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| Section | Weight | Objectives |
|---|---|---|
| Data Quality and Governance | 12% | - Governance - Data Lineage - Data Quality |
| Data Modeling and Storage | 20% | - File Formats - Data Modeling - Storage Optimization |
| Monitoring and Troubleshooting | 16% | - Monitoring - Troubleshooting - Performance Optimization |
| Data Processing | 28% | - ETL Pipelines - Data Transformation - Spark SQL - Structured Streaming |
| Databricks Lakehouse Platform | 24% | - Data Management - Delta Lake - Unity Catalog - Lakehouse Architecture |
データエンジニアは、現在本番環境で使用されている複数のDatabricksノートブックに定義されているPython関数に対し、一般的なPythonテストフレームワークを用いたユニットテストを実行したいと考えています。本番環境でデータを処理する関数に対して、データエンジニアはどのようにユニットテストを実行できるでしょうか?
Correct Answer: D 🗳️
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Databricks Utilities Secrets モジュールには、機密の資格情報を保存し、誤ってプレーン テキストで表示されることを防ぐツールが用意されていますが、ユーザーは、ここに保存される資格情報と、これらのシークレットの使用にアクセスできるユーザーについて注意する必要があります。
Databricks Secrets の制限について説明している記述はどれですか?
Correct Answer: B 🗳️
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あるデータ組織は、Unity Catalog 対応ワークスペースからキュレーションされたデータセットを安全に配信するために Delta Sharing を導入しました。データエンジニアリングチームは、大規模な Delta テーブルを社内では Databricks-to-Databricks 経由で、社外では Open Sharing 経由で集約レポートを共有しています。テスト中に、アクセス制御、データ更新の可視性、共有可能なオブジェクトの種類に関する課題に直面しました。Databricks-to-Databricks または Open Sharing と併用する場合の Delta Sharing プロトコルまたは実装の制限事項は何ですか?
Correct Answer: D 🗳️
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外部オブジェクト ストレージ コンテナーが /mnt/finance_eda_bucket の場所にマウントされました。
財務チーム用のデータベースを作成するために、次のロジックが実行されました。
データベースが正常に作成され、権限が構成された後、財務チームのメンバーが次のコードを実行します。
財務チームのすべてのユーザーが財務グループのメンバーである場合、tx_sales テーブルがどのように作成されるかを説明するステートメントはどれですか。
Correct Answer: D 🗳️
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データエンジニアが、ソースからのCDC(変更データキャプチャ)データを処理するために、Lakeflow宣言型パイプラインを設定しています。ソースイベントは順序どおりに到着しないことがあり、同じupdate_timestampで異なるupdate_sequence_idを持つ複数の更新が発生することがあります。
イベントが正しく順序付けられていることを確認するために、データ エンジニアは何をすべきでしょうか?
Correct Answer: C 🗳️
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