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Databricks Databricks-Certified-Data-Engineer-Professional日本語 Exam Overview:
| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Data Engineer Professional Exam |
| Exam Number: | Databricks-Certified-Data-Engineer-Professional |
| Real Exam Qty: | 60 |
| Certificate Validity Period: | 2 years |
| Exam Format: | Multiple-response, Multiple-choice |
| Available Languages: | English |
| Related Certifications: | Databricks Certified Data Engineer Associate |
| Exam Price: | USD 200 |
| Passing Score: | 70 |
| Exam Duration: | 120 minutes |
| Sample Questions: | Databricks Databricks-Certified-Data-Engineer-Professional日本語 Sample Questions |
| Exam Way: | Online proctored |
| Pre Condition: | Databricks Certified Data Engineer Associate certification |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/data-engineer-professional |
Databricks Databricks-Certified-Data-Engineer-Professional日本語 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Data Modeling and Storage | 20% | - File Formats - Storage Optimization - Data Modeling |
| Topic 2: Data Processing | 28% | - Data Transformation - Spark SQL - Structured Streaming - ETL Pipelines |
| Topic 3: Databricks Lakehouse Platform | 24% | - Data Management - Unity Catalog - Delta Lake - Lakehouse Architecture |
| Topic 4: Data Quality and Governance | 12% | - Data Quality - Governance - Data Lineage |
| Topic 5: Monitoring and Troubleshooting | 16% | - Performance Optimization - Monitoring - Troubleshooting |
Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) Sample Questions:
データエンジニアは、S3ストレージに新しいCSVファイルが到着すると自動的に処理する効率的なパイプラインを設計する必要があります。これらの要件を満たすために、データエンジニアはどのDatabricks機能を使用すべきでしょうか？
- A. 標準の Spark readStream を使用して、フォーマット ("csv") とフォーマット ("json") でクラウド ストレージからストリーミングします。
- B. 処理されたファイルを追跡するためのパラメータ付きのCOPY INTO SQLコマンド
- C. スキーマ推論と進化が有効になっている自動ローダー
- D. スケジュールされた Databricks ジョブによる従来のバッチ処理
Correct Answer: C 🗳️
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データ アーキテクトは、Lakehouse 内のすべてのテーブルを外部 Delta Lake テーブルとして構成することを義務付けています。
この要件を確実に満たすには、どのようなアプローチが有効でしょうか?
- A. データベースを作成するときは必ずlocationキーワードを使用してください。
- B. ワークスペースを構成するときは、外部クラウド オブジェクト ストレージがマウントされていることを確認してください。
- C. テーブルを作成するときは、create table ステートメントで external キーワードが使用されていることを確認します。
- D. すべてのテーブル ストレージに外部データ ウェアハウスを構成する場合、すべての ELT に Databricks を活用します。
- E. テーブルを作成するときは必ず location キーワードを使用してください。
Correct Answer: E 🗳️
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Databricksジョブは3つのタスクで構成されており、それぞれがDatabricksノートブックです。タスクAは他のタスクに依存しません。タスクBとCは並列実行され、それぞれがタスクAに対して順次依存関係を持ちます。
タスク A と B は正常に完了したが、スケジュールされた実行中にタスク C が失敗した場合、結果の状態を説明するステートメントはどれですか。
- A. すべてのタスクが正常に完了しない限り、変更は Lakehouse にコミットされません。タスク C が失敗したため、すべてのコミットは自動的にロールバックされます。
- B. タスク A に関連付けられたノートブックで表現されたすべてのロジックは正常に完了します。ステージの失敗のため、タスク B と C は変更をコミットしません。
- C. タスク A および B に関連付けられたノートブックで表現されたすべてのロジックが正常に完了します。タスク C の一部の操作は正常に完了している可能性があります。
- D. タスク A と B に関連付けられたノートブックで表現されたすべてのロジックは正常に完了します。タスク C で行われた変更は、タスクの失敗によりロールバックされます。
- E. すべてのタスクは依存関係グラフとして管理されるため、すべてのタスクが正常に完了するまで、変更は Lakehouse にコミットされません。
Correct Answer: C 🗳️
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データエンジニアは、削除ベクトルが有効になっているDeltaテーブルordersを所有しています。エンジニアは次のコマンドを実行します。
DELETE FROM orders WHERE status = 'cancelled';
コマンドが実行されたときの削除ベクトルの動作はどうなりますか?
- A. 行はメタデータとファイルの両方で削除済みとしてマークされます。
- B. 行はファイル内ではなくメタデータ内で削除済みとしてマークされます。
- C. Delta はキャンセルされたすべての注文を自動的に永久に削除します。
- D. ファイルは削除された行を除いて物理的に書き換えられます。
Correct Answer: B 🗳️
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Predictive Optimization は、Unity Catalog Managed テーブルに対してデフォルトで有効になっている自動化された Databricks サービスです。Delta テーブルを継続的に最適化することで、最適なパフォーマンスとコストを確保し、維持管理を支援します。Predictive Optimization は、Delta テーブルを維持するためにどの 2 つの操作を実行しますか？(2 つ選択してください。)
- A. 分析
- B. バケット化
- C. パーティション
- D. 最適化
- E. コンパクト
Correct Answer: A,D 🗳️
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