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Databricks Databricks-Certified-Data-Engineer-Professional日本語 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Delta Lake and Data Management | - Schema evolution and enforcement - Delta Lake transactions and ACID properties - Time travel and versioning |
| Data Modeling and Transformation | - Dimensional modeling concepts - Performance optimization techniques - Spark SQL transformations |
| Databricks Lakehouse Platform Architecture | - Medallion architecture (Bronze, Silver, Gold) - Data governance concepts (Unity Catalog basics) - Workspace and cluster architecture |
| Production Pipelines and Orchestration | - Databricks Workflows - Job scheduling and monitoring - Error handling and recovery strategies |
| Data Ingestion and Processing | - ETL pipeline design patterns - Structured Streaming fundamentals - Batch and streaming ingestion with Auto Loader |
Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) Sample Questions:
Question 1
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?
A. リポジトリ内のファイルを使用して関数を定義し、単体テストする
B. 本番環境に近い非本番環境データに対してユニットテストを実行する
C. 同じノートブック内でユニットテストと関数を定義する
D. 別の Databricks ノートブックからユニットテスト関数を定義してインポートします。
Question 2
統合テストについて説明している記述はどれですか?
A. アプリケーションのサブシステム間の相互作用を検証します
B. アプリケーションの個々の要素の動作を検証します
C. 手動介入が必要
D. アプリケーションのユースケースを検証する
E. 自動テストフレームワークが必要です
Question 3
ビジネスレポート作成チームでは、ダッシュボードのデータを1時間ごとに更新する必要があります。パイプラインで変換を抽出し、データをロードする処理時間は合計10分です。
通常の動作条件を前提とすると、どの構成が最も低いコストでサービス レベル契約の要件を満たすでしょうか。
A. 専用のインタラクティブ クラスターで 1 時間に 1 回パイプラインを実行するジョブをスケジュールします。
B. 特定のディレクトリに新しいデータが追加されるたびに実行されるジョブを構成します。
C. 新しいジョブ クラスターで 1 時間に 1 回パイプラインを実行するようにジョブをスケジュールします。
D. トリガー間隔を 60 分にして構造化ストリーミング ジョブをスケジュールします。
Question 4
Databricks CLIは、job_idパラメータを渡すことで既存のジョブの実行をトリガーするために使用されます。ジョブ実行リクエストが正常に送信されたことを示す応答には、run_idフィールドが含まれます。
このフィールドの横にある数字が何を表しているかを説明している文はどれですか。
A. このフィールドにはjob_idが返されます。
B. ワークスペースで実行されたジョブの合計数。
C. ワークスペース内でジョブ定義が実行された回数。
D. 新しくトリガーされた実行のグローバルに一意の ID。
E. job_id とジョブの実行回数が連結されて返されます。
Question 5
マルチタスク ジョブでタスクとして実行するように構成されたノートブックを確認するには、どの REST API 呼び出しを使用できますか?
A. /jobs/runs/get
B. /jobs/get
C. /jobs/runs/get-output
D. /jobs/list
E. /jobs/runs/list
Solutions:
| Question 1 Answer: B | Question 2 Answer: A | Question 3 Answer: C | Question 4 Answer: D | Question 5 Answer: B |







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