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Ramadoss","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--7d0a7716-75f8-4f60-a62c-13df0e9768dc/sid-ramadoss-.png?quality=85&preferwebp=true","lazyEnabled":true,"height":"262","width":"288",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-972f5b91c8","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/sid-ramadoss/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"Sid Ramadoss"}}],"tag":{"tagText":"製品 & テクノロジー","tagColor":"#3F808A"},"title":{"lines":["貴社の事業継続性とディザスタリカバリ戦略は、エンタープライズ要件に本当に対応できていますか？"],"type":"heading2",":type":"snowflake-site/components/title-v2"},":type":"snowflake-site/components/blog/blog-hero"}},":itemsOrder":["blog_hero"]},"responsivegrid_content":{"columnClassNames":{"image":"aem-GridColumn aem-GridColumn--default--12","blog_text":"aem-GridColumn aem-GridColumn--default--12","image_790040855":"aem-GridColumn 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noreferrer\"\u003E最近のブログ記事\u003C/a\u003Eで指摘したように、今日の相互接続され、急速に変化するデジタル経済に対応する組織にとって、ディザスタリカバリは不可欠です。たった1つのインシデントが、何千ものアプリケーションやサービスに波及し、ビジネスプロセスが中断して重要な意思決定が遅延する可能性があります。\u003C/p\u003E\r\n\u003Cp\u003Eしかし、データ＋AIプラットフォームの評価では、事業継続性とディザスタリカバリ（BCDR）は後回しになりがちです。残念ながら、すべてのプラットフォームが真のエンタープライズレジリエンスを実現するように設計されているわけではありません。つまり、システム障害が発生した際、事業継続性は自らの責任で解決すべき問題となり、企業の信頼失墜というリスクを背負うことになるのです。\u003C/p\u003E\r\n\u003Ch2\u003Eすべてのデータリーダーが問いかけるべき3つのBCDR質問\u003C/h2\u003E\r\n\u003Cp\u003Eダウンタイムのリスクを受け入れるか、レジリエンスに投資するか、という選択は、すべてのビジネスが直面する問題です。問題は、BCDRソリューションを導入できるかどうかではなく、導入しない余裕があるかどうかです。\u003C/p\u003E\r\n\u003Cp\u003E現在のプラットフォームを評価する場合、または新しいソリューションを評価する場合は、次の3つの重要な質問により、自社のビジネスが十分に保護されているかどうかを確認できます。\u003C/p\u003E\r\n\u003Ch3\u003E1.「御社のプラットフォームでは、復旧要件をどのように達成できますか？」\u003C/h3\u003E\r\n\u003Cp\u003Eダウンタイムのリスクは、ほとんどの組織が認識しているよりもはるかに高くなります。\u003Ca href=\"https://www.bigpanda.io/blog/it-outage-costs-2024/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EEnterprise Management Associates（EMA）の2024年の調査\u003C/a\u003Eによると、計画外のダウンタイムのコストは1分あたり平均14,056ドルで、大企業では23,750ドルに上昇しています。 \u003C/p\u003E\r\n\u003Cp\u003Eビジネスには、目標復旧時点（RPO）や目標復旧時間（RTO）などの具体的な復旧目標がある場合があります。評価対象のソリューションがそれを実現できるかどうかを尋ねる必要があります。\u003C/p\u003E\r\n\u003Cp\u003Eエンタープライズニーズに合わせて構築されたプラットフォームは、ディザスタリカバリプロシージャを順を追って設定できるはずです。具体的には、次の点を確認します。「DRアカウントで失われたデータを簡単に再取り込み、15分間のRTOを達成するにはどうすればよいですか？」その仕組みを説明できないのであれば、チームが十分な可視性を持たないまま運用せざるを得ないプラットフォームを検討していることになります。\u003C/p\u003E\r\n\u003Ch3\u003E2.「クロスリージョンとクロスクラウドのフェイルオーバーの仕組みを実証できますか？」\u003C/h3\u003E\r\n\u003Cp\u003E真のエンタープライズグレードのBCDRは、ローカルの冗長性だけでなく、リージョン間やクラウドプロバイダー間においてもシームレスなフェイルオーバーを実現します。BCDRは、データセンターの障害、地域のサービスの中断、リージョンやクラウドプロバイダー間での移行のいずれにも対応します。\u003C/p\u003E\r\n\u003Cp\u003Eまた、\u003Ca href=\"https://www.linkedin.com/pulse/disaster-recovery-comparisons-snowflake-databricks-james-dinkel-hyjxc/?trackingId=Z%2FKcsDO%2BTtq2SIzwxFmBQA%3D%3D\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eサードパーティ分析\u003C/a\u003Eによると、Snowflakeはクロスリージョンとクロスクラウドのフェイルオーバーを自動的に処理し、複数のリージョンとクラウドにまたがるデータ、処理能力、ガバナンス制御を維持できます。他のプラットフォームでは、クロスリージョンとクロスクラウドのフェイルオーバーを実現するために、広範な手動介入とカスタムエンジニアリングが必要になる可能性があります。 \u003C/p\u003E\r\n\u003Cp\u003E本番稼働までに要する時間を必ず確認してください。\u003Ca href=\"https://www.youtube.com/watch?v=RxLNNNN97g4&t=67s\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eたとえば\u003C/a\u003E\u003Ca href=\"https://www.youtube.com/watch?v=RxLNNNN97g4&t=67s\"\u003EDatabricksは自社のBCDRについて「初回の立ち上げと運用開始までに数か月、場合によっては1年かかることもある」と公に認めて\u003C/a\u003Eいます。SnowflakeのBCDRは、クロスリージョン保護とクロスクラウド保護のどちらであっても数分でセットアップできます。\u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/blog/blog-text"},"image":{"id":"image-9afce047f0","alt":"Image of a world map showing failover relations between different cloud providers in different locations.","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--4d00e855-cdd4-4ebb-898a-6a4b0d39e099/bcdr-cross-cloud-map.png?quality=85&preferwebp=true","lazyEnabled":true,"height":"890","width":"1729","title":"Figure 1: Snowflake’s cross-cloud disaster recovery can be set up in minutes.",":type":"snowflake-site/components/image"},"blog_text_161071462":{"id":"blog-text-36b033dc9b","text":"\u003Ch3\u003E3.「中断時にガバナンスポリシーを確実に適用するにはどうすれば良いでしょうか？」\u003C/h3\u003E\r\n\u003Cp\u003Eデータは、災害発生時においても適切にガバナンスを確保できなければ価値がありません。\u003C/p\u003E\r\n\u003Cp\u003Eプラットフォームによっては、行レベルセキュリティ、列のマスキングルール、ユーザー権限などのポリシーがシームレスに復元されないため、規制違反や高額な罰金に晒されます。\u003C/p\u003E\r\n\u003Cp\u003ESnowflakeなどの最も強力なプラットフォームは、アカウント全体を単一のマネージドユニットとして複製します。これにより、すべてのデータ、メタデータ、アカウント情報が保護されます。つまり、ガバナンスポリシーも保護されるため、コンプライアンスとセキュリティを維持できます。\u003C/p\u003E\r\n\u003Cp\u003E\u003Ca href=\"https://www.snowflake.com/ja/blog/regulated-workloads-snowflake-backups/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003ESnowflake Backups\u003C/a\u003E機能（現在一般提供中）は、この保護をさらに進化させています。変更不可能なバックアップを設定し、管理者でも変更や削除を行えないポイントインタイムスナップショットを作成できます。災害シナリオでは、スナップショットとSnowflakeのアカウントレプリケーションを組み合わせることで、すべてのスナップショットセットとポリシーを別のリージョンまたはクラウドプロバイダーに複製して復旧できます。Snowflake Backupsは、お客様のコンプライアンス遵守をサポートし、ランサムウェアなどの脅威に対するサイバーレジリエンスを強化するとともに、監査や法務目的で必要となるデータの長期的な整合性を維持します。\u003C/p\u003E\r\n\u003Ch2\u003EBCDRの失敗が、数百万ドルの損失やキャリアへの影響につながるとしたら\u003C/h2\u003E\r\n\u003Cp\u003E災害発生時には、データを取り戻すだけでなく、パイプライン、ガバナンスポリシー、ユーザー権限、ビジネスロジックなど、データ資産全体を復元する必要があります。 \u003C/p\u003E\r\n\u003Cp\u003Eしかし、一部のプラットフォームはBCDRを、まるで「DIYの科学実験」のように扱っています。そこでは最低限の構成要素が提供されるだけで、ディザスタリカバリプロシージャの設計、実装、そして維持管理はすべて現場のチームに委ねられます。表面的には、柔軟性があるように見えるかもしれません。実態は以下のような状況を招くだけです。\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Cp\u003Eフェイルオーバーシナリオを処理するための\u003Cb\u003E数千行のカスタムコード。\u003C/b\u003E\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003E複数のベンダーが連携\u003C/b\u003Eして、重要なデータのレプリケーションを確保。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003Eカスタムソリューションが最も必要なタイミングで機能するとは\u003Cb\u003E限らない\u003C/b\u003E。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003Eあらゆる障害モードに備える\u003C/b\u003Eため、万一の事態に備えて各自の責任で対処する必要がある。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003C/ul\u003E\r\n\u003Cp\u003Eこれは膨大な運用負荷となり、エンジニアリングに数百時間もの工数を費やすことになります。さらに、ビジネスをリスクにさらすだけでなく、本来イノベーションに充てるべきチームのリソースをBCDRソリューションの維持管理に浪費させてしまいます。 \u003C/p\u003E\r\n\u003Cp\u003EDIY型のアプローチ（自前での構築）を選択すると、チームの仕事はデータやAIソリューションの構築だけにとどまらなくなります。複雑なフェイルオーバープロシージャを書き上げる「ディザスタリカバリの専門家」になることを強いられ、自分たちのコードがいざという時に本当に機能するかを確かめずに済むことを願うしかありません。\u003C/p\u003E\r\n\u003Ch3\u003EBCDRに対するDIYアプローチの打破\u003C/h3\u003E\r\n\u003Cp\u003Eセルフマネージドの複雑なソリューションでは、障害発生時に読み取りと書き込みの継続性を確保するために、すべてのコンポーネントを調整してプロビジョニングする必要があります。こうした連携には、以下が含まれます。\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003Eデータとメタストア：\u003C/b\u003Eストレージレプリケーションを処理し、デュアルプロビジョニングスクリプトを使用してデータベース、スキーマ、テーブル、ビュー、その他のデータオブジェクトを管理する必要があります。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003Eセキュリティとガバナンス：\u003C/b\u003E冗長なセキュリティモデル（ユーザー、ロール、ネットワークルールなど）とガバナンスポリシー（行レベルと列レベルのセキュリティ、タグなど）を維持するには、別のスクリプトが必要です。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003EコンピュートおよびAIサービス：\u003C/b\u003Eコンピュートリソース、コンテナ、さらにはAIサービス用の登録済みモデルアーティファクトも、セカンダリリージョンで手動でプロビジョニングする必要があります。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003E統合とパイプライン：\u003C/b\u003EIDプロバイダー、キーボールト、その他のAPI、データパイプライン、コードリポジトリとの外部統合は、フェイルオーバー後にシステムが正しく機能するように冗長化する必要があります。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003Eリダイレクト：\u003C/b\u003Eアプリ、BIツール、AIサービスなどのエンドクライアントにシームレスなアクセスを提供するには、手動でリダイレクトする必要があります。多くの場合、DNSホスト名やIPアドレスの変更が必要になります。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003C/ul\u003E\r\n","richText":true,":type":"snowflake-site/components/blog/blog-text"},"image_544936742":{"id":"image-283e2819f2","alt":"Diagram showing the systems and setup for do it yourself BCDR, and the complexity involved.","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--b0d4e81d-0492-4088-9b84-550695be9315/bcdr-stack-diagram.png?quality=85&preferwebp=true","lazyEnabled":true,"height":"985","width":"1649","title":"Figure 2: DIY BCDR calls for a multilayered process of manually provisioning and synchronizing every component — from data and security to AI services and pipelines — between a primary and a disaster recovery cloud region. To achieve continuity, this requires extensive scripting and manual redirects for applications and BI tools.",":type":"snowflake-site/components/image"},"blog_text_328889090":{"id":"blog-text-5e7d08050d","text":"\u003Cp\u003EこれをSnowflakeのようなプラットフォームと比較してみてください。SnowflakeにとってBCDRは、導入初日からすぐに使える即戦力のソリューションです。チームがビジネス価値の創出に専念できるよう、Snowflakeが継続的な可用性を担保します。Snowflakeの調査によると、これにより計画外のダウンタイムを平均75%削減し、\u003Ca href=\"https://www.snowflake.com/ja/blog/how-dtcc-achieves-data-resiliency/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E直接コストを30%節約\u003C/a\u003Eすることが可能になります。\u003C/p\u003E\n","richText":true,":type":"snowflake-site/components/blog/blog-text"},"image_790040855":{"id":"image-be76e45949","alt":"Getting started with Snowflake BCDR in 3 steps","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--9b1fd916-7446-4d94-9ccb-eca8e365ba5a/get-started-bcdr1.jpg?quality=85&preferwebp=true","lazyEnabled":true,"height":"249","width":"676",":type":"snowflake-site/components/image"},"blog_text_388501371":{"id":"blog-text-016c309c68","text":"\u003Ch3\u003E継続的な可用性を実現するために必要な要素\u003C/h3\u003E\r\n\u003Cp\u003E最新のBCDRは、障害からの復旧だけではありません。また、そもそもビジネスに悪影響を与えないようにすることも重要です。そのためには、以下に対応したプラットフォームが必要です。\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003E簡単なセットアップ：\u003C/b\u003E複雑なレプリケーションロジックを構築するのではなく、数回のクリックでBCDRをアクティベートし、複数のリージョンやクラウドにわたって機能するソリューションが必要です。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003Eニアゼロダウンタイム：\u003C/b\u003Eプラットフォームは、レプリケーションのアプローチによって分単位のRTOとニアゼロのデータロス（RPO）を達成する必要があります。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003Eアカウントの完全同期：\u003C/b\u003Eガバナンスルール、ユーザー権限、セキュリティポリシーは、カスタムコードを使用せず、すべてのリージョンやクラウドにわたって一貫して適用および維持する必要があります。\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003C/ul\u003E\r\n\u003Cp\u003E現実はというと、これら3つの要件をすべてすぐに実現できるのは、Snowflakeだけです。\u003C/p\u003E\r\n\u003Cp\u003Eすべてのプラットフォームがエンタープライズに対応しているわけではなく、基本的なフェイルオーバーを実現するためには数か月のカスタムエンジニアリングが必要です。しかし、Snowflakeのアカウントレプリケーションとフェイルオーバーは、数分で構成できます。その後、Snowflakeは、ガバナンスポリシー、ユーザー権限、統合、セキュリティルールなど、サポートされている複数のリージョンやクラウドプロバイダーのデータ資産全体を自動的にメンテナンスします。\u003Ca href=\"https://www.youtube.com/watch?v=LFZhFbnQZiQ\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003E詳細については、デモをご覧ください。\u003C/a\u003E\u003C/p\u003E\r\n\u003Cp\u003E他のプラットフォームでは、BCDRは高価なDIYプロジェクトとして扱われますが、Snowflakeは、このテクノロジーをエンタープライズの中核的な要件として扱います。このアプローチの影響は、障害が発生したときに顕著に現れます。コラボレーション、ガバナンス、事業継続性を実現するクロスクラウドの\u003Ca href=\"https://www.snowflake.com/en/product/features/cross-cloud-snowgrid/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003EテクノロジーレイヤーであるSnowgrid\u003C/a\u003Eによって、私たちは障害をお客様にとって\u003Ca href=\"https://thecuberesearch.com/when-multi-az-isnt-enough-how-snowflakes-snowgrid-turned-the-aws-outage-into-a-non-event/\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eほとんど影響のない出来事\u003C/a\u003Eに変えることができました。\u003C/p\u003E\r\n\u003Ch2\u003EプラットフォームのBCDRに関する主張の検証\u003C/h2\u003E\r\n\u003Cp\u003E現在のプラットフォームの評価や新しいソリューションの評価にあたっては、BCDRを最も重要な考慮事項とする必要があります。主な評価基準は以下のとおりです。\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003E以下についての証明を要求する：\u003C/b\u003Eプラットフォームのディザスタリカバリプロセスを確認します。クロスリージョンおよびクロスクラウドのフェイルオーバーを実証できるか、セットアップの難易度、所要時間はどれだけかかるか、です。  \u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003Eアカウントの継続性を理解する：\u003C/b\u003Eアカウントポリシーの復元について具体的に尋ねます。リージョンに障害が発生した場合、ポリシーと権限はどの程度迅速に復元されますか？\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003E責任共有モデルを評価する：\u003C/b\u003E災害が発生した際、具体的に何が起きるのか、そして誰が復旧プロセスを管理するのでしょうか？\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003Eクロスクラウドを探索する：\u003C/b\u003E規制の厳しい業界では特に、クロスクラウドのディザスタリカバリが必要になる可能性があります。クラウドプロバイダー間で自動的にフェイルオーバーできるか？\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E\u003Cb\u003E実際の稼働環境でのテストについて確認する：\u003C/b\u003Eフェイルオーバーシナリオのテスト頻度はどれくらいですか？ビジネスを中断することなく独自のフェイルオーバーテストを実行できますか？\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003C/ul\u003E\r\n\u003Cp\u003E既存のプラットフォームのBCDR機能を評価する場合は、以下の質問に焦点を当てたテクニカルレビューをスケジュールすることを検討してください。\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Cp\u003E「ディザスタリカバリの仕組みを順を追って説明してください」\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E「フェイルオーバー時のガバナンスポリシーの復元方法について、順を追って説明してください」\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E「クロスリージョンとクロスクラウドのポリシー同期をどのように処理していますか」\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E「プライマリリージョンが利用できなくなった場合の実際のRTOはいつですか」\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003Cli\u003E\u003Cp\u003E「御社のBCDRソリューションは、データロスやビジネスへの影響のないDRドリルを可能にし、弊社のテクノロジースタック全体のフォールトトレランスを定期的にテストできるようにしていますか」\u003C/p\u003E\r\n\u003C/li\u003E\r\n\u003C/ul\u003E\r\n\u003Cp\u003E机上の空論を受け入れてはいけません。デモと文書化されたプロシージャを要求してください。システムがダウンした際、唯一重要となるのは迅速、完全、かつ正確に復旧させることだからです。ビジネスの存続は、その一点にかかっています。\u003C/p\u003E\r\n\u003Cp\u003E \u003C/p\u003E\r\n\u003Cp\u003E御社の現在のBCDR戦略を評価する準備はできていますか？包括的な事業継続性評価については、Snowflakeにお問い合わせください。\u003Ca href=\"https://docs.snowflake.com/ja/user-guide/replication-intro\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003ESnowflakeのエンタープライズクラスのディザスタリカバリ機能\u003C/a\u003Eによって、重要なデータワークロードがどのように保護されるかをご確認いただけます。また、\u003Ca href=\"https://quickstarts.snowflake.com/guide/cross_cloud_business_continuity/index.html#0\" target=\"_blank\" rel=\"nofollow noopener noreferrer\"\u003Eクイックスタートガイド\u003C/a\u003Eでハンズオンを行い、数分でBCDRを設定する方法を学習できます。\u003C/p\u003E\r\n\u003Cp\u003E \u003C/p\u003E\r\n","richText":true,":type":"snowflake-site/components/blog/blog-text"}},":itemsOrder":["blog_text","image","blog_text_161071462","image_544936742","blog_text_328889090","image_790040855","blog_text_388501371"],":type":"wcm/foundation/components/responsivegrid"},"responsivegrid_premium_content_banner":{"columnClassNames":{},"gridClassNames":"aem-Grid aem-Grid--12 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Peracchio","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--b1502e73-ba1a-4a52-8573-492e2e9f033e/claire-peraccio.jpg?quality=85&preferwebp=true","lazyEnabled":true,"height":"200","width":"200",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-d4d35343b9","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/claire-peracchio/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"Claire Peracchio"},"authorTitle":"Platform Product Marketing Lead"},{"authorImage":{"id":"image-8ec6eee46b","alt":"Avatar headshot of Tehzeeb Versey-Patel of Snowflake","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--8abfe0e1-f452-4f0c-85cb-2c21dbcc9bef/tehzeeb-versey-patel.png?quality=85&preferwebp=true","lazyEnabled":true,"height":"400","width":"400",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-e502d0b3d1","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/tehzeeb-versey-patel/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"Tehzeeb Versey-Patel"},"authorTitle":"Platform Product Marketing Lead, Snowflake"},{"authorImage":{"id":"image-a46ad2082c","alt":"Sid Ramadoss","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--7d0a7716-75f8-4f60-a62c-13df0e9768dc/sid-ramadoss-.png?quality=85&preferwebp=true","lazyEnabled":true,"height":"262","width":"288",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-972f5b91c8","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/sid-ramadoss/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"Sid Ramadoss"},"authorTitle":"Product Manager, Snowflake"}],":type":"snowflake-site/components/blog/author-chip"}},":itemsOrder":["author_chip"],"appliedCssClassNames":"snowflake-responsive-component-top-padding-medium"}},":itemsOrder":["container_hero","responsivegrid_content","responsivegrid_premium_content_banner","container_author_chip"]},"flexible_column_content_container_2":{"layout":"SIMPLE","id":"container-35852e81ee",":type":"snowflake-site/components/flexible-column-container/flexible-column-content-container",":items":{"blog_table_of_content":{"id":"blog-table-of-content-44e777f85d","tableOfContents":[],":type":"snowflake-site/components/blog/blog-table-of-content"}},":itemsOrder":["blog_table_of_content"]},"isBlogPage":true,"isActiveTOC":false,":type":"snowflake-site/components/flexible-column-container"},"related_content":{"id":"related-content-3e2790f720","relatedContent":[{"configurationStatus":{"configured":true,"message":""},"tags":[{"tagText":"製品 & テクノロジー","tagColor":"#3F808A"}],"authors":[{"authorImage":{"id":"image-bf3d919984","alt":"Sridhar Ramaswamy","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--b36e118e-4dda-46c0-b103-474724a16051/sridhar-ramaswamy-1-1-1.jpg?quality=85&preferwebp=true","lazyEnabled":true,"height":"688","width":"1200",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-27ac94910c","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/sridhar-ramaswamy/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"Sridhar Ramaswamy"}},{"authorImage":{"id":"image-0c0c844bd4","alt":"Photo of Rajendra Prasad of Accenture","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--4e877456-c678-4bd8-8b9b-2dee19e698c9/rajendra-prasad-accenture1.jpg?quality=85&preferwebp=true","lazyEnabled":true,"height":"2891","width":"3209",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-e3de33599d","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/rajendra-prasad/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"Rajendra Prasad"}}],"title":{"lines":["エージェント型エンタープライズの推進：エンタープライズコンテキストをガバナンスの効いたエージェント型アクションへ"],"type":"heading4",":type":"snowflake-site/components/title-v2"},"button":{"id":"button-fcb29e33d3","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/ja/blog/agentic-enterprise-snowflake-accenture/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"エージェント型エンタープライズの推進：エンタープライズコンテキストをガバナンスの効いたエージェント型アクションへ"},"publicationDate":"JUN 18, 2026",":type":"snowflake-site/components/blog/card"},{"configurationStatus":{"configured":true,"message":""},"tags":[{"tagText":"製品 & テクノロジー","tagColor":"#3F808A"}],"authors":[{"authorImage":{"id":"image-e6d6372375","alt":"Headshot style photo of Claire Peracchio","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--b1502e73-ba1a-4a52-8573-492e2e9f033e/claire-peraccio.jpg?quality=85&preferwebp=true","lazyEnabled":true,"height":"200","width":"200",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-d4d35343b9","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/claire-peracchio/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"Claire Peracchio"}},{"authorImage":{"id":"image-cfbd1c5358","alt":"Headshot-style photo of Myles Borins of 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Saini","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--f2661b06-7ec5-4649-9551-45898c1227d5/abhi-saini.png?quality=85&preferwebp=true","lazyEnabled":true,"height":"290","width":"288",":type":"snowflake-site/components/image"},"authorCta":{"id":"button-870f18971b","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/en/blog/authors/abhi-saini/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"Abhi Saini"}}],"title":{"lines":["Snowflakeアプリでより迅速に構築して展開"],"type":"heading4",":type":"snowflake-site/components/title-v2"},"button":{"id":"button-015fd07a74","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/ja/blog/snowflake-apps-build-deploy-faster/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"Snowflakeアプリでより迅速に構築して展開"},"image":{"id":"image-08d550bb0a","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--61ecd850-911c-4541-a61b-f2615344e67d/31-snowflake.png?quality=85&preferwebp=true","lazyEnabled":true,"height":"720","width":"1680",":type":"snowflake-site/components/image"},"publicationDate":"JUN 17, 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Child"}}],"title":{"lines":["要求と設計：データエンジニアリングにおける2つの大きな転換への対応"],"type":"heading4",":type":"snowflake-site/components/title-v2"},"button":{"id":"button-4ad1fcdade","showOutboundIcon":false,"buttonLink":{"valid":true,"url":"/ja/blog/building-pipelines-for-ai/"},"linkTargetContentType":"DOCUMENT_LEARN","linkType":"SNOWFLAKE_INTERNAL",":type":"snowflake-site/components/button","text":"要求と設計：データエンジニアリングにおける2つの大きな転換への対応"},"image":{"id":"image-7565341355","src":"https://www.snowflake.com/adobe/dynamicmedia/deliver/dm-aid--73ff60a0-5d78-44df-a242-8fba336496dc/44-general.jpg?quality=85&preferwebp=true","lazyEnabled":true,"height":"2160","width":"3840",":type":"snowflake-site/components/image"},"publicationDate":"JUN 13, 2026",":type":"snowflake-site/components/blog/card"}],"isBlogPage":true,":type":"snowflake-site/components/blog/related-content"}},":itemsOrder":["flexible_column_container","related_content"],"appliedCssClassNames":"snowflake-container"}},":itemsOrder":["container_breadcrumb","container_main_content"],":type":"wcm/foundation/components/responsivegrid"},"container_47873732":{"additionalClasses":"section--blog-newsletter","columnClassNames":{"flexible_column_cont":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 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href=\"https://www.snowflake.com/en/company/overview/snowflake-ventures/\"\u003ESnowflake Ventures（英語）\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/company/overview/end-data-disparity/\"\u003Eデータ格差の解消（英語）\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_":{"columnClassNames":{"text":"aem-GridColumn aem-GridColumn--default--12"},"gridClassNames":"aem-Grid aem-Grid--12 aem-Grid--default--12","layout":"RESPONSIVE_GRID","columnCount":12,"id":"container-b1d9e2f02e",":type":"snowflake-site/components/container",":items":{"text":{"id":"text-d95f0ba580","additionalClasses":"sf-footer__link-group","text":"\u003Cp class=\"sf-footer__column-title\"\u003E学ぶ\u003C/p\u003E\r\n\u003Cul\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://snowflake.com/ja/resources/\"\u003Eリソースライブラリ\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/live-demo/?lang=ja\"\u003Eライブデモ\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"/pt_br/fundamentals/\"\u003EAIデータクラウドの基礎 \u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/en/resources/learn/training/\"\u003Eトレーニング（英語）\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/ja/resources/learn/certifications/\"\u003E認定資格\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://learn.snowflake.com/en/\" target=\"_blank\" rel=\"noopener noreferrer\"\u003ESnowflake University（英語）\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/ja/developers/guides/\" target=\"_self\" rel=\"noopener noreferrer\"\u003E開発者ガイド\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://docs.snowflake.com/ja\" target=\"_blank\" 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href=\"https://info.snowflake.com/Preference-center.html\"\u003Eメール配信設定\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Cbutton id=\"ot-sdk-btn\" class=\"ot-sdk-show-settings\"\u003Eクッキーの設定\u003C/button\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/ja/legal/privacy/privacy-policy/#12\"\u003E個人情報を共有しない\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E\u003Ca href=\"https://www.snowflake.com/ja/legal/\"\u003E法務関連\u003C/a\u003E\u003C/li\u003E\r\n\u003Cli\u003E© 2026 Snowflake Inc. 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