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

"Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版)", also known as Databricks-Certified-Data-Engineer-Professional exam, is a Databricks Certification. With the complete collection of questions and answers, ExamcollectionPass has assembled to take you through 250 Q&As to your Databricks-Certified-Data-Engineer-Professional Exam preparation. In the Databricks-Certified-Data-Engineer-Professional exam resources, you will cover every field and category in Databricks Certification Certification helping to ready you for your successful Databricks Certification.

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  • Exam Code: Databricks-Certified-Data-Engineer-Professional
  • Exam Name: Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版)
  • Certification Provider: Databricks
  • Corresponding Certification: Databricks Certification
  • Updated: Oct 17, 2026
  • No. of Questions: 250 Questions & Answers with Testing Engine
  • Download Limit: Unlimited
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Databricks Databricks-Certified-Data-Engineer-Professional日本語 Exam Syllabus Topics:

SectionObjectives
Topic 1: Data Modeling and Transformation- Dimensional modeling concepts
- Performance optimization techniques
- Spark SQL transformations
Topic 2: Databricks Lakehouse Platform Architecture- Medallion architecture (Bronze, Silver, Gold)
- Workspace and cluster architecture
- Data governance concepts (Unity Catalog basics)
Topic 3: Production Pipelines and Orchestration- Error handling and recovery strategies
- Databricks Workflows
- Job scheduling and monitoring
Topic 4: Data Ingestion and Processing- Batch and streaming ingestion with Auto Loader
- ETL pipeline design patterns
- Structured Streaming fundamentals
Topic 5: Delta Lake and Data Management- Time travel and versioning
- Delta Lake transactions and ACID properties
- Schema evolution and enforcement

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?

  • A. ウィンドウ関数を使用して、同じパーティション内、つまり LDP パイプライン内の update_timestamp 内の update_sequence_id をソートします。
  • B. AUTO CDC API で track_history_column_list を [event_timestamp, event_id] に設定します。
  • C. dropDuplicates() を使用して、LDP 内の順序が正しくないレコードや重複したレコードを削除します。
  • D. AUTO CDC API で SEQUENCE BY STRUCT(event_timestamp, update_sequence_id) を使用します。
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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データエンジニアは、分析と可視化のために、クラウドオブジェクトストレージからUnity Catalogで管理されるテーブルに大量の画像ファイル(JPEGとPNG)を取り込みたいと考えています。これらの画像を段階的にテーブルに取り込むために推奨される構成と方法は2つありますか？(2つ選択してください。)

  • A. Auto Loader を使用し、cloudFiles.format を "IMAGE" に設定します。
  • B. pathGlobFilter オプションを使用して、画像ファイルのみを選択します (例: "*.jpg、*.png")。
  • C. ファイルをボリュームに移動し、SQL エディターで読み取ります。
  • D. Auto Loader を使用して、cloudFiles.format を "TEXT" に設定します。
  • E. Auto Loader を使用し、cloudFiles.format を "BINARYFILE" に設定します。
Reveal Solution  Discussion  0

Correct Answer: B,E  🗳️

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ジョブ実行履歴の保持に関して正しい記述はどれですか?

  • A. ジョブ実行ログをエクスポートまたは削除するまで保持されます
  • B. 30日間保持され、その間にジョブ実行ログをDBFSまたはS3に配信できます。
  • C. 60日間保存され、その後ログはアーカイブされます
  • D. 90日間、またはカスタム実行構成を通じて実行IDが再利用されるまで保持されます。
  • E. 60日間保持され、その間にノートブックの実行結果をHTMLにエクスポートできます。
Reveal Solution  Discussion  0

Correct Answer: E  🗳️

チームのジュニア データ エンジニアが次のコード ブロックを実装しました。

new_eventsビューには、events Deltaテーブルと同じスキーマを持つレコードのバッチが含まれています。event_idフィールドは、このテーブルの一意のキーとして機能します。
このクエリを実行すると、既存のレコードと同じ event_id を持つ新しいレコードはどうなるでしょうか?

  • A. 挿入されます。
  • B. 削除されます。
  • C. 無視されます。
  • D. 更新されました。
  • E. 結合されます。
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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エンドツーエンド テストの主な利点を説明している記述はどれですか。

  • A. テストスイートの自動化が容易になります
  • B. アプリケーションの構成要素内のエラーを正確に特定します。
  • C. アプリケーションの実際の使用状況を厳密にシミュレートします。
  • D. すべてのコードパスとブランチのテスト範囲を提供します。
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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