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Gupta","lazyEnabled":true,"height":"1256","width":"1121",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-4e20a22341","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/nitika-gupta/"},"linkTargetContentType":"DOCUMENT_LEARN",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Nitika Gupta"}},{"authorImage":{"id":"image-d00802247b","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--0346919f-9548-44ed-9908-dab0ae4ae20e/1672482755977.jpg?preferwebp=true&quality=85","alt":"Seth Youssef","lazyEnabled":true,"height":"800","width":"800",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-9c6535a121","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/seth-youssef/"},"linkTargetContentType":"DOCUMENT_LEARN",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Seth Youssef"}}],":type":"snowflake-site/components/blog/blog-hero"}},":itemsOrder":["blog_hero"]},"responsivegrid_content":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"image":"aem-GridColumn aem-GridColumn--default--12","blog_text":"aem-GridColumn aem-GridColumn--default--12","blog_text_1914181454":"aem-GridColumn aem-GridColumn--default--12"},"columnCount":12,"appliedCssClassNames":"snowflake-layout-container-inner-padding-small",":items":{"blog_text":{"id":"blog-text-0b04545a3b","text":"\u003Cp\u003E\u003Ca href=\"https://www.snowflake.com/en/blog/snowflake-intelligence-enterprise-ai/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003ESnowflake Intelligence\u003C/a\u003Eの一般提供が開始され、組織がエージェント型AIソリューションの導入を加速している今が、セキュリティとガバナンスのプログラムを詳しく見ていくための最適なタイミングです。\u003Ca href=\"https://www.snowflake.com/en/product/features/horizon/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003ESnowflake Horizonカタログ\u003C/a\u003Eは、ベンダーロックインのない汎用的なAIカタログを提供し、すべてのデータにわたってコンテキストとガバナンスを統合することで、あらゆるエンジン、フォーマット、クラウドにわたってデータとAI資産全体をセキュアに管理、発見、ガバナンスできます。この記事では、Horizon Catalogを使用してSnowflake Intelligenceをセキュアかつ責任ある方法で大規模に展開する際に役立つアーキテクチャとベストプラクティスを紹介します。\u003C/p\u003E\n\u003Cp\u003ESnowflakeは、データとAIのためのプロアクティブな組み込みのセキュリティ制御に加え、エンタープライズクラスの多層防御制御も提供します。Snowflake Intelligenceは、Snowflakeがお客様のデータを慎重に取り扱い、お客様の環境をセキュリティとガバナンスで保護するという点で、Snowflakeの他の部分と似ています。しかし、AIの使用に関連する固有の課題もあります。以下の図は、Snowflake Intelligenceアーキテクチャを各ステップがどのように保護されているかを示したものです。 \u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/blog/blog-text"},"image":{"id":"image-a37b4c385d","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--2d71513a-b471-488e-bd40-2dabb20725fc/snowflake-intelligence-architecture.jpg?preferwebp=true&quality=85","alt":"Diagram of Snowflake Intelligence with security touchpoint annotations","lazyEnabled":true,"height":"1394","width":"2544",":type":"snowflake-site/components/image"},"blog_text_1914181454":{"id":"blog-text-26f8e9ce6e","text":"\u003Ch3\u003E1.接続\u003C/h3\u003E\n\u003Cp\u003Eユーザーは\u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowflake-cortex/snowflake-intelligence#configure-sf-intelligence-with-private-connectivity\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eプライベート接続\u003C/a\u003Eを使用して、\u003Ca href=\"http://ai.snowflake.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eai.snowflake.com\u003C/a\u003E、またはsi-<org-acct\u003E.privatelink.snowflakecomputing.comなどのURLに接続します。新しいSnowflake Intelligenceのみのアクセスサポート（ allowed_INTERFACES 設定を使用）により、ユーザーはSnowflakeの他のエクスペリエンスにアクセスすることなくシームレスに\u003Ca href=\"http://ai.snowflake.com\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eai.snowflake.com\u003C/a\u003Eにアクセスできます。 \u003C/p\u003E\n\u003Ch3\u003E2.Snowflake Horizon\u003C/h3\u003E\n\u003Cp\u003E大規模なアクセスのセキュリティとガバナンスの確保に役立つ、多層防御制御の大部分がここにあります。 \u003C/p\u003E\n\u003Cp\u003E\u003Cb\u003E2a.ネットワークセキュリティ：\u003C/b\u003ESnowflakeは、\u003Ca href=\"https://docs.snowflake.com/en/user-guide/network-policies\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eネットワークポリシー\u003C/a\u003Eや\u003Ca href=\"https://docs.snowflake.com/en/user-guide/private-connectivity-inbound\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eプライベートリンク\u003C/a\u003Eなど、ネットワークを保護するための包括的な制御セットを提供します。\u003Ca href=\"https://docs.snowflake.com/en/user-guide/security-disable-public-access-privatelink\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eプライベートリンクのみ\u003C/a\u003Eを使用してSnowflakeインスタンスをロックし、お客様のプライベートネットワークのみがSnowflake Intelligenceにアクセスできるようにします。デフォルトでは、Snowflakeは組み込まれている\u003Ca href=\"https://docs.snowflake.com/en/user-guide/malicious-ip-protection\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E不正IP防護\u003C/a\u003E機能を通じて悪意のあるIPからのアクセスを防止します。また、\u003Ca href=\"https://docs.snowflake.com/en/developer-guide/external-network-access/external-network-access-examples\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E出口ネットワークルール\u003C/a\u003Eを使用して、信頼できる外部ツールのみへのアクセスを制御することもできます。 \u003C/p\u003E\n\u003Cp\u003E\u003Cb\u003E2b.IDおよびアクセス管理：\u003C/b\u003ESnowflake Intelligenceセッションは、ログインしているユーザーのID、デフォルトロール、デフォルトウェアハウスを自動的に継承します。このユーザーIDは、セッションのライフサイクルを通じてマッピングおよび維持されます。これは、すべてのバックグラウンドエージェントとツールが、ユーザーに割り当てられた権限を確実に継承するように設計されています。その結果、エージェントもSnowflake Intelligenceも、ログインユーザーの権限を超えたアクションを実行できません。 \u003C/p\u003E\n\u003Cp\u003Eユーザーは、\u003Ca href=\"https://docs.snowflake.com/en/user-guide/security-mfa-migration-best-practices\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E強力な認証方式\u003C/a\u003Eを使用してSnowflakeインスタンスを認証する必要があります。\u003Ca href=\"https://docs.snowflake.com/en/user-guide/admin-security-fed-auth-overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eフェデレーション認証\u003C/a\u003Eまたは\u003Ca href=\"https://docs.snowflake.com/en/user-guide/security-mfa\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E多要素認証\u003C/a\u003E（パスキーや任意のオーセンティケータアプリなど）を使用することをお勧めします。デフォルトでは、Snowflakeはダークウェブ経由で認証情報をチェックし、\u003Ca href=\"https://docs.snowflake.com/en/user-guide/leaked-password-protection\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E漏洩パスワード保護\u003C/a\u003Eを使用してアクセスをブロックします。さらに、Snowflakeは\u003Ca href=\"https://docs.snowflake.com/en/user-guide/security-mfa-rollout\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E強力な認証\u003C/a\u003Eをデフォルトで適用するために邁進しています。 \u003C/p\u003E\n\u003Cp\u003E\u003Cb\u003E2c.データ分類とタグ付け：\u003C/b\u003Eお客様はデータを分類してタグ付けし、機密情報を正確に特定する必要があります。このIDは、機密データの漏洩を軽減し、ユーザー（およびユーザーが使用するエージェントやツール）が閲覧を許可されたもののみにアクセスできるようにするために、適切な保護ポリシーを適用するために不可欠です。Snowflakeの\u003Ca href=\"https://docs.snowflake.com/en/user-guide/classify-auto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E自動データ分類と\u003C/a\u003Eタグ付けにより、お客様はデータを分類しやすくなります。Snowflake Intelligenceはデータ分類を尊重し、機密データを保護します。\u003C/p\u003E\n\u003Cp\u003E\u003Cb\u003E2d.アクセス制御とデータ保護：\u003C/b\u003Eユーザーがネットワークチェックにパスして認証されると、認可ステップが開始されます。お客様は、以下のガイドラインに従って最小権限のアクセスを使用する必要があります。\u003C/p\u003E\n\u003Cul\u003E\n\u003Cli\u003E\u003Cb\u003Eロールベースのアクセス制御（RBAC）を使用 \u003C/b\u003Eして、データやウェアハウスを含むすべてのオブジェクトへのアクセスを管理できます。セキュリティを強化するには、大規模言語モデルへのアクセスもユーザー自身で制限する必要があります。Snowflakeでは、組織はモデルのアクセスを次の2つのレベルで管理できます。\u003Ca href=\"https://docs.snowflake.com/user-guide/snowflake-cortex/aisql?lang=de%2F#account-level-allowlist-parameter\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eアカウントレベルの許可リスト\u003C/a\u003Eで、すべての利用が許可されるモデルを定義し、さらに\u003Ca href=\"https://docs.snowflake.com/user-guide/snowflake-cortex/aisql?lang=de%2F#role-based-access-control-rbac\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eロールレベルのアクセス制御\u003C/a\u003Eで特定のユーザー（またはロール）が使用できるモデルを絞り込みます。さらに、\u003Ca href=\"https://docs.snowflake.com/en/sql-reference/snowflake-db-roles#snowflake-cortex-user-database-role\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003ECORTEX USER\u003C/a\u003Eや\u003Ca href=\"https://docs.snowflake.com/en/sql-reference/snowflake-db-roles#snowflake-cortex-user-database-role\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003ECORTEX_EMBED_USER\u003C/a\u003Eなどの粒度の高いロールを使用して、Snowflake Cortex AI機能へのアクセスを許可することもできます。 \u003C/li\u003E\n\u003Cli\u003E\u003Cb\u003Eデータ保護：\u003C/b\u003Eお客様は、Snowflakeの\u003Ca href=\"https://docs.snowflake.com/en/user-guide/security-column-intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E列レベルのセキュリティ\u003C/a\u003Eと\u003Ca href=\"https://docs.snowflake.com/en/user-guide/security-row-intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E行レベルのセキュリティ\u003C/a\u003Eを活用し、属性ベースのアクセス制御を使用して機密データセットへのアクセスを制限することができます。Snowflake Intelligenceは、データオブジェクトに適用されるすべてのデータ保護ポリシーを尊重します。デフォルトでは、Snowflakeは厳格なセキュリティ基準を維持し、保存中および転送中の顧客データが常に暗号化される設定になっています。 \u003C/li\u003E\n\u003C/ul\u003E\n\u003Cp\u003E\u003Cb\u003E2e.データの品質：\u003C/b\u003ESnowflake Intelligenceを利用する時、基盤となるツール（Snowflake Cortex Searchやカスタムソリューションなど）によって生成される応答の精度は、データの品質に直接依存します。信頼性と偏りのない結果を奨励するためには 、お客様はデータの健全性をプロアクティブに管理する必要があります。\u003Ca href=\"https://docs.snowflake.com/en/user-guide/data-quality-intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eデータ品質ポリシー\u003C/a\u003E、異常検知や通知などのSnowflakeのネイティブ機能を活用して、AI応答の不正確や偏りにつながる重複やnull値などの問題をデータスチュワードに即時にアラート通知できます。\u003C/p\u003E\n\u003Cp\u003E\u003Cb\u003E2f.モニタリング：\u003C/b\u003Eエージェントの\u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-monitor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eモニタリング\u003C/a\u003Eと評価により、展開前にエージェントを評価し、実稼働中のすべてのエージェントトラフィックを監視して、エージェントの品質とレイテンシーを詳細に可視化できます。\u003C/p\u003E\n\u003Ch3\u003E3.エージェントAPI\u003C/h3\u003E\n\u003Cp\u003ESnowflake Intelligenceは、\u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-rest-api\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EエージェントAPI\u003C/a\u003Eを使用して包括的なツールセットへのアクセスをオーケストレーションします。このツールセットには、Cortex SearchやSnowflake Cortex Analystなどのネイティブ機能や、その他の必要なユーザー定義ツールが含まれており、最終的に適切な応答を生成できます。\u003C/p\u003E\n\u003Ch3\u003E4.Snowflake Cortexツールのオーケストレーション\u003C/h3\u003E\n\u003Cp\u003Eすべてのオーケストレーションとツール間通信は、\u003Ca href=\"https://docs.snowflake.com/en/user-guide/intro-key-concepts#cloud-services\"\u003Eクラウドサービスレイヤー\u003C/a\u003Eを通じて管理され、一貫したチェックとバランスが維持されます（ステップ 2 を参照）。たとえば、Cortex AnalystがSQLクエリを生成する場合（Cortex AnalystはSELECT文のクエリのみを生成可能）、Cortex Analystは呼び出し元のユーザーが権限を持つオブジェクトにのみアクセスできます。仮想ウェアハウスは、ユーザーのセキュリティコンテキスト内でこのクエリを厳密に実行します。これにより、すべての操作においてユーザーのID、コンテキスト、権限が伝達されるため、\u003Ca href=\"https://docs.snowflake.com/en/user-guide/security-column-ddm-use\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eマスキング\u003C/a\u003E、\u003Ca href=\"https://docs.snowflake.com/en/user-guide/security-row-intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E行レベルポリシー\u003C/a\u003E、\u003Ca href=\"https://docs.snowflake.com/en/user-guide/security-column-ext-token-use\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eトークン化\u003C/a\u003Eなど、既存のすべてのデータガバナンスポリシーが自動的に適用されます。\u003C/p\u003E\n\u003Ch3\u003E5.最終的な応答\u003C/h3\u003E\n\u003Cp\u003ESnowflake Intelligenceはオーケストレーターを使用して、AnthropicモデルまたはAzure OpenAIモデルを通じて複数のステップを繰り返し、最終的な応答を生成します。Snowflake Intelligenceは、すべてのステップにわたってユーザーの権限とIDをエンドツーエンドで保持します。\u003C/p\u003E\n\u003Cp\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/trust-center/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003ETrust Center\u003C/a\u003Eは、セキュリティチームがSnowflake環境（Snowflake Intelligenceを含む）の現在のセキュリティ態勢とCISベンチマークに対するコンプライアンスを把握するために不可欠なパートナーです。 \u003C/p\u003E\n\u003Cp\u003E規制とコンプライアンスの枠組み（EU AI法などの現行の規制と新たな規制の両方）も、AIツールの評価において重要な位置を占めています。Snowflakeは先頃、\u003Ca href=\"https://www.snowflake.com/en/blog/ISO-IEC-42001-AI-certification/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EISO/IEC 42001認証\u003C/a\u003Eを取得しました。これは、SnowflakeのAI実践における透明性と説明責任をお客様に提供するというコミットメントを裏付けるものです。 \u003C/p\u003E\n\u003Ch1\u003E次のステップ\u003C/h1\u003E\n\u003Cp\u003ESnowflake IntelligenceでAIジャーニーを開始する際には、イノベーションは信頼の基盤の上に成り立つことを忘れないでください。セキュリティとガバナンスは、単なる保護策ではありません。責任あるAI導入のためのアクセラレーターです。組織のセキュリティ態勢を強化し、Snowflake Intelligenceを自信を持って拡大するために、今すぐ実行できる3つのアクションを紹介します。\u003C/p\u003E\n\u003Col\u003E\n\u003Cli\u003E\u003Cp\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/snowflake-cortex/cortex-agents-monitor\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eエージェントモニタリング\u003C/a\u003Eをチェックして、エージェントの経時的な使用状況を追跡し、エージェントの最小権限アクセスを確保するために粒度の高いRBACを設定してください。\u003C/p\u003E\n\u003C/li\u003E\n\u003Cli\u003E\u003Cp\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/classify-auto\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E自動データ分類\u003C/a\u003Eを設定することで、機密データの自動検出とタグ付け、機密データの漏洩防止が可能になります。\u003C/p\u003E\n\u003C/li\u003E\n\u003Cli\u003E\u003Cp\u003E\u003Ca href=\"https://docs.snowflake.com/en/user-guide/trust-center/overview\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003ETrust Center\u003C/a\u003Eで現在のセキュリティ態勢を把握し、重大な深刻度の発見に対してアクションを実行してください。\u003C/p\u003E\n\u003C/li\u003E\n\u003C/ol\u003E\n","richText":true,":type":"snowflake-site/components/blog/blog-text"}},":itemsOrder":["blog_text","image","blog_text_1914181454"],":type":"wcm/foundation/components/responsivegrid"},"responsivegrid_premium_content_banner":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{},"columnCount":12,"appliedCssClassNames":"snowflake-responsive-component-top-padding-medium",":items":{},":itemsOrder":[],":type":"wcm/foundation/components/responsivegrid"},"container_author_chip":{"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","columnClassNames":{"author_chip":"aem-GridColumn aem-GridColumn--default--12"},"layout":"RESPONSIVE_GRID","columnCount":12,"id":"container-43807e2e91",":type":"snowflake-site/components/container","appliedCssClassNames":"snowflake-responsive-component-top-padding-medium",":items":{"author_chip":{"id":"author-chip-6a84e62bda","title":{"id":"title","type":"heading2","lines":["Learn more about the authors"],":type":"snowflake-site/components/title-v2"},"authors":[{"authorImage":{"id":"image-273f0cc1d3","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--cc6af5e0-d8d5-4a73-8168-d469467f7def/nitika-gupta.jpg?preferwebp=true&quality=85","alt":"Headshot-style photo of Nitika Gupta","lazyEnabled":true,"height":"1256","width":"1121",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-4e20a22341","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/nitika-gupta/"},"linkTargetContentType":"DOCUMENT_LEARN",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Nitika Gupta"},"authorTitle":"Director of Product Management for Security at Snowflake"},{"authorImage":{"id":"image-d00802247b","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--0346919f-9548-44ed-9908-dab0ae4ae20e/1672482755977.jpg?preferwebp=true&quality=85","alt":"Seth Youssef","lazyEnabled":true,"height":"800","width":"800",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-9c6535a121","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/seth-youssef/"},"linkTargetContentType":"DOCUMENT_LEARN",":type":"snowflake-site/components/button","linkType":"SNOWFLAKE_INTERNAL","text":"Seth Youssef"},"authorTitle":"Security Field CTO"}],":type":"snowflake-site/components/blog/author-chip"}},":itemsOrder":["author_chip"]}},":itemsOrder":["container_hero","responsivegrid_content","responsivegrid_premium_content_banner","container_author_chip"]},"flexible_column_content_container_2":{"layout":"SIMPLE","id":"container-2552c0a53f",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"blog_table_of_content":{"id":"blog-table-of-content-9960a53e7f","tableOfContents":[],":type":"snowflake-site/components/blog/blog-table-of-content"}},":itemsOrder":["blog_table_of_content"]},":type":"snowflake-site/components/flexible-column-container","isActiveTOC":false,"isBlogPage":true},"related_content":{"id":"related-content-1834458c68","relatedContent":[{"configurationStatus":{"configured":true,"message":""},"tags":[{"tagText":"製品 & 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