav{top:58px !important}body:has(.snowflake-skip-to-content[style*=\"130\"]) #subNav{top:106px !important}body:has(.snowflake-skip-to-content[style*=\"138\"]) #subNav{top:114px !important}body:has(.snowflake-skip-to-content[style*=\"146\"]) #subNav{top:122px !important}.is-hidden .snowflake-person-chip-avatar{display:none}.is-small .snowflake-person-chip-avatar{width:56px;height:56px}.ai-summary ul{margin:16px 0 0 0 !important;padding:0 !important;list-style-type:none}.ai-summary li{margin:0;padding:0 0 0 32px;position:relative}.ai-summary li::before{content:\"\";display:block;border-radius:100%;background:#29b5e8;width:18px;height:18px;position:absolute;top:4px;left:0;border:5px solid #e5f2f7;box-sizing:border-box}.ai-summary li:not(:last-child){margin-bottom:1rem}.snowflake-content-chip-image__image{aspect-ratio:5 / 3 !important}.content-chip-new .snowflake-content-chip-image__image{height:100% !important;aspect-ratio:unset !important}.snapshot-card .snowflake-text p:not(:first-child){margin-top:var(--spacing-01)}.snapshot-card\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:nth-child(2) p:has(b){font-family:'Texta',sans-serif;margin-top:24px}.snapshot-card\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:nth-child(2) p b{font-weight:700 !important}.snapshot-card\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:nth-child(2){border-bottom:1px solid #ccc;padding-bottom:24px}.snapshot-card\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:nth-child(3) p:first-child:has(b){font-family:'Texta',sans-serif;font-size:20px !important;margin-bottom:1rem !important}.snapshot-card\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:nth-child(3) li{display:inline-block}.snapshot-card\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:nth-child(3) li a{display:inline-block;text-decoration:none;padding:4px 16px !important;border:1px solid #ccc;border-radius:24px;color:#666 !important}.snapshot-card\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:nth-child(3) ul{list-style-type:none;display:flex;padding:0 !important;margin:0 !important;gap:12px}.snapshot-card\u003E.container\u003E.cmp-container\u003E.aem-container img{width:90%;max-width:240px;margin:0 auto}.snapshot-card\u003E.container\u003E.cmp-container\u003E.aem-container{padding:40px;max-width:450px;margin:0 0 0 auto;background-color:#fff;box-shadow:0 2px 6px 0 rgba(152,162,179,.25),0 10px 20px 0 rgba(152,162,179,.10);border-radius:8px;border-top:4px solid var(--ui-01)}.ai-summary{background-color:#f3fbfe;border-left:2px solid var(--ui-01);padding:40px}.ai-summary\u003Espan p:last-child:has(i){color:#666;font-size:14px !important}.ai-summary\u003Espan p:last-child:has(i) a{color:#666 !important;text-decoration:underline !important}.ai-summary\u003Espan p:last-child:has(i) a:hover{color:var(--ui-01) !Important}.ai-summary\u003Espan p:first-child:has(b)::after{content:'';display:inline-block;width:20px;height:20px;background-image:url(\"data:image/svg+xml,%3Csvg width='24' height='24' viewBox='0 0 24 24' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M9.3158 3.15226C8.6475 6.2258 6.22698 8.64545 3.15232 9.31587C2.94923 9.36072 2.94923 9.63928 3.15232 9.68413C6.22698 10.3522 8.6475 12.7742 9.3158 15.8477C9.36067 16.0508 9.63933 16.0508 9.6842 15.8477C10.3525 12.7742 12.773 10.3545 15.8477 9.68413C16.0508 9.63928 16.0508 9.36072 15.8477 9.31587C12.773 8.64781 10.3525 6.2258 9.6842 3.15226C9.63933 2.94925 9.36067 2.94925 9.3158 3.15226Z' fill='%23249EDC'/%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M17.3725 11.5461C16.9098 13.6739 15.2341 15.3491 13.1054 15.8132C12.9649 15.8443 12.9649 16.0371 13.1054 16.0681C15.2341 16.5307 16.9098 18.2074 17.3725 20.3353C17.4035 20.4758 17.5965 20.4758 17.6275 20.3353C18.0902 18.2074 19.7659 16.5323 21.8946 16.0681C22.0352 16.0371 22.0352 15.8443 21.8946 15.8132C19.7659 15.3507 18.0902 13.6739 17.6275 11.5461C17.5965 11.4055 17.4035 11.4055 17.3725 11.5461Z' fill='%23249EDC'/%3E%3C/svg%3E%0A\");background-repeat:no-repeat;background-size:contain;background-position:center;vertical-align:middle;margin-left:8px}.ai-summary\u003Espan p:first-child:has(b){color:var(--ui-01) !important;text-transform:uppercase}.border-top{border-top:1px solid rgba(0,0,0,.2)}.border-top\u003Espan{display:block;padding-top:32px}body .snowflake-card-v2-advanced-image__image{aspect-ratio:16 / 9 !important}.content-chip-new .snowflake-content-chip-image__image{border-radius:0;object-fit:cover;height:100%}.sf-footer #ot-sdk-btn.ot-sdk-show-settings,.sf-footer #ot-sdk-btn.optanon-show-settings{color:rgba(255,255,255,.7) !important;text-underline-offset:4px;border-top:none;border-left:none;border-right:none;border-bottom:1px dotted transparent;background-color:transparent !important;background-image:none !important;transition:300ms ease text-decoration-color;padding:0 !important;font-size:12px;font-family:'Lato',sans-serif}.sf-footer #ot-sdk-btn.ot-sdk-show-settings:hover,.sf-footer #ot-sdk-btn.optanon-show-settings:hover{color:rgba(255,255,255,1) !important;border-bottom:1px dotted var(--ui-01);transition:300ms ease text-decoration-color}.sf-footer__legal-container\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:last-child{flex-shrink:0}.sf-footer__disclaimers{background-color:#042130}.sf-footer__disclaimers .snowflake-simple-stat-disclaimer p a{color:inherit;text-decoration:none !important}.sf-footer__disclaimers .snowflake-simple-stat-disclaimer p sup{margin-right:2px}.sf-footer__disclaimers .snowflake-simple-stat-disclaimer p{text-indent:-5px;padding-left:5px}.sf-footer__disclaimers-inner{border-top:1px solid rgba(255,255,255,.25);padding:40px 0}.sf-footer__disclaimers .snowflake-simple-stat{align-items:flex-start;text-align:left;color:rgba(255,255,255,.7);margin-bottom:10px}.sf-footer__social{display:flex;justify-content:center;gap:12px}.sf-footer .snowflake-footer-social-item{margin:0 !important}.sf-footer .snowflake-footer-social-item a{line-height:0;background-color:rgba(3,24,35,.8);display:inline-block;width:48px !important;height:48px;border-radius:8px;display:inline-flex;justify-content:center;align-items:center;transition:300ms ease background-color}.sf-footer .snowflake-footer-social-item a:hover{background-color:var(--ui-01) !important;transition:300ms ease background-color}.sf-footer__bottom{padding-bottom:40px}.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoError .mktoErrorMsg{max-width:100%;color:#fff}.sf-footer .mktoForm .mktoError .mktoErrorMsg .mktoErrorDetail{display:inline-block}.sf-footer .mktoFormRow:has(.mktoHtmlText:empty){display:none}.sf-footer .mktoFormRow .mktoHtmlText span{color:#fff !important}.sf-footer{background-color:#042130}.sf-footer .optanon-toggle-display:hover{text-decoration-color:var(--ui-01) !important;cursor:pointer !important;text-underline-offset:4px;text-decoration-style:dotted !important;text-decoration-color:var(--ui-01);color:#fff !important;transition:300ms ease text-decoration-color;text-decoration:underline;opacity:1}.sf-footer__logo{width:40px}.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container{row-gap:32px}.sf-footer__legal-container\u003E.container\u003E.cmp-container\u003E.aem-container{display:flex;justify-content:space-between;align-items:center;text-align:center;row-gap:16px}.sf-footer__legal-container\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:nth-child(2){text-align:center;flex-grow:1}.sf-footer__legal-links li button,.sf-footer__legal-links li a,.sf-footer__legal-links li{margin:0;color:rgba(255,255,255,.7) !important;font-weight:500}.sf-footer__legal-links li a:hover{color:rgba(255,255,255,1) !important}.sf-footer div.sf-footer__copyright p,.sf-footer div.sf-footer__legal-links li,.sf-footer div.sf-footer__legal-links a,.sf-footer div.sf-footer__legal-links p{font-size:12px !important}.sf-footer__legal-links ul{list-style-type:none;margin:0;padding:0;display:flex;gap:20px;row-gap:4px;justify-content:center;flex-wrap:wrap;text-align:center}.sf-footer__legal-links li:last-child{width:100%}.sf-footer .mktoFormRow:has(.mktoPlaceholder),.sf-footer .mktoFormRow:has(input[type=\"hidden\"]){display:none !important}.sf-footer .mktoFormCol{margin-bottom:0 !important}.sf-footer label[for=\"adhoc1\"]{width:auto !important;flex-grow:1;margin-left:16px}.sf-footer .mktoFieldWrap:has(label[for=\"adhoc1\"]){display:flex;flex-direction:row-reverse;margin-top:22px}.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoCheckboxList input[type=checkbox]{background-color:transparent !important;border:1px solid rgba(255,255,255,.4) !important;border-radius:4px !important}.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoEmailField,.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoTelField,.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoTextField,.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap select{background-color:transparent !important;color:#fff !important;height:auto !important;border:1px solid rgba(255,255,255,.4) !important;border-radius:4px !important;padding:12px 18px !important}.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoEmailField:focus,.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoTelField:focus,.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoTextField:focus,.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap select:focus{border-color:var(--ui-01) !important}.sf-footer .mktoForm *{padding:0 !important}.sf-footer .mktoForm,.sf-footer .snowflake-marketo-form-container{padding:0 !important;background:transparent;margin-bottom:0;box-shadow:none}.sf-footer .mktoHtmlText.mktoHasWidth{width:100% !important;margin:24px 0}.sf-footer .mktoFormRow{flex-direction:column}.sf-footer .mktoForm .mktoButtonWrap{margin:0 !important}.sf-footer select{background-image:url(\"data:image/svg+xml,%3Csvg width='14' height='8' viewBox='0 0 14 8' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M.981445 1.43496L6.90897 7.32496L12.9314 1.33496' stroke='white' stroke-width='1.33333' stroke-miterlimit='10' stroke-linecap='round' stroke-linejoin='round'/%3E%3C/svg%3E%0A\") !important}.sf-footer .snowflake-marketo-form .mktoButtonWrap.mktoNative{justify-content:flex-start}.sf-footer *::placeholder{color:#fff !important;opacity:.8}.sf-footer .mktoForm .mktoButtonWrap.mktoSimple .mktoButton{background-color:var(--ui-01) !important;color:#fff !important;width:100% !important;padding:12px 16px !important;border:1px solid var(--ui-01) !important;background-image:none !important;border-radius:48px;text-transform:uppercase;font-weight:800 !important;font-family:'Texta',sans-serif !important;font-size:16px !important;line-height:1.2}.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoHtmlText\u003Espan,.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap .mktoLabel\u003Espan,.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap label.mktoLabel{color:#fff !important}.sf-footer__newsletter-title p:not(:first-child){margin-top:8px !important}.sf-footer__newsletter-title p b{font-weight:800 !important;font-family:'Texta',sans-serif !important;font-size:22px !important;line-height:1.2}.sf-footer__newsletter-title p:last-child{font-size:14px !important;opacity:.8}.sf-footer__link-group li a[target=\"_blank\"]::after{content:'';display:inline-block;width:10px;height:10px;margin-left:5px;background-image:url(\"data:image/svg+xml,%3Csvg width='11' height='11' viewBox='0 0 11 11' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath d='M6.72222 1.22222C6.38471 1.22222 6.11111 .948616 6.11111 .611111C6.11111 .273607 6.38471 0 6.72222 0H10.3889C10.551 0 10.7064 .0643867 10.821 .178988C10.9356 .293596 11 .449032 11 .611111V4.27778C11 4.61529 10.7264 4.88889 10.3889 4.88889C10.0514 4.88889 9.77778 4.61529 9.77778 4.27778V2.08647L4.09879 7.76545C3.86013 8.00409 3.4732 8.00409 3.23454 7.76545C2.99589 7.52681 2.99589 7.13986 3.23454 6.90122L8.91355 1.22222H6.72222ZM0 2.44444C0 1.76943 .547207 1.22222 1.22222 1.22222H4.27778C4.61529 1.22222 4.88889 1.49583 4.88889 1.83333C4.88889 2.17084 4.61529 2.44444 4.27778 2.44444H1.22222V9.77778H8.55556V6.72222C8.55556 6.38471 8.82915 6.11111 9.16667 6.11111C9.50418 6.11111 9.77778 6.38471 9.77778 6.72222V9.77778C9.77778 10.4528 9.23059 11 8.55556 11H1.22222C.547207 11 0 10.4528 0 9.77778V2.44444Z' fill='white'/%3E%3C/svg%3E%0A\");background-size:contain;background-repeat:no-repeat;background-position:center}.sf-footer__link-group ul,.sf-footer__link-group li{margin:0;padding:0;list-style-type:none}.sf-footer__link-group ul{margin-top:20px !important}.sf-footer__link-group li{margin-top:15px}.sf-footer div.sf-footer__link-group\u003Espan\u003Ep\u003Ea,.sf-footer div.sf-footer__link-group\u003Espan\u003Ep{color:var(--ui-01) !important;font-weight:800 !important;font-family:'Texta',sans-serif !important;font-size:20px !important;line-height:1.2}.sf-footer__link-group li a{opacity:.9;color:#fff !important;font-weight:500 !important;font-size:15px !important;line-height:1.3}.sf-footer__link-group li a:hover{opacity:1}.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container::before,.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container::after{display:none}.sf-footer__column{flex-grow:1}.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:not(:first-child){width:50%}@media (min-width:800px){.sf-footer__legal-links ul{justify-content:flex-start;text-align:left}.sf-footer__social{justify-content:flex-end}.sf-footer__legal-links ul{padding-left:24px}.sf-footer__legal-container\u003E.container\u003E.cmp-container\u003E.aem-container{text-align:right;flex-wrap:nowrap}.sf-footer__legal-links.align-left ul{justify-content:flex-start}.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container{display:flex;justify-content:space-between;flex-direction:row}.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:auto !important;max-width:200px}.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:first-child{flex-grow:1;order:2;width:100% !important;max-width:none}.sf-footer__legal-container\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:auto}}@media screen and (min-width:1380px){.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container{flex-wrap:nowrap}.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:first-child{padding-right:48px;max-width:380px;background-color:rgba(3,24,35,.4);padding:32px;margin-left:48px;border-radius:16px}.sf-footer__link-group li,.sf-footer__link-group li a{font-size:14px !important;line-height:1.3}}@media screen and (max-width:991px){.sf-footer-grid__inner\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv:first-child{order:2;margin-top:24px !important}}@media screen and (max-width:420px){.is-reduced-mobile .heading-1-v2,.is-reduced-mobile .heading-1-v2-sm{font-size:32px;line-height:28px}}.quote-content-chip{background-color:var(--ui-background-05);padding:24px;border-radius:12px;position:relative}.quote-content-chip .black-blue-text-color .snowflake-title-v2-line\u003Espan{color:rgba(0,0,0,.8) !important;font-size:15px !important;line-height:1.5 !important;font-family:'Lato',sans-serif;font-weight:400 !important}.quote-content-chip .black-blue-text-color .snowflake-title-v2-line\u003Espan:not(:first-child){max-width:calc(100% - 200px)}.quote-content-chip .black-blue-text-color .snowflake-title-v2-line\u003Espan:nth-child(2){font-family:'Texta',sans-serif;color:#000 !important;font-size:20px !important;font-weight:800 !important;margin-top:24px}.quote-content-chip .snowflake-content-chip-image{width:140px !important}@media screen and (min-width:992px){.quote-content-chip .snowflake-content-chip-image{position:absolute !important;bottom:24px;right:16px}}@media screen and (max-width:991px){.quote-content-chip .snowflake-content-chip-image{margin-bottom:40px}.quote-content-chip{flex-direction:column}}#spa-root{background-color:#fff}.lowercase .snowflake-title-v2-line{text-transform:none !important}.centered .snowflake-logo-content-container-inner{justify-content:center}div.snowflake-linklist-dropdown-menu{max-height:380px}.first-line-blue .snowflake-typographyv2 .snowflake-title-v2-line:first-child{color:var(--ui-01) !important}.is-front{position:relative;z-index:2}.use-case-body .snowflake-text h1,.use-case-body .snowflake-text h2,.use-case-body .snowflake-text h3,.use-case-body .snowflake-text h4,.use-case-body .snowflake-text h5,.use-case-body .snowflake-text h6{font-family:'Texta',sans-serif;color:#000;margin:.25rem 0 0 0}.pc-hero .button-group\u003E.container\u003E.cmp-container\u003E.aem-container{justify-content:flex-start}.sf-footer .mktoFormRow .mktoHtmlText span{font-family:'Lato',sans-serif !important}.snowflake-button-primary.snowflake-button-blue .snowflake-button-container{justify-content:center}.related-chip-25{background-color:#fff;border:1px solid rgba(204,204,204,.5);border-radius:8px;padding:20px;position:relative}.related-chip-25:hover{box-shadow:rgba(152,162,179,.1) 0 10px 20px 0}.related-chip-25:hover::after{right:24px;transition:300ms ease right}.related-chip-25::after{content:'';display:block;transition:300ms ease right;background-image:url(\"data:image/svg+xml,%3Csvg width='8' height='14' viewBox='0 0 8 14' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Cpath fill-rule='evenodd' clip-rule='evenodd' d='M7.66699 7C7.66699 6.6571 7.53559 6.32825 7.30169 6.08578L2.34446 .947072C1.84529 .429617 1.0164 .429617 .517219 .947072C.0427878 1.43887 .042788 2.21798 .517219 2.70978L4.65591 7L.51722 11.2902C.0427889 11.782 .0427887 12.5611 .51722 13.0529C1.0164 13.5704 1.84529 13.5704 2.34447 13.0529L7.30169 7.91421C7.53559 7.67175 7.66699 7.34289 7.66699 7Z' fill='%2329B5E8'/%3E%3C/svg%3E%0A\");width:8px;height:14px;display:block;position:absolute;right:30px;top:50%;transform:translateY(-50%);background-size:contain;background-position:center;background-repeat:no-repeat}.related-chip-25 .heading-5-v2{font-size:22px;line-height:1.1}.related-chip-25 .snowflake-content-chip-image{width:48px;flex-shrink:0}.related-chip-25 .snowflake-content-chip-image__image{aspect-ratio:1;height:auto;object-fit:contain}.related-chip-25 .snowflake-content-chip-button{display:none}.related-chip-25 .snowflake-content-chip-content-without-tag{flex-grow:1;padding-right:24px}.case-study-25.small-logo .snowflake-case-study-card-logo img{width:60px !important}.swiper-slide .case-study-25{width:95%;margin-left:auto;margin-right:auto}.case-study-25 .snowflake-case-study-card-logo img{width:140px !important;height:auto !important;transform:none !important;margin:24px 0 8px 0}.case-study-25 .snowflake-case-study-card-image__image{object-position:left center}.case-study-25 .snowflake-case-study-card-information-container{padding-right:24px}.case-study-25 ul{list-style-type:none;padding:0;margin:8px 0 0 0}.case-study-25 li{font-size:15px !important;line-height:1.3 !important;display:flex;flex-direction:column;border-left:4px solid var(--ui-01);padding-left:24px;margin-top:24px;color:#535862;gap:4px}.case-study-25 li b{display:block;font-family:'Texta',sans-serif;font-weight:900 !important;font-size:48px !important;line-height:.9 !important;color:var(--ui-01)}.case-study-25 .snowflake-case-study-card-description p{color:#535862}.case-study-25 .snowflake-case-study-card-description p:nth-child(2):not(:has(a)){color:#000;font-family:Texta;font-size:30px !important;line-height:1 !important;font-style:normal;font-weight:700;text-indent:-8px}.case-study-25.is-story .snowflake-case-study-card-description p:nth-child(2):not(:has(a)){text-indent:0}.case-study-25 .snowflake-case-study-card-key-card{background-color:transparent}.case-study-25 .snowflake-case-study-card-button{display:none}.case-study-25{border-radius:24px;overflow:hidden}@media screen and (min-width:1024px){.case-study-25 .snowflake-case-study-card-left-container{position:static;width:60%;min-height:0}.case-study-25 .snowflake-case-study-card-right-container::after{content:'';display:block;width:60%;max-width:340px;padding-bottom:50%;background-image:url(\"data:image/svg+xml,%3Csvg xmlns='http://www.w3.org/2000/svg' fill='none' viewBox='0 0 22 16' class='snowflake-pushdown-banner-placeholder-arrow'%3E%3Cpath fill='%2329B5E8' fill-rule='evenodd' d='M17.865 8.756c.088-.274.124-.555.118-.834a2.551 2.551 0 0 0-1.3-2.142L7.887.76C6.645.055 5.063.475 4.35 1.7a2.535 2.535 0 0 0 .947 3.494l4.916 2.809-4.916 2.801a2.543 2.543 0 0 0-.947 3.502c.713 1.222 2.295 1.64 3.537.934l8.796-5.024a2.541 2.541 0 0 0 1.182-1.46Z' clip-rule='evenodd'%3E%3C/path%3E%3C/svg%3E\");background-size:contain;background-repeat:no-repeat;position:absolute;top:-10%;left:-20%}.case-study-25 .snowflake-case-study-card-right-container{max-width:none;width:40%;position:absolute;top:-5%;right:-5%;z-index:0;height:110%}}@media screen and (min-width:768px){.case-study-25 li{max-width:50%}.case-study-25 ul{display:flex;gap:48px}}.snowflake-text.section-eyebrow p{margin-left:auto;margin-right:auto;margin-bottom:16px !important}.snowflake-text.section-eyebrow p,.snowflake-text.eyebrow-text p{text-transform:uppercase;font-family:'Texta',sans-serif !important;font-weight:800 !important;letter-spacing:.025em;margin-bottom:12px;line-height:1.1 !important}.snowflake-title-v2.dynamic .heading-2-v2 span.snowflake-title-v2-line{font-size:clamp(2.5rem,4.5vw,4rem) !important;line-height:.82 !important}.checklist ul{padding:0;margin:0}.checklist ul li{list-style-type:none;padding-left:32px;position:relative}.checklist ul li:not(:last-child){margin-bottom:1em}.checklist ul li::before{content:'';display:inline-block;width:20px;height:20px;background-image:url(\"data:image/svg+xml,%3Csvg width='24' height='25' viewBox='0 0 24 25' fill='none' xmlns='http://www.w3.org/2000/svg'%3E%3Crect y='.985352' width='24' height='24' rx='12' fill='%23D4F0FA'/%3E%3Cpath d='M7.28613 13.2967L10.7147 16.7253L17.5718 9.86816' stroke='%2329B5E8' stroke-width='2' stroke-linecap='round' stroke-linejoin='round'/%3E%3C/svg%3E%0A\");background-size:contain;background-repeat:no-repeat;position:absolute;top:3px;left:0}.last-line-blue .snowflake-typographyv2 .snowflake-title-v2-line:last-child{color:var(--ui-01)}.snowflake-text p sup{line-height:0}.snowflake-title-v2.lowercase .heading-3-v2{font-size:28px;line-height:1;text-transform:none;font-weight:700}.snowflake-title-v2.lowercase .heading-2-v2{font-size:32px;line-height:1;text-transform:none;font-weight:700}.content-chip-new{border:1px solid rgba(204,204,204,.5);border-radius:16px;overflow:hidden}.content-chip-new .snowflake-image-container{border-radius:0;display:none}.content-chip-new .snowflake-content-chip-image{margin-right:0;max-width:180px;flex-shrink:0}.content-chip-new .snowflake-content-chip-content{padding:24px}.content-chip-new .black-blue-text-color .snowflake-title-v2-line:first-child{font-size:24px;line-height:1.1}.content-chip-new .black-blue-text-color .snowflake-title-v2-line:not(:first-child){font-family:'Lato',sans-serif;font-size:17px;color:#535862 !important;font-weight:500;line-height:1.45;margin-top:8px;display:none}div.snowflake-text a{font-weight:normal;color:var(--ui-01);text-decoration:underline;text-underline-offset:4px;text-decoration-style:dotted !important;text-decoration-color:transparent;transition:300ms ease text-decoration-color}div.snowflake-text a:hover{text-decoration-color:var(--ui-01);transition:300ms ease text-decoration-color}.footer-nav__link-group .snowflake-button-container,.subnav__item--button,.snowflake-card-v2-advanced-button .snowflake-button-container{justify-content:flex-start}.button-container\u003E.container\u003E.cmp-container\u003E.aem-container{align-items:center}.button-container\u003E.container\u003E.cmp-container\u003E.aem-container .snowflake-button-primary+.snowflake-button-link{margin-left:12px !important}.snowflake-button-regular.snowflake-button-link .snowflake-button-container{font-size:18px !important;text-align:left;justify-content:flex-start;line-height:1.4 !important}body .snowflake-card-v2-advanced{border:1px solid rgba(204,204,204,.5);border-radius:var(--spacing-02);transition:300ms ease all}body .snowflake-card-v2-advanced:hover{transform:translateY(-10px);box-shadow:rgba(152,162,179,.1) 0 10px 20px 0;transition:300ms ease all}body .snowflake-card-v2-advanced-inner{border-bottom:none}body .snowflake-card-v2-advanced-image{line-height:0}body .snowflake-card-v2-advanced-image__image{aspect-ratio:16 / 9}body .snowflake-card-v2-advanced-content{position:relative}body .snowflake-card-v2-advanced-content::after{content:'';display:block;position:absolute;bottom:0;left:0;transition:300ms ease all;width:20%;height:4px;background-color:var(--ui-01);opacity:0}body .snowflake-card-v2-advanced:hover .snowflake-card-v2-advanced-content::after{width:100%;opacity:1;transition:300ms ease all}body .snowflake-card-v2-advanced .snowflake-button-link.snowflake-button-blue .snowflake-button-container\u003E.link-icon{transition:300ms ease transform}body .snowflake-card-v2-advanced:hover .snowflake-button-link.snowflake-button-blue .snowflake-button-container\u003E.link-icon{transform:translateX(4px);transition:300ms ease transform}.six-columns\u003E.container\u003E.cmp-container\u003E.aem-container,.three-columns\u003E.container\u003E.cmp-container\u003E.aem-container,.four-columns\u003E.container\u003E.cmp-container\u003E.aem-container,.five-columns\u003E.container\u003E.cmp-container\u003E.aem-container{display:flex;flex-wrap:wrap;gap:24px}.six-columns.align-center\u003E.container\u003E.cmp-container\u003E.aem-container,.three-columns.align-center\u003E.container\u003E.cmp-container\u003E.aem-container,.four-columns.align-center\u003E.container\u003E.cmp-container\u003E.aem-container,.five-columns.align-center\u003E.container\u003E.cmp-container\u003E.aem-container{justify-content:center}.three-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:100%;margin:0 !important}.six-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv,.four-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv,.five-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:calc(50% - 12px);margin:0 !important}@media screen and (min-width:768px){.three-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:calc(50% - 12px)}.six-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv,.four-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv,.five-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:calc(33.333% - 16px)}}@media screen and (min-width:1024px){.snowflake-title-v2.lowercase .heading-3-v2{font-size:34px}.snowflake-title-v2.lowercase.larger .heading-2-v2{font-size:44px;line-height:.95}.three-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:calc(33.333% - 16px)}.four-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:calc(25% - 18px)}.five-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:calc(20% - 19.2px)}.six-columns\u003E.container\u003E.cmp-container\u003E.aem-container\u003Ediv{width:calc(16.6666% - 20px)}.snowflake-title-v2.lowercase .heading-3-v2{font-size:28px !important}}@media screen and (min-width:1200px){.snowflake-title-v2.lowercase .heading-2-v2{font-size:40px}.content-chip-new .snowflake-content-chip-content{padding:32px}.content-chip-new .snowflake-image-container,.content-chip-new .black-blue-text-color .snowflake-title-v2-line:not(:first-child){display:block}}.promo-banner-25{border-radius:16px;overflow:hidden}.promo-banner-25 .snowflake-premium-content-banner-image-container{position:relative;max-width:380px}.promo-banner-25 .snowflake-text{color:#535862}.promo-banner-25 .snowflake-premium-content-banner-image__image{transform:translateY(8px);transition:300ms ease transform;border-radius:0;width:85%;margin:0 auto;display:block;position:relative;z-index:1}.promo-banner-25 .snowflake-premium-content-banner-image__link:hover .snowflake-premium-content-banner-image__image{transform:translateY(0);transition:300ms ease transform}.promo-banner-25 .snowflake-premium-content-banner-image__inner{height:auto;padding-top:24px}.promo-banner-25 .snowflake-premium-content-banner-image__link{position:relative;z-index:1;height:auto}.promo-banner-25 .snowflake-premium-content-banner-image__link::after{content:'';display:block;position:absolute;clip-path:polygon(0 0,66% 0,100% 100%,0 100%);bottom:0;left:0;width:100%;height:100%;background:var(--ui-01);transition:300ms ease width}.promo-banner-25 .snowflake-premium-content-banner-image__link:hover::after{width:110%;transition:300ms ease width}.sf-footer .snowflake-marketo-form .mktoFormRow .mktoFieldWrap select{background-position:95% 50%}.sf-footer__disclaimers .text-size-small .snowflake-text p{color:#fff !important;font-size:10px !important;opacity:.8}@media screen and (min-width:768px){.sf-footer__disclaimers .text-size-small .snowflake-text p{font-size:12px !important}}@media screen and (max-width:1023px){.mobile-top-padding{padding-top:64px}}@media (max-width:799px){.sf-footer .snowflake-marketo-form .mktoButtonWrap.mktoNative .mktoButton{width:100% !important}.sf-footer__logo{text-align:center;display:block;margin:0 auto}}.customer-card .snowflake-card-v2-advanced-image{aspect-ratio:4.35 / 1}.customer-card .snowflake-card-v2-advanced-image__image{width:100%;height:100%;padding-left:8px;object-fit:contain;object-position:left center;margin:0 !important;aspect-ratio:initial}.customer-card .snowflake-card-v2-advanced-image__inner{height:110px}.customer-card .snowflake-card-v2-advanced-tag-indicator{display:none}.pc-hero .snowflake-container-arrow-small-gray-image{top:-34% !important;width:18% !important}.pc-hero .snowflake-container-arrow-small-gray-image path{fill:var(--ui-01);opacity:1}@media screen and (max-width:767px){.mobile-padding-top{padding-top:64px}.hide-mobile{display:none !important}.pc-hero{padding-top:52px}.pc-hero .snowflake-text p,.pc-hero .left-alignment .snowflake-title-v2-line,.pc-hero h1 span{text-align:center !important}}div.snowflake-pushdown-banner-button{margin-top:0}.button-group.align-center\u003E.container\u003E.cmp-container\u003E.aem-container{align-items:center;justify-content:center !important}.text-center .snowflake-breadcrumb-swiper .swiper-wrapper{justify-content:center}div.snowflake-breadcrumb a.snowflake-breadcrumb-item,.snowflake-breadcrumb div.snowflake-breadcrumb-item{text-transform:none;font-weight:500}.snowflake-breadcrumb svg{display:none !important}.snowflake-breadcrumb a:has(svg)::after{content:'/';margin:0 12px;color:#666}.hide-filters .snowflake-filterable-and-searchable-grid-top-part{display:none !important}.page-section{padding-left:24px;padding-right:24px}@media screen and (min-width:768px){.page-section{padding-left:48px;padding-right:48px}}.download-card pre[class*=language-]{overflow-x:scroll !important}",":type":"snowflake-site/components/markup-editor","isGSAPEnabled":false}},":itemsOrder":["container_copy","container_573483281_","markup_editor_copy"]}},":itemsOrder":["root"],"classNames":"aem-xf"},"markup_editor":{"id":"markup-editor-d2e6f298b4","title":"Quickstarts Overrides","cssContent":".snowflake-markdown blockquote{padding:24px 32px;background:#f6f9fa;border:1px solid #29b5e8;border-radius:16px}.snowflake-markdown .snowflake-image-container img{width:auto !important;max-width:100%}.snowflake-markdown .snowflake-text ol{padding-left:20px !important}.snowflake-markdown .snowflake-text li{margin:0 0 12px 0 !important}.snowflake-markdown h3.snowflake-markdown-h3{font-size:20px !important;font-family:Texta,sans-serif !important}@media (min-width:768px){.snowflake-markdown h3.snowflake-markdown-h3{font-size:28px !important}}",":type":"snowflake-site/components/markup-editor","isGSAPEnabled":false}},":itemsOrder":["experiencefragment-banner","experiencefragment-header","markup_editor_1950346551","responsivegrid","modal_container","experiencefragment-footer","markup_editor"],":type":"wcm/foundation/components/responsivegrid"}},":itemsOrder":["root"],":hierarchyType":"page",":path":"/content/snowflake-site/global/en/developers/guides/snowflake-confluent-tableflow-iceberg","locale":"en"}