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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-0dc2103c7e","quickstartHeroTitle":{"lines":["Viewing Location Data on an Interactive Map"],"type":"heading2",":type":"snowflake-site/components/title-v2"},"quickstartHeroAuthor":"Carston Hernke","quickstartHeroFirstSnowflakeFeatureTag":{"tagText":"External 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app.","paragraphs":["<!-- ------------------------ -->\n","\u003Ch2\u003EOverview\u003C/h2\u003E\n","\u003Cp\u003EHoneycomb Maps is a Snowflake Native App for building interactive map dashboards using data in Snowflake tables. As a native app, Honeycomb Maps runs completely inside Snowflake, keeping data secure by eliminating the need to extract or duplicate it.\u003C/p\u003E\n","\u003Cp\u003EHoneycomb Maps provides a no-code interface for creating interactive, shareable, and data-driven maps directly within Snowflake. This ensures that location data never leaves the Snowflake environment, allowing for cutting-edge interactive maps while maintaining all of Snowflake's security, governance, and scalability benefits.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/honeycomb_overview.png\" alt=\"Honeycomb Maps Overview\"\u003E\u003C/p\u003E\n","\u003Cp\u003EIn this quickstart guide, you will learn how to use Honeycomb Maps to create an interactive visualization of geospatial data. You will create a map showing pizza restaurants in New York City, add additional layers to visualize density, and create interactive components to filter the data.\u003C/p\u003E\n","\u003Ch3\u003EPrerequisites\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EA \u003Ca href=\"https://signup.snowflake.com/?utm_source=snowflake-devrel&utm_medium=developer-guides&utm_cta=developer-guides\"\u003ESnowflake\u003C/a\u003E account.\u003C/li\u003E\u003Cli\u003EPermissions to install apps from Snowflake Marketplace (An ACCOUNTADMIN role will work)\u003C/li\u003E\u003Cli\u003EAccess to Snowflake's US_REAL_ESTATE sample database (available for free from Snowflake Marketplace) or your own geospatial data\u003C/li\u003E\u003Cli\u003EBasic familiarity with SQL queries\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You'll Learn\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EHow to install the Honeycomb Maps app from the Snowflake Marketplace\u003C/li\u003E\u003Cli\u003EHow to access Snowflake tables from Honeycomb Maps\u003C/li\u003E\u003Cli\u003EHow to visualize point data on an interactive map\u003C/li\u003E\u003Cli\u003EHow to add a density heatmap layer using H3 cells\u003C/li\u003E\u003Cli\u003EHow to add interactive filters and metrics to the map\u003C/li\u003E\u003Cli\u003EHow to save and share your map\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EWhat You'll Build\u003C/h3\u003E\n","\u003Cp\u003EAn interactive map dashboard showing pizza restaurants in New York City with:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EPoints representing individual restaurants\u003C/li\u003E\u003Cli\u003EA density heatmap using H3 cells\u003C/li\u003E\u003Cli\u003EInteractive area filters to explore specific areas\u003C/li\u003E\u003Cli\u003EComponents showing real-time aggregated metrics\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003ELet's get started with creating our first Honeycomb map!\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EInstall Honeycomb Maps\u003C/h2\u003E\n","\u003Cp\u003EThe first step is to install the Honeycomb Maps application from the Snowflake Marketplace.\u003C/p\u003E\n","\u003Ch3\u003EAccess the Application Listing in the Snowflake Marketplace\u003C/h3\u003E\n","\u003Cp\u003EThe application listing is located at the following link: \u003Ca href=\"https://app.snowflake.com/marketplace/listing/GZSYZTWLBH/honeycomb-maps-honeycomb-maps\"\u003Ehttps://app.snowflake.com/marketplace/listing/GZSYZTWLBH/honeycomb-maps-honeycomb-maps\u003C/a\u003E\u003C/p\u003E\n","\u003Cp\u003EAlternatively, you can search for "Honeycomb Maps" within the Snowflake Marketplace\u003C/p\u003E\n","\u003Ch3\u003EInstall the Application\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003EOn the Honeycomb Maps listing page, click the blue \u003Cstrong\u003EGet\u003C/strong\u003E button.\u003C/li\u003E\u003Cli\u003EA pop-up window will appear with additional details. You can use the default warehouse and default options.\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003EGet\u003C/strong\u003E to start the installation.\u003C/li\u003E\u003Cli\u003EAfter a few seconds you should see that the app was succesfully installed, with an option to configure it.\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/app_installation_success_modal.png\" alt=\"App installation success\"\u003E\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EFinish installation\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003EFor the Honeycomb Maps app to function, you will need to grant it a series of permissions. The UI will show the permissions required.\u003C/li\u003E\u003C/ol\u003E\n\u003Cul\u003E\u003Cli\u003EClick 'Grant' to grant these permissions to the application.\u003C/li\u003E\u003Cli\u003EClick 'Review' to review the configuration for accessing basemap tiles. This is required to show basemaps (streets, countries) under your data on maps. Click on 'Connect' to allow this configuration.\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/activate_configure_honeycomb_maps_screen.png\" alt=\"Activate configure Honeycomb Maps screen\"\u003E\u003C/p\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003EClick 'Activate'.\u003C/li\u003E\u003Cli\u003EThe app will take 10-15 minutes to activate and become available to use. While we wait for this to complete, we will go get data from Snowflake Marketplace.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/activate_configure_honeycomb_maps_waiting.png\" alt=\"Activate waiting Honeycomb Maps screen\"\u003E\u003C/p\u003E\n","\u003Ch2\u003EGet POI Data\u003C/h2\u003E\n","\u003Ch3\u003EGet the Data from Marketplace\u003C/h3\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/snowflake_real_estate_data_listing.png\" alt=\"Snowflake Real Estate Data Listing\"\u003E\nSnowflake provides a free dataset of POI (Point of Interest) data across the United States. This dataset can be added your account through the Snowflake Marketplace. Here is a link to the listing: \u003Ca href=\"https://app.snowflake.com/marketplace/listing/GZTSZAS2KI6/snowflake-data-us-real-estate\"\u003Ehttps://app.snowflake.com/marketplace/listing/GZTSZAS2KI6/snowflake-data-us-real-estate\u003C/a\u003E.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EOpen Snowflake Marketplace and find the 'US Real Estate' dataset provided by Snowflake\u003C/li\u003E\u003Cli\u003EClick on 'Get' and follow the instructions to add this data to your account\u003C/li\u003E\u003Cli\u003EOnce the data has been added, make sure that you can query the data successfully. Open up a new worksheet in Snowsight (Projects -> Worksheets -> '+') and run the following query:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- verify whether we can query the Snowflake POI data\nSELECT\n    poi.poi_name,\n    poi.websites[0]::VARCHAR as website,\n    addr.latitude,\n    addr.longitude\nFROM us_real_estate.cybersyn.point_of_interest_index AS poi\nJOIN us_real_estate.cybersyn.point_of_interest_addresses_relationships AS map\n    ON (poi.poi_id = map.poi_id)\nJOIN us_real_estate.cybersyn.us_addresses AS addr\n    ON (map.address_id = addr.address_id)\nWHERE addr.city = 'New York'\n  AND addr.state = 'NY'\n  AND poi.category_main = 'Pizza Restaurant';\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003EThis demo focuses on Pizza Restaurants. However, by changing the 'poi.category_main' field, you can find data on many different types of businesses across the US. This can be very useful for finding lists of business customer prospects or for scouting the competitors in a new market.\u003C/p\u003E\n\u003C/blockquote\u003E\n\u003Col start=\"4\"\u003E\u003Cli\u003EThe query above should run successfully and return 10 rows of data. If it does not, make sure that the role you are using has access to the 'US_REAL_ESTATE' database that was created when you added the data from Marketplace.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/poi_data_snowsight_query.png\" alt=\"POI data Snowsight query\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EConfigure the Honeycomb Maps application\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003ENavigate to \u003Cstrong\u003ECatalog\u003C/strong\u003E -> \u003Cstrong\u003EApps\u003C/strong\u003E in the Snowsight left navigation menu (or \u003Ca href=\"https://app.snowflake.com/_deeplink/#/apps/applications?utm_source=quickstart&utm_medium=quickstart&utm_campaign=-us-en-all&utm_content=app-viewing-location-data-on-an-interactive-map\"\u003Eclick here\u003C/a\u003E to go directly)\u003C/li\u003E\u003Cli\u003EClick on \u003Cstrong\u003EHoneycomb Maps\u003C/strong\u003E\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch4\u003EConfigure Restricted Caller's Rights\u003C/h4\u003E\n","\u003Cp\u003EHoneycomb Maps uses the current user's identity to allow for querying data within Snowflake. This uses a Snowflake feature named \u003Ca href=\"https://docs.snowflake.com/en/developer-guide/restricted-callers-rights\"\u003ERestricted Caller's Rights (RCR)\u003C/a\u003E.\u003C/p\u003E\n","\u003Cp\u003EBefore users can query data in Honeycomb Maps, you must set up RCR. \u003Cstrong\u003ENote: this can also be done using the SQL command below\u003C/strong\u003E\u003C/p\u003E\n","\u003Ch5\u003EConfigure RCR using SQL\u003C/h5\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E// Your selected grants\nGRANT INHERITED CALLER USAGE ON ALL SCHEMAS IN DATABASE "US_REAL_ESTATE" TO APPLICATION "HONEYCOMB_MAPS";\nGRANT INHERITED CALLER SELECT ON ALL TABLES IN DATABASE "US_REAL_ESTATE" TO APPLICATION "HONEYCOMB_MAPS";\nGRANT INHERITED CALLER SELECT ON ALL EXTERNAL TABLES IN DATABASE "US_REAL_ESTATE" TO APPLICATION "HONEYCOMB_MAPS";\nGRANT INHERITED CALLER SELECT ON ALL VIEWS IN DATABASE "US_REAL_ESTATE" TO APPLICATION "HONEYCOMB_MAPS";\n\n// Grants required to use your selected grants\nGRANT CALLER USAGE ON DATABASE "US_REAL_ESTATE" TO APPLICATION "HONEYCOMB_MAPS";\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Ch5\u003EConfigure RCR with the Snowsight UI\u003C/h5\u003E\n\u003Col\u003E\u003Cli\u003EClick on the 'Privileges' tab on the app page in Snowsight\u003C/li\u003E\u003Cli\u003EScroll down to 'Restricted caller's rights'\u003C/li\u003E\u003Cli\u003EClick on 'Add Grants' and select which permissions users will be able to use with the Honeycomb Maps app.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003EWe recommend granting \u003Ccode\u003ESELECT\u003C/code\u003E rights on all tables and views. For this demo, the minimum permissions required are \u003Ccode\u003EUSAGE\u003C/code\u003E on the \u003Ccode\u003EUS_REAL_ESTATE\u003C/code\u003E database, \u003Ccode\u003EUSAGE\u003C/code\u003E on all schemas in the \u003Ccode\u003EUS_REAL_ESTATE\u003C/code\u003E database, and \u003Ccode\u003ESELECT\u003C/code\u003E on all external tables, views, and tables in the \u003Ccode\u003EUS_REAL_ESTATE\u003C/code\u003E database.\u003C/p\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003ETip: RCR does not change the permissions that users already have. Instead, it allows the Honeycomb Maps app to utilize a subset of a user's existing permissions when then interact with the app. This makes it easy for users to start using Honeycomb Maps without compromising security.\u003C/p\u003E\n\u003C/blockquote\u003E\n","\u003Cp\u003EThe Restricted Caller's Rights section in the 'Privileges' tab:\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/configure_restricted_callers_rights_section.png\" alt=\"Configure restricted caller's rights tab\"\u003E\u003C/p\u003E\n","\u003Cp\u003ESelecting the \u003Ccode\u003EUS_REAL_ESTATE\u003C/code\u003E database:\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/configure_rcr_select_database.png\" alt=\"Selecting database for RCR\"\u003E\u003C/p\u003E\n","\u003Cp\u003EHere are the minimum permissions required for this demo:\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/configure_rcr_review_permissions.png\" alt=\"Review screen showing minimum permissions required\"\u003E\u003C/p\u003E\n","\u003Ch3\u003EAllow users to access the Honeycomb Maps Warehouse\u003C/h3\u003E\n","\u003Cp\u003ETo allow users to access data within Honeycomb Maps, you must configure permissions for users to use the application's warehouse. To do this, run the following query:\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003EGRANT CALLER USAGE ON WAREHOUSE honeycomb_maps_warehouse TO APPLICATION honeycomb_maps;\n\u003C/code\u003E\u003C/pre\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003EReplace HONEYCOMB_MAPS with the application name you specified during installation if you used a different name. The warehouse will always be named by adding _WAREHOUSE to the application name.\u003C/p\u003E\n\u003C/blockquote\u003E\n\u003Cblockquote\u003E\n","\u003Cp\u003EImportant: Honeycomb Maps will not function if the permission above is not configured.\u003C/p\u003E\n\u003C/blockquote\u003E\n","\u003Ch3\u003ELaunch the Application\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003ENavigate to \u003Cstrong\u003EApps\u003C/strong\u003E in the left navigation menu\u003C/li\u003E\u003Cli\u003EFind and click on \u003Cstrong\u003EHoneycomb Maps\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EIf you are not taken directly to the application, click on 'Launch app'\u003C/li\u003E\u003Cli\u003EThe application will open in a new browser tab. For security reasons, you may need to log into Snowflake again.\u003C/li\u003E\u003Cli\u003EYou should see the following screen:\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/honeycomb_maps_landing_page.png\" alt=\"Honeycomb maps new install landing page\"\u003E\u003C/p\u003E\n","\u003Cp\u003E_If you don't see the screen above, ensure that you ran the grant warehouse query in the previous step.\u003C/p\u003E\n","\u003Cp\u003EYou have now successfully installed Honeycomb Maps and are ready to create your first interactive map!\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ECreate Your First Map\u003C/h2\u003E\n","\u003Cp\u003ENow that you have Honeycomb Maps installed, let's create your first map visualization.\u003C/p\u003E\n","\u003Ch3\u003ECreate a new map\u003C/h3\u003E\n\u003Col\u003E\u003Cli\u003EOn the top left of the Honeycomb Maps home screen, click on '+ New Map'. Enter a name and description for this new map.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/create_new_map.png\" alt=\"Create new map ui\"\u003E\u003C/p\u003E\n\u003Col start=\"2\"\u003E\u003Cli\u003EClick on \u003Cstrong\u003ECreate New Map\u003C/strong\u003E. Then once it has been created successfully, click on \u003Cstrong\u003EOpen Map\u003C/strong\u003E.\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EAdd the Pizza Data to the Map\u003C/h3\u003E\n","\u003Cp\u003ENext, we'll connect to Snowflake data to visualize pizza restaurants in New York:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EClick on \u003Cstrong\u003EEdit Map\u003C/strong\u003E in the bottom-right corner to open the configuration sidebar.\u003C/li\u003E\u003Cli\u003EClick on \u003Cstrong\u003EAdd Data Source\u003C/strong\u003E. This will add a new Snowflake Query data source.\u003C/li\u003E\u003Cli\u003EClick on \u003Cstrong\u003EOpen SQL Editor\u003C/strong\u003E to edit the query for this data source.\u003C/li\u003E\u003Cli\u003EPaste this query into the SQL Editor \u003Cem\u003E(it is similar to the query in the previous step, just with the LIMIT removed and more columns selected)\u003C/em\u003E:\u003C/li\u003E\u003C/ol\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003ESELECT\n    poi.poi_name,\n    poi.category_main,\n    poi.category_alternate,\n    poi.websites[0]::VARCHAR as website,\n    addr.latitude,\n    addr.longitude,\n    addr.city,\n    addr.state,\n    addr.zip\nFROM us_real_estate.cybersyn.point_of_interest_index AS poi\nJOIN us_real_estate.cybersyn.point_of_interest_addresses_relationships AS map\n    ON (poi.poi_id = map.poi_id)\nJOIN us_real_estate.cybersyn.us_addresses AS addr\n    ON (map.address_id = addr.address_id)\nWHERE addr.city = 'New York'\n  AND addr.state = 'NY'\n  AND poi.category_main = 'Pizza Restaurant';\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/custom_sql_interface.png\" alt=\"Honeycomb Maps SQL editor interface\"\u003E\u003C/p\u003E\n","\u003Cp\u003EThis query joins several tables to find all pizza restaurants in New York City, retrieving their names, categories, and geographic coordinates.\u003C/p\u003E\n\u003Col start=\"7\"\u003E\u003Cli\u003E\n","\u003Cp\u003EClick \u003Cstrong\u003ERun\u003C/strong\u003E to test the query\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EVerify that it returns the pizza restaurant data (it should return around 3200 rows). Note: If you see an error, make sure that you have configured restricted caller's rights correctly (previous step).\u003C/p\u003E\n\u003C/li\u003E\u003Cli\u003E\n","\u003Cp\u003EClick \u003Cstrong\u003ESave and Close\u003C/strong\u003E\u003C/p\u003E\n\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003EA point layer will be automatically added to your map, showing the location of each pizza restaurant. Scroll to zoom into New York City.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/initial_point_layer.png\" alt=\"Initial Point Layer\"\u003E\u003C/p\u003E\n","\u003Ch3\u003ECustomize Point Styling\u003C/h3\u003E\n","\u003Cp\u003ELet's improve the appearance of the pizza locations on the map:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EClick on \u003Cstrong\u003EMap Layers\u003C/strong\u003E in the sidebar\u003C/li\u003E\u003Cli\u003EClick on the automatically created \u003Cstrong\u003EPoint Layer\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EChange the label to "Pizza Locations". You will notice that the label on the Legend on the left-hand side changes automatically.\u003C/li\u003E\u003Cli\u003EYou can edit the size of the points in the 'Appearance' section, and the color of the points in the 'Colors' section.\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EEnable Tooltips\u003C/h3\u003E\n","\u003Cp\u003ETooltips allow users to see information about each restaurant when hovering over points:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EWith your Point Layer selected, click on \u003Cstrong\u003ETooltip Settings\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EToggle \u003Cstrong\u003EEnable Tooltips\u003C/strong\u003E to On\u003C/li\u003E\u003Cli\u003ESelect \u003Cstrong\u003EPOI_NAME\u003C/strong\u003E and \u003Cstrong\u003EWEBSITE\u003C/strong\u003E as fields to show in the tooltip\u003C/li\u003E\u003Cli\u003EYou can now hover over points on the map to see restaurant names and websites.\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/tooltip_configuration.png\" alt=\"Tooltip Configuration\"\u003E\u003C/p\u003E\n","\u003Cp\u003EYour map now displays all pizza restaurants with customized styling and tooltips!\u003C/p\u003E\n","\u003Ch2\u003EAdd a Density Layer\u003C/h2\u003E\n","\u003Cp\u003ENow, let's add a layer to show the density of pizza restaurants using hexagonal H3 cells. H3 is a hexagon-based spatial index that allows us to group points into hexagon cells and generate metrics and heatmaps for each cell.\u003C/p\u003E\n","\u003Cp\u003EIf a dataset contains latitude and longitude points, Honeycomb Maps will generate the corresponding H3 cells automatically. Honeycomb Maps also supports H3 cells from Snowflake tables (using \u003Ca href=\"https://docs.snowflake.com/en/sql-reference/functions/h3_latlng_to_cell\"\u003ESnowflake's H3 functions\u003C/a\u003E).\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EClick on \u003Cstrong\u003EMap Layers\u003C/strong\u003E in the sidebar\u003C/li\u003E\u003Cli\u003EClick on \u003Cstrong\u003EAdd Map Layer\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003ELabel this layer "Pizza Density"\u003C/li\u003E\u003Cli\u003EMake sure the layer type is set to \u003Cstrong\u003EHoneycomb Layer\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EExpand the \u003Cstrong\u003EH3 Data\u003C/strong\u003E section\u003C/li\u003E\u003Cli\u003ESet \u003Cstrong\u003EResolution Mode\u003C/strong\u003E to \u003Cstrong\u003EFixed resolution\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003ESet H3 resolution to 8 (this controls the size of the hexagons)\u003C/li\u003E\u003Cli\u003EUnder \u003Cstrong\u003EMeasure Field\u003C/strong\u003E, select "honeycomb_generated_id"\u003C/li\u003E\u003Cli\u003ESet \u003Cstrong\u003EAggregation Type\u003C/strong\u003E to "Count"\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003EThis creates a hexagon grid where each cell is colored based on the number of pizza restaurants it contains.\u003C/p\u003E\n\u003Col start=\"10\"\u003E\u003Cli\u003EEnable tooltips for this layer to show the exact count in each cell\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/density_layer.png\" alt=\"Density Layer\"\u003E\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EAdd Interactive Components\u003C/h2\u003E\n","\u003Cp\u003EComponents are user interface elements that sit on top of the map, on the left or right side. They include titles, different types of filters and non-location data displays like metrics and charts. Components allow for automatic cross-filtering - a filter may affect map layers and metrics.\u003C/p\u003E\n","\u003Ch3\u003EAdd a Metric Component\u003C/h3\u003E\n","\u003Cp\u003ELet's add a component that shows the total number of pizza restaurants:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EClick on \u003Cstrong\u003EComponents\u003C/strong\u003E in the sidebar\u003C/li\u003E\u003Cli\u003EClick on \u003Cstrong\u003EAdd Component\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EChange the component type to \u003Cstrong\u003EBig Number\u003C/strong\u003E. The Big Number component type is used to show calculated metrics.\u003C/li\u003E\u003Cli\u003ESet "Total Restaurants" as the title\u003C/li\u003E\u003Cli\u003ESelect the single data source under \u003Cstrong\u003EData Source\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EUnder \u003Cstrong\u003EMeasure Field\u003C/strong\u003E, select "honeycomb_generated_id"\u003C/li\u003E\u003Cli\u003ESet \u003Cstrong\u003EAggregation Type\u003C/strong\u003E to "Count"\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003EYour component now shows the total number of pizza restaurants on the map. It should be close to 3256 if you are using the Snowflake POI data.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/big_number_component.png\" alt=\"Big Number Component\"\u003E\u003C/p\u003E\n","\u003Cp\u003ENext, we will add an interactive polygon filter that lets users examine the number of restaurants in specific areas.\u003C/p\u003E\n","\u003Ch3\u003EAdd a Polygon Filter\u003C/h3\u003E\n","\u003Cp\u003EPolygon filters allow users to filter the data for specific areas - and these areas can come from drawing on the map, from uploading a GeoJSON file, or from another data source.\u003C/p\u003E\n","\u003Cp\u003EFor this demo, we'll create a polygon filter that allows users to draw on the map, which will then filter both data layers and the 'Total Restaurants' metric.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EClick on \u003Cstrong\u003EComponents\u003C/strong\u003E in the sidebar\u003C/li\u003E\u003Cli\u003EClick on \u003Cstrong\u003EAdd Component\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003EFor \u003Cstrong\u003EComponent Type\u003C/strong\u003E, select \u003Cstrong\u003EPolygon Filter\u003C/strong\u003E\u003C/li\u003E\u003Cli\u003ESet "Area Filter" as the title\u003C/li\u003E\u003Cli\u003EUnder \u003Cstrong\u003EPolygon Input Methods\u003C/strong\u003E, keep "Allow Drawing on Map" selected\u003C/li\u003E\u003Cli\u003EUnder \u003Cstrong\u003EElements to Filter\u003C/strong\u003E, select all checkboxes (Pizza Locations, Pizza Density, and Total Restaurants)\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EUse the Polygon Filter\u003C/h3\u003E\n","\u003Cp\u003ENow you can use the filter to analyze specific areas:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EClick on \u003Cstrong\u003EDraw Area\u003C/strong\u003E to start drawing\u003C/li\u003E\u003Cli\u003EClick on the map to add points outlining your area of interest (such as the Upper East Side)\u003C/li\u003E\u003Cli\u003EClick on the first point to close the shape and finish drawing\u003C/li\u003E\u003Cli\u003EThe map now only shows restaurants within your defined area\u003C/li\u003E\u003Cli\u003EThe Total Restaurants metric automatically updates to show the count for the selected area\u003C/li\u003E\u003Cli\u003EYou can drag corners of the area to adjust the boundaries or click \u003Cstrong\u003EReset\u003C/strong\u003E to start over\u003C/li\u003E\u003C/ol\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/using_polygon_filter.png\" alt=\"Using Polygon Filter\"\u003E\u003C/p\u003E\n","\u003Cp\u003EThis interactive filter is especially useful for analyzing density and distribution in specific neighborhoods or regions.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ESave and Share Your Map\u003C/h2\u003E\n","\u003Cp\u003EOnce you're satisfied with your map, you can share it with others. Users will go through Snowflake SSO to access the map. The map will always show fresh data from Snowflake.\u003C/p\u003E\n","\u003Ch3\u003EConfigure Map Settings\u003C/h3\u003E\n","\u003Cp\u003EThe settings menu lets you configure light/dark mode, set the initial map view (where the map starts when it is loaded), and whether to save the filters along with the map.\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EClick on \u003Cstrong\u003ESettings\u003C/strong\u003E in the sidebar\u003C/li\u003E\u003Cli\u003EAdjust the map view to show all of New York City\u003C/li\u003E\u003Cli\u003EClick \u003Cstrong\u003ESet to Current View\u003C/strong\u003E to save this as the default view\u003C/li\u003E\u003Cli\u003EDecide whether to save active filters with the map by toggling \u003Cstrong\u003ESave Active Filters\u003C/strong\u003E\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EShare Your Map\u003C/h3\u003E\n","\u003Cp\u003EMaps created in Honeycomb Maps are private by default - however they can be easily shared with fine-grained permissions.\u003C/p\u003E\n","\u003Ch4\u003EManaging access to the Honeycomb Maps application\u003C/h4\u003E\n","\u003Cp\u003EHoneycomb Maps uses application roles to manage access and permissions. Three roles: \u003Ccode\u003EHONEYCOMB_APP_ADMIN\u003C/code\u003E, \u003Ccode\u003EHONEYCOMB_APP_EDITOR\u003C/code\u003E and \u003Ccode\u003EHONEYCOMB_APP_VIEWER\u003C/code\u003E each give a different set of permissions.\u003C/p\u003E\n","\u003Cp\u003ETo allow a user to access the application and create maps, grant them the \u003Ccode\u003EHONEYCOMB_APP_EDITOR\u003C/code\u003E role\u003C/p\u003E\n\u003Cpre\u003E\u003Ccode class=\"language-sql\"\u003E-- For a specific user\nGRANT APPLICATION ROLE honeycomb_app_editor TO USER <example_user>;\n\n-- For an existing snowflake role\nGRANT APPLICATION ROLE honeycomb_app_editor TO ROLE <example_role>;\n\u003C/code\u003E\u003C/pre\u003E\n","\u003Cp\u003EFor users that only need to view maps, you can grant them the \u003Ccode\u003EHONEYCOMB_APP_VIEWER\u003C/code\u003E application role.\u003C/p\u003E\n","\u003Cp\u003ERoles can also be configured through the Snowsight UI, from within the application management page (only visible to administrators).\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/access_management_ui.png\" alt=\"Snowsight interface for controlling access to the application\"\u003E\u003C/p\u003E\n","\u003Ch4\u003ESharing maps\u003C/h4\u003E\n","\u003Cp\u003EThe user who creates a map becomes the map owner. By default maps are only available to the owner, however, they can be shared with others. When they are shared, they can be shared with 'edit' or 'view' permissions. If a map is shared with 'view' permissions, then other users who open the map will not be able to access the 'Edit Map' sidebar. However, map viewers can still interact with filters.\u003C/p\u003E\n","\u003Cp\u003EHoneycomb Maps enforces data permissions on the underlying map data sources. In order to view data on a map in Honeycomb Maps, the user must have select permissions to the underlying data table. This is enforced by Snowflake using \u003Ca href=\"https://docs.snowflake.com/en/developer-guide/restricted-callers-rights\"\u003ERestricted Caller's Rights\u003C/a\u003E.\u003C/p\u003E\n","\u003Cp\u003ETo share a map, go to the Honeycomb Maps homepage, and click on the elipsis (three dots) button on the right-hand side. Select 'Control sharing'.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/control_sharing_menu.png\" alt=\"Honeycomb Maps control sharing dropdown UI\"\u003E\u003C/p\u003E\n","\u003Cp\u003EMaps can be shared with 'All users' or with specific named users. For a map to be shared with a named user, they must have logged into the Honeycomb Maps application at least once before. Maps can be shared with either 'Edit' (can change the map configuration) or 'View' (can only view the existing map) permissions.\u003C/p\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/access_management_map_sharing_dialog.png\" alt=\"Honeycomb Maps sharing dialog ui\"\u003E\u003C/p\u003E\n","\u003Cp\u003ECongratulations! You've successfully created, customized, and shared an interactive map visualization using Honeycomb Maps.\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003ENext Steps and Advanced Features\u003C/h2\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/advanced_features.png\" alt=\"Advanced Maps\"\u003E\u003C/p\u003E\n","\u003Cp\u003ENow that you've created your first map with Honeycomb Maps, here are some advanced features to explore:\u003C/p\u003E\n","\u003Ch3\u003EAdditional Layer Types\u003C/h3\u003E\n","\u003Cp\u003EBeyond points and hexagons, Honeycomb Maps supports:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003E\u003Cstrong\u003ELine Layers\u003C/strong\u003E: Visualize routes, paths, or connections between locations\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EArea Layers\u003C/strong\u003E: Display administrative boundaries like zip codes or census tracts, or operational areas\u003C/li\u003E\u003Cli\u003E\u003Cstrong\u003EArc Layers\u003C/strong\u003E: Show connections between two points\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EMultiple Data Sources\u003C/h3\u003E\n","\u003Cp\u003ECombine multiple datasets on a single map:\u003C/p\u003E\n\u003Col\u003E\u003Cli\u003EAdd additional data sources using the \u003Cstrong\u003EData Sources\u003C/strong\u003E panel\u003C/li\u003E\u003Cli\u003ECreate new layers that reference different data sources\u003C/li\u003E\u003Cli\u003EHoneycomb can be used as a 'single source of truth map' showing location data from Snowflake\u003C/li\u003E\u003C/ol\u003E\n","\u003Ch3\u003EPowerful Filters\u003C/h3\u003E\n","\u003Cp\u003EIn this demo we only showed a basic polygon filter, however, Honeycomb supports more advanced filtering options.\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ENon-spatial data fields can be filtered with sliders, drop-down lists, checkboxes, and more\u003C/li\u003E\u003Cli\u003EThe polygon filter can accept areas uploaded from GeoJSON files, or areas from a Snowflake table\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EAlways up-to-date-data\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EWhen a map loads, it will always pull fresh data from Snowflake tables by running the query defined in 'Data Sources'\u003C/li\u003E\u003Cli\u003EFor the best performance, keep these queries fast or consider using materialized views\u003C/li\u003E\u003C/ul\u003E\n","\u003Ch3\u003EFeatured Maps\u003C/h3\u003E\n\u003Cul\u003E\u003Cli\u003EUsers with the \u003Ccode\u003EHONEYCOMB_APP_ADMIN\u003C/code\u003E role can set specific maps as 'Featured'. Featured maps are prominently shown on the Honeycomb Maps homepage when users open the app. This is a great way to highlight curated maps to new users within your organization.\n\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/featured_maps.png\" alt=\"Honeycomb Maps UI showing a featured map\"\u003E\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EExplore these advanced features to create even more powerful geographic visualizations and gain deeper insights from your location data!\u003C/p\u003E\n<!-- ------------------------ -->\n","\u003Ch2\u003EConclusion And Resources\u003C/h2\u003E\n","\u003Cp\u003ECongratulations! You've successfully created an interactive map visualization using Honeycomb Maps. You've learned how to:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EInstall the Honeycomb Maps Snowflake Native App\u003C/li\u003E\u003Cli\u003EConnect to and visualize your Snowflake data on a map\u003C/li\u003E\u003Cli\u003EAdd multiple visualization layers including points and density hexagons\u003C/li\u003E\u003Cli\u003ECreate interactive components like tooltips and filters\u003C/li\u003E\u003Cli\u003EShare your map with others\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cimg src=\"https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/honeycomb_overview.png\" alt=\"Honeycomb Maps Overview\"\u003E\u003C/p\u003E\n","\u003Ch3\u003ELearn More\u003C/h3\u003E\n","\u003Cp\u003ETo continue your journey with Honeycomb Maps:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003EVisit the official \u003Ca href=\"https://docs.honeycombmaps.com\"\u003EHoneycomb Maps documentation\u003C/a\u003E for comprehensive guides and tutorials\u003C/li\u003E\u003Cli\u003ELearn more about Honeycomb Maps capabilities on the \u003Ca href=\"https://www.honeycombmaps.com/product/snowflake\"\u003Eproduct page\u003C/a\u003E\u003C/li\u003E\u003Cli\u003ECreate maps with your own location data\u003C/li\u003E\u003Cli\u003EReach out to the Honeycomb team at support@honeycombmaps.com for questions and assistance\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003EWith Honeycomb Maps, you now have a powerful tool to visualize and analyze location data directly within your Snowflake environment, allowing you to gain insights while maintaining Snowflake's security, governance, and scalability. Honeycomb Maps enables you to:\u003C/p\u003E\n\u003Cul\u003E\u003Cli\u003ECreate beautiful, interactive maps with your Snowflake data\u003C/li\u003E\u003Cli\u003EShare insights with stakeholders through intuitive visualizations\u003C/li\u003E\u003Cli\u003EReduce data warehouse load by handling map interactions on the client side\u003C/li\u003E\u003Cli\u003EAvoid data movement with the Snowflake Native App architecture\u003C/li\u003E\u003Cli\u003ELeverage Snowflake's security and governance model\u003C/li\u003E\u003C/ul\u003E\n","\u003Cp\u003E\u003Cstrong\u003EHappy mapping!\u003C/strong\u003E\u003C/p\u003E"],"title":"Viewing Location Data on an Interactive Map",":items":{},":itemsOrder":[],"isDeveloperGuidesPage":false,":type":"snowflake-site/components/contentfragment","elements":{"quickstartArticleBody":{"dataType":"string","title":"Quickstart Article Body","value":"\u003C!-- ------------------------ --\u003E\n## Overview \nHoneycomb Maps is a Snowflake Native App for building interactive map dashboards using data in Snowflake tables. As a native app, Honeycomb Maps runs completely inside Snowflake, keeping data secure by eliminating the need to extract or duplicate it.\n\nHoneycomb Maps provides a no-code interface for creating interactive, shareable, and data-driven maps directly within Snowflake. This ensures that location data never leaves the Snowflake environment, allowing for cutting-edge interactive maps while maintaining all of Snowflake's security, governance, and scalability benefits.\n\n![Honeycomb Maps Overview](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/honeycomb_overview.png)\n\nIn this quickstart guide, you will learn how to use Honeycomb Maps to create an interactive visualization of geospatial data. You will create a map showing pizza restaurants in New York City, add additional layers to visualize density, and create interactive components to filter the data.\n\n### Prerequisites\n- A [Snowflake](https://signup.snowflake.com/?utm_source=snowflake-devrel&utm_medium=developer-guides&utm_cta=developer-guides) account.\n- Permissions to install apps from Snowflake Marketplace (An ACCOUNTADMIN role will work)\n- Access to Snowflake's US_REAL_ESTATE sample database (available for free from Snowflake Marketplace) or your own geospatial data\n- Basic familiarity with SQL queries\n\n### What You'll Learn \n- How to install the Honeycomb Maps app from the Snowflake Marketplace\n- How to access Snowflake tables from Honeycomb Maps\n- How to visualize point data on an interactive map\n- How to add a density heatmap layer using H3 cells\n- How to add interactive filters and metrics to the map\n- How to save and share your map\n\n### What You'll Build \nAn interactive map dashboard showing pizza restaurants in New York City with:\n- Points representing individual restaurants\n- A density heatmap using H3 cells\n- Interactive area filters to explore specific areas\n- Components showing real-time aggregated metrics\n\nLet's get started with creating our first Honeycomb map!\n\n\u003C!-- ------------------------ --\u003E\n## Install Honeycomb Maps \nThe first step is to install the Honeycomb Maps application from the Snowflake Marketplace.\n\n### Access the Application Listing in the Snowflake Marketplace\n\nThe application listing is located at the following link: [https://app.snowflake.com/marketplace/listing/GZSYZTWLBH/honeycomb-maps-honeycomb-maps](https://app.snowflake.com/marketplace/listing/GZSYZTWLBH/honeycomb-maps-honeycomb-maps)\n\nAlternatively, you can search for \"Honeycomb Maps\" within the Snowflake Marketplace\n\n### Install the Application\n\n1. On the Honeycomb Maps listing page, click the blue **Get** button.\n2. A pop-up window will appear with additional details. You can use the default warehouse and default options.\n4. Click **Get** to start the installation.\n5. After a few seconds you should see that the app was succesfully installed, with an option to configure it.\n![App installation success](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/app_installation_success_modal.png)\n\n### Finish installation\n1. For the Honeycomb Maps app to function, you will need to grant it a series of permissions. The UI will show the permissions required. \n\n- Click 'Grant' to grant these permissions to the application.\n- Click 'Review' to review the configuration for accessing basemap tiles. This is required to show basemaps (streets, countries) under your data on maps. Click on 'Connect' to allow this configuration.\n\n![Activate configure Honeycomb Maps screen](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/activate_configure_honeycomb_maps_screen.png)\n\n2. Click 'Activate'.\n3. The app will take 10-15 minutes to activate and become available to use. While we wait for this to complete, we will go get data from Snowflake Marketplace.\n\n![Activate waiting Honeycomb Maps screen](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/activate_configure_honeycomb_maps_waiting.png)\n\n\n\n## Get POI Data \n### Get the Data from Marketplace\n![Snowflake Real Estate Data Listing](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/snowflake_real_estate_data_listing.png)\nSnowflake provides a free dataset of POI (Point of Interest) data across the United States. This dataset can be added your account through the Snowflake Marketplace. Here is a link to the listing: [https://app.snowflake.com/marketplace/listing/GZTSZAS2KI6/snowflake-data-us-real-estate](https://app.snowflake.com/marketplace/listing/GZTSZAS2KI6/snowflake-data-us-real-estate). \n\n1. Open Snowflake Marketplace and find the 'US Real Estate' dataset provided by Snowflake\n2. Click on 'Get' and follow the instructions to add this data to your account\n3. Once the data has been added, make sure that you can query the data successfully. Open up a new worksheet in Snowsight (Projects -\u003E Worksheets -\u003E '+') and run the following query:\n\n```sql \n-- verify whether we can query the Snowflake POI data\nSELECT\n    poi.poi_name,\n    poi.websites[0]::VARCHAR as website,\n    addr.latitude,\n    addr.longitude\nFROM us_real_estate.cybersyn.point_of_interest_index AS poi\nJOIN us_real_estate.cybersyn.point_of_interest_addresses_relationships AS map\n    ON (poi.poi_id = map.poi_id)\nJOIN us_real_estate.cybersyn.us_addresses AS addr\n    ON (map.address_id = addr.address_id)\nWHERE addr.city = 'New York'\n  AND addr.state = 'NY'\n  AND poi.category_main = 'Pizza Restaurant';\n```\n\n\u003E This demo focuses on Pizza Restaurants. However, by changing the 'poi.category_main' field, you can find data on many different types of businesses across the US. This can be very useful for finding lists of business customer prospects or for scouting the competitors in a new market.\n \n4. The query above should run successfully and return 10 rows of data. If it does not, make sure that the role you are using has access to the 'US_REAL_ESTATE' database that was created when you added the data from Marketplace.\n\n![POI data Snowsight query](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/poi_data_snowsight_query.png)\n\n\n### Configure the Honeycomb Maps application\n1. Navigate to **Catalog** -\u003E **Apps** in the Snowsight left navigation menu (or [click here](https://app.snowflake.com/_deeplink/#/apps/applications?utm_source=quickstart&utm_medium=quickstart&utm_campaign=-us-en-all&utm_content=app-viewing-location-data-on-an-interactive-map) to go directly)\n2. Click on **Honeycomb Maps**\n\n#### Configure Restricted Caller's Rights\nHoneycomb Maps uses the current user's identity to allow for querying data within Snowflake. This uses a Snowflake feature named [Restricted Caller's Rights (RCR)](https://docs.snowflake.com/en/developer-guide/restricted-callers-rights).\n\nBefore users can query data in Honeycomb Maps, you must set up RCR. **Note: this can also be done using the SQL command below**\n\n##### Configure RCR using SQL \n```sql\n// Your selected grants\nGRANT INHERITED CALLER USAGE ON ALL SCHEMAS IN DATABASE \"US_REAL_ESTATE\" TO APPLICATION \"HONEYCOMB_MAPS\";\nGRANT INHERITED CALLER SELECT ON ALL TABLES IN DATABASE \"US_REAL_ESTATE\" TO APPLICATION \"HONEYCOMB_MAPS\";\nGRANT INHERITED CALLER SELECT ON ALL EXTERNAL TABLES IN DATABASE \"US_REAL_ESTATE\" TO APPLICATION \"HONEYCOMB_MAPS\";\nGRANT INHERITED CALLER SELECT ON ALL VIEWS IN DATABASE \"US_REAL_ESTATE\" TO APPLICATION \"HONEYCOMB_MAPS\";\n\n// Grants required to use your selected grants\nGRANT CALLER USAGE ON DATABASE \"US_REAL_ESTATE\" TO APPLICATION \"HONEYCOMB_MAPS\";\n```\n\n##### Configure RCR with the Snowsight UI \n1. Click on the 'Privileges' tab on the app page in Snowsight\n2. Scroll down to 'Restricted caller's rights'\n3. Click on 'Add Grants' and select which permissions users will be able to use with the Honeycomb Maps app. \n\nWe recommend granting `SELECT` rights on all tables and views. For this demo, the minimum permissions required are `USAGE` on the `US_REAL_ESTATE` database, `USAGE` on all schemas in the `US_REAL_ESTATE` database, and `SELECT` on all external tables, views, and tables in the `US_REAL_ESTATE` database.\n\n\u003E Tip: RCR does not change the permissions that users already have. Instead, it allows the Honeycomb Maps app to utilize a subset of a user's existing permissions when then interact with the app. This makes it easy for users to start using Honeycomb Maps without compromising security.\n\nThe Restricted Caller's Rights section in the 'Privileges' tab:\n![Configure restricted caller's rights tab](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/configure_restricted_callers_rights_section.png)\n\nSelecting the `US_REAL_ESTATE` database:\n![Selecting database for RCR](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/configure_rcr_select_database.png)\n\nHere are the minimum permissions required for this demo:\n![Review screen showing minimum permissions required](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/configure_rcr_review_permissions.png)\n\n### Allow users to access the Honeycomb Maps Warehouse\nTo allow users to access data within Honeycomb Maps, you must configure permissions for users to use the application's warehouse. To do this, run the following query:\n\n```sql\nGRANT CALLER USAGE ON WAREHOUSE honeycomb_maps_warehouse TO APPLICATION honeycomb_maps;\n```\n\n\u003E Replace HONEYCOMB_MAPS with the application name you specified during installation if you used a different name. The warehouse will always be named by adding _WAREHOUSE to the application name.\n\n\u003E Important: Honeycomb Maps will not function if the permission above is not configured.\n\n\n### Launch the Application\n\n1. Navigate to **Apps** in the left navigation menu\n2. Find and click on **Honeycomb Maps**\n3. If you are not taken directly to the application, click on 'Launch app'\n4. The application will open in a new browser tab. For security reasons, you may need to log into Snowflake again.\n5. You should see the following screen:\n\n![Honeycomb maps new install landing page](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/honeycomb_maps_landing_page.png)\n\n_If you don't see the screen above, ensure that you ran the grant warehouse query in the previous step.\n\nYou have now successfully installed Honeycomb Maps and are ready to create your first interactive map!\n\n\n\n\u003C!-- ------------------------ --\u003E\n## Create Your First Map\nNow that you have Honeycomb Maps installed, let's create your first map visualization.\n\n### Create a new map\n\n1. On the top left of the Honeycomb Maps home screen, click on '+ New Map'. Enter a name and description for this new map. \n\n![Create new map ui](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/create_new_map.png)\n\n2. Click on **Create New Map**. Then once it has been created successfully, click on **Open Map**.\n\n### Add the Pizza Data to the Map\n\nNext, we'll connect to Snowflake data to visualize pizza restaurants in New York:\n\n1. Click on **Edit Map** in the bottom-right corner to open the configuration sidebar.\n2. Click on **Add Data Source**. This will add a new Snowflake Query data source.\n3. Click on **Open SQL Editor** to edit the query for this data source.\n4. Paste this query into the SQL Editor *(it is similar to the query in the previous step, just with the LIMIT removed and more columns selected)*:\n\n```sql\nSELECT\n    poi.poi_name,\n    poi.category_main,\n    poi.category_alternate,\n    poi.websites[0]::VARCHAR as website,\n    addr.latitude,\n    addr.longitude,\n    addr.city,\n    addr.state,\n    addr.zip\nFROM us_real_estate.cybersyn.point_of_interest_index AS poi\nJOIN us_real_estate.cybersyn.point_of_interest_addresses_relationships AS map\n    ON (poi.poi_id = map.poi_id)\nJOIN us_real_estate.cybersyn.us_addresses AS addr\n    ON (map.address_id = addr.address_id)\nWHERE addr.city = 'New York'\n  AND addr.state = 'NY'\n  AND poi.category_main = 'Pizza Restaurant';\n```\n\n![Honeycomb Maps SQL editor interface](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/custom_sql_interface.png)\n\nThis query joins several tables to find all pizza restaurants in New York City, retrieving their names, categories, and geographic coordinates.\n\n7. Click **Run** to test the query\n8. Verify that it returns the pizza restaurant data (it should return around 3200 rows). Note: If you see an error, make sure that you have configured restricted caller's rights correctly (previous step).\n\n9. Click **Save and Close**\n\nA point layer will be automatically added to your map, showing the location of each pizza restaurant. Scroll to zoom into New York City.\n\n![Initial Point Layer](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/initial_point_layer.png)\n\n### Customize Point Styling\n\nLet's improve the appearance of the pizza locations on the map:\n\n1. Click on **Map Layers** in the sidebar\n2. Click on the automatically created **Point Layer**\n3. Change the label to \"Pizza Locations\". You will notice that the label on the Legend on the left-hand side changes automatically.\n4. You can edit the size of the points in the 'Appearance' section, and the color of the points in the 'Colors' section.\n\n### Enable Tooltips\n\nTooltips allow users to see information about each restaurant when hovering over points:\n\n1. With your Point Layer selected, click on **Tooltip Settings**\n2. Toggle **Enable Tooltips** to On\n3. Select **POI_NAME** and **WEBSITE** as fields to show in the tooltip\n4. You can now hover over points on the map to see restaurant names and websites.\n\n![Tooltip Configuration](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/tooltip_configuration.png)\n\nYour map now displays all pizza restaurants with customized styling and tooltips!\n\n\n\n\n## Add a Density Layer\n\nNow, let's add a layer to show the density of pizza restaurants using hexagonal H3 cells. H3 is a hexagon-based spatial index that allows us to group points into hexagon cells and generate metrics and heatmaps for each cell.\n\nIf a dataset contains latitude and longitude points, Honeycomb Maps will generate the corresponding H3 cells automatically. Honeycomb Maps also supports H3 cells from Snowflake tables (using [Snowflake's H3 functions](https://docs.snowflake.com/en/sql-reference/functions/h3_latlng_to_cell)). \n\n1. Click on **Map Layers** in the sidebar\n2. Click on **Add Map Layer**\n3. Label this layer \"Pizza Density\"\n4. Make sure the layer type is set to **Honeycomb Layer**\n5. Expand the **H3 Data** section\n6. Set **Resolution Mode** to **Fixed resolution**\n7. Set H3 resolution to 8 (this controls the size of the hexagons)\n8. Under **Measure Field**, select \"honeycomb_generated_id\"\n9. Set **Aggregation Type** to \"Count\"\n\nThis creates a hexagon grid where each cell is colored based on the number of pizza restaurants it contains.\n\n10. Enable tooltips for this layer to show the exact count in each cell\n\n![Density Layer](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/density_layer.png)\n\n\n\n\u003C!-- ------------------------ --\u003E\n## Add Interactive Components\nComponents are user interface elements that sit on top of the map, on the left or right side. They include titles, different types of filters and non-location data displays like metrics and charts. Components allow for automatic cross-filtering - a filter may affect map layers and metrics.   \n\n### Add a Metric Component\n\nLet's add a component that shows the total number of pizza restaurants:\n\n1. Click on **Components** in the sidebar\n2. Click on **Add Component**\n3. Change the component type to **Big Number**. The Big Number component type is used to show calculated metrics.\n4. Set \"Total Restaurants\" as the title\n5. Select the single data source under **Data Source**\n6. Under **Measure Field**, select \"honeycomb_generated_id\"\n7. Set **Aggregation Type** to \"Count\"\n\nYour component now shows the total number of pizza restaurants on the map. It should be close to 3256 if you are using the Snowflake POI data.\n\n![Big Number Component](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/big_number_component.png)\n\nNext, we will add an interactive polygon filter that lets users examine the number of restaurants in specific areas.\n\n### Add a Polygon Filter\nPolygon filters allow users to filter the data for specific areas - and these areas can come from drawing on the map, from uploading a GeoJSON file, or from another data source.\n\nFor this demo, we'll create a polygon filter that allows users to draw on the map, which will then filter both data layers and the 'Total Restaurants' metric.\n\n1. Click on **Components** in the sidebar\n2. Click on **Add Component**\n3. For **Component Type**, select **Polygon Filter**\n4. Set \"Area Filter\" as the title\n5. Under **Polygon Input Methods**, keep \"Allow Drawing on Map\" selected\n6. Under **Elements to Filter**, select all checkboxes (Pizza Locations, Pizza Density, and Total Restaurants)\n\n### Use the Polygon Filter\n\nNow you can use the filter to analyze specific areas:\n\n1. Click on **Draw Area** to start drawing\n2. Click on the map to add points outlining your area of interest (such as the Upper East Side)\n3. Click on the first point to close the shape and finish drawing\n4. The map now only shows restaurants within your defined area\n5. The Total Restaurants metric automatically updates to show the count for the selected area\n6. You can drag corners of the area to adjust the boundaries or click **Reset** to start over\n\n![Using Polygon Filter](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/using_polygon_filter.png)\n\nThis interactive filter is especially useful for analyzing density and distribution in specific neighborhoods or regions.\n\n\u003C!-- ------------------------ --\u003E\n## Save and Share Your Map\nOnce you're satisfied with your map, you can share it with others. Users will go through Snowflake SSO to access the map. The map will always show fresh data from Snowflake.\n\n### Configure Map Settings\nThe settings menu lets you configure light/dark mode, set the initial map view (where the map starts when it is loaded), and whether to save the filters along with the map.\n\n1. Click on **Settings** in the sidebar\n2. Adjust the map view to show all of New York City\n3. Click **Set to Current View** to save this as the default view\n4. Decide whether to save active filters with the map by toggling **Save Active Filters**\n\n### Share Your Map\nMaps created in Honeycomb Maps are private by default - however they can be easily shared with fine-grained permissions. \n\n#### Managing access to the Honeycomb Maps application\nHoneycomb Maps uses application roles to manage access and permissions. Three roles: `HONEYCOMB_APP_ADMIN`, `HONEYCOMB_APP_EDITOR` and `HONEYCOMB_APP_VIEWER` each give a different set of permissions.\n\nTo allow a user to access the application and create maps, grant them the `HONEYCOMB_APP_EDITOR` role\n\n```sql\n-- For a specific user\nGRANT APPLICATION ROLE honeycomb_app_editor TO USER \u003Cexample_user\u003E;\n\n-- For an existing snowflake role\nGRANT APPLICATION ROLE honeycomb_app_editor TO ROLE \u003Cexample_role\u003E;\n```\n\nFor users that only need to view maps, you can grant them the `HONEYCOMB_APP_VIEWER` application role. \n\nRoles can also be configured through the Snowsight UI, from within the application management page (only visible to administrators).\n![Snowsight interface for controlling access to the application](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/access_management_ui.png)\n\n#### Sharing maps\nThe user who creates a map becomes the map owner. By default maps are only available to the owner, however, they can be shared with others. When they are shared, they can be shared with 'edit' or 'view' permissions. If a map is shared with 'view' permissions, then other users who open the map will not be able to access the 'Edit Map' sidebar. However, map viewers can still interact with filters.\n\nHoneycomb Maps enforces data permissions on the underlying map data sources. In order to view data on a map in Honeycomb Maps, the user must have select permissions to the underlying data table. This is enforced by Snowflake using [Restricted Caller's Rights](https://docs.snowflake.com/en/developer-guide/restricted-callers-rights).\n\nTo share a map, go to the Honeycomb Maps homepage, and click on the elipsis (three dots) button on the right-hand side. Select 'Control sharing'.\n\n![Honeycomb Maps control sharing dropdown UI](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/control_sharing_menu.png)\n\nMaps can be shared with 'All users' or with specific named users. For a map to be shared with a named user, they must have logged into the Honeycomb Maps application at least once before. Maps can be shared with either 'Edit' (can change the map configuration) or 'View' (can only view the existing map) permissions.\n\n![Honeycomb Maps sharing dialog ui](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/access_management_map_sharing_dialog.png)\n\nCongratulations! You've successfully created, customized, and shared an interactive map visualization using Honeycomb Maps.\n\n\n\u003C!-- ------------------------ --\u003E\n## Next Steps and Advanced Features\n![Advanced Maps](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/advanced_features.png)\n\nNow that you've created your first map with Honeycomb Maps, here are some advanced features to explore:\n\n### Additional Layer Types\n\nBeyond points and hexagons, Honeycomb Maps supports:\n\n- **Line Layers**: Visualize routes, paths, or connections between locations\n- **Area Layers**: Display administrative boundaries like zip codes or census tracts, or operational areas\n- **Arc Layers**: Show connections between two points\n\n### Multiple Data Sources\n\nCombine multiple datasets on a single map:\n\n1. Add additional data sources using the **Data Sources** panel\n2. Create new layers that reference different data sources\n3. Honeycomb can be used as a 'single source of truth map' showing location data from Snowflake\n\n### Powerful Filters\nIn this demo we only showed a basic polygon filter, however, Honeycomb supports more advanced filtering options.\n- Non-spatial data fields can be filtered with sliders, drop-down lists, checkboxes, and more\n- The polygon filter can accept areas uploaded from GeoJSON files, or areas from a Snowflake table\n\n### Always up-to-date-data \n- When a map loads, it will always pull fresh data from Snowflake tables by running the query defined in 'Data Sources'\n- For the best performance, keep these queries fast or consider using materialized views\n\n### Featured Maps\n- Users with the `HONEYCOMB_APP_ADMIN` role can set specific maps as 'Featured'. Featured maps are prominently shown on the Honeycomb Maps homepage when users open the app. This is a great way to highlight curated maps to new users within your organization.\n![Honeycomb Maps UI showing a featured map](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/featured_maps.png)\n\nExplore these advanced features to create even more powerful geographic visualizations and gain deeper insights from your location data!\n\n\u003C!-- ------------------------ --\u003E\n## Conclusion And Resources\nCongratulations! You've successfully created an interactive map visualization using Honeycomb Maps. You've learned how to:\n\n- Install the Honeycomb Maps Snowflake Native App\n- Connect to and visualize your Snowflake data on a map\n- Add multiple visualization layers including points and density hexagons\n- Create interactive components like tooltips and filters\n- Share your map with others\n\n![Honeycomb Maps Overview](https://www.snowflake.com/content/dam/snowflake-site/developers/guides/viewing-location-data-on-an-interactive-map/honeycomb_overview.png)\n\n### Learn More\n\nTo continue your journey with Honeycomb Maps:\n\n- Visit the official [Honeycomb Maps documentation](https://docs.honeycombmaps.com) for comprehensive guides and tutorials\n- Learn more about Honeycomb Maps capabilities on the [product page](https://www.honeycombmaps.com/product/snowflake)\n- Create maps with your own location data\n- Reach out to the Honeycomb team at support@honeycombmaps.com for questions and assistance\n\nWith Honeycomb Maps, you now have a powerful tool to visualize and analyze location data directly within your Snowflake environment, allowing you to gain insights while maintaining Snowflake's security, governance, and scalability. Honeycomb Maps enables you to:\n\n- Create beautiful, interactive maps with your Snowflake data\n- Share insights with stakeholders through intuitive visualizations\n- Reduce data warehouse load by handling map interactions on the client side\n- Avoid data movement with the Snowflake Native App architecture\n- Leverage Snowflake's security and governance model\n\n**Happy mapping!**\n",":type":"text/x-markdown","multiValue":false},"quickstartArticleLogoImage":{"dataType":"string","title":"Quickstart Article Logo Image",":type":"text/plain","multiValue":false}},"elementsOrder":["quickstartArticleBody","quickstartArticleLogoImage"],"model":"snowflake-site/models/quickstart-article"},"flexible_column_cont":{"id":"flexible-column-container-40004654bd","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":{"layout":"SIMPLE","id":"container-4d34cd5aed",":items":{"quickstart_last_modi":{"id":"quickstart-last-modified-9ce78629f6","icon":{"id":"icon","icon":"calendar",":type":"snowflake-site/components/icon","appliedCssClassNames":"snowflake-icon-blue"},"lastModifiedDatePrefix":"Updated","lastModifiedDate":"2026-01-13",":type":"snowflake-site/components/quickstart/quickstart-last-modified","appliedCssClassNames":"snowflake-responsive-component-top-padding-small"},"text":{"id":"text-8a7e22048b","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. 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