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Databricks Databricks-Certified-Data-Engineer-Professional日本語 Exam Syllabus Topics:

SectionWeightObjectives
Data Modelling6%- Optimize table design and partitioning
- Design Medallion Architecture
- Implement dimensional and relational models
Data Ingestion & Acquisition7%- Handle incremental and batch data loads
- Ingest data from diverse sources
- Use Auto Loader and structured streaming
Data Sharing and Federation5%- Manage cross-platform data access
- Implement Lakehouse Federation
- Use Delta Sharing for secure data sharing
Developing Code for Data Processing using Python and SQL22%- Write efficient and maintainable code
- Implement complex data processing logic
- Use Databricks-specific libraries and APIs
Data Governance7%- Enforce data policies and standards
- Manage data assets and metadata
- Use Unity Catalog for governance
Data Transformation, Cleansing, and Quality10%- Implement schema evolution and management
- Enforce data quality standards
- Apply data cleansing and validation rules
Cost & Performance Optimisation13%- Apply cost management best practices
- Optimize compute and storage resources
- Improve query and pipeline performance
Monitoring and Alerting10%- Monitor pipeline performance and health
- Track data lineage and metrics
- Set up alerts and notifications
Ensuring Data Security and Compliance10%- Secure data at rest and in transit
- Implement access control and permissions
- Ensure data privacy and compliance
Debugging and Deploying10%- Implement CI/CD and DevOps practices
- Deploy using Asset Bundles, CLI, and APIs
- Troubleshoot and debug pipelines

Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) Sample Questions:

1. Delta Lake Auto Compaction について説明している記述はどれですか?

A) データはメモリに直接コミットされるのではなく、メッセージング バスのキューに入れられます。ジョブが完了すると、すべてのデータはメッセージング バスから 1 つのバッチでコミットされます。
B) 最適化された書き込みでは、ディレクトリ パーティションではなく論理パーティションが使用されます。パーティション境界はメタデータでのみ表されるため、書き込まれる小さなファイルの数は少なくなります。
C) ジョブ クラスターが終了する前に、最新のジョブ中に変更されたすべてのテーブルに対して最適化が実行されます。
D) 書き込みが完了した後、ファイルをさらに圧縮できるかどうかを検出するための非同期ジョブが実行されます。圧縮できる場合は、デフォルトの 128 MB に向けて最適化ジョブが実行されます。
E) 書き込みが完了した後、ファイルをさらに圧縮できるかどうかを検出するための非同期ジョブが実行されます。圧縮できる場合は、デフォルトの 1 GB に向けて最適化ジョブが実行されます。


2. 述語プッシュダウンを活用しないことによって発生するパフォーマンスの問題を、Spark UI のどこで診断できますか?

A) ストレージ詳細画面で、どのRDDがディスク上に保存されていないかを確認します。
B) Delta Lakeのトランザクションログで、列の統計情報に注目してください。
C) Executorのログファイルで、「述語プッシュダウン」を捕捉することにより
D) クエリ詳細画面で物理プランを解釈することにより
E) ステージの詳細画面の完了ステージテーブルで、入力列から読み取ったデータのサイズを確認します。


3. プラットフォームエンジニアは、すべてのワークスペースにおけるSKU階層別に分類されたリソース消費量をレポートする必要があります。エンジニアは、system.billing.usageシステムテーブルを使用してクエリを作成することにしました。製品ごとの日次使用量を正確に返すSQLクエリはどれですか?

A)

B)

C)

D)


4. 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?

A) 保存された秘密を反復処理し、各文字を印刷すると、秘密の内容がプレーンテキストで表示されます。
B) 個人アクセス トークンに適切な資格情報がある場合、Databricks REST API を使用して、シークレットをプレーン テキストで一覧表示できます。
C) SHA256 ハッシュは保存された秘密を難読化するために使用されるため、このハッシュを逆にすると、値がプレーンテキストで表示されます。
D) シークレットは Hive メタストア内の管理者専用テーブルに保存されます。データベース管理者は、デフォルトでこのテーブルをクエリする権限を持ちます。
E) アカウント管理者は、Databricks アカウント コンソールにログオンすることで、すべてのシークレットをプレーンテキストで表示できます。


5. データエンジニアリングチームがデプロイメントの自動化を設定しています。Databricks CLI コマンドを使用してワークスペースアセットをリモートでデプロイするには、適切な認証を使用して構成する必要があります。
どの認証方法が最高レベルのセキュリティを提供しますか?

A) OAuth トークン フェデレーションでサービス プリンシパルを使用します。
B) サービス プリンシパルとその個人アクセス トークンを使用します。
C) サービス プリンシパル ID とその OAuth クライアント シークレットを使用します。
D) 共有ユーザー アカウントとその OAuth クライアント シークレットを使用します。


Solutions:

Question # 1
Answer: D
Question # 2
Answer: D
Question # 3
Answer: B
Question # 4
Answer: B
Question # 5
Answer: A

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