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  • Exam Code: Databricks-Certified-Data-Engineer-Professional-JPN
  • Exam Name: Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版)
  • Last Updated: Jul 30, 2026
  • Q & A: 250 Questions and Answers
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  • Exam Name: Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版)
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  • Q & A: 250 Questions and Answers
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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: Production Pipelines and Orchestration- Databricks Workflows
- Job scheduling and monitoring
- Error handling and recovery strategies
Topic 3: Delta Lake and Data Management- Delta Lake transactions and ACID properties
- Schema evolution and enforcement
- Time travel and versioning
Topic 4: Databricks Lakehouse Platform Architecture- Data governance concepts (Unity Catalog basics)
- Workspace and cluster architecture
- Medallion architecture (Bronze, Silver, Gold)
Topic 5: Data Ingestion and Processing- Batch and streaming ingestion with Auto Loader
- ETL pipeline design patterns
- Structured Streaming fundamentals

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

1. データ エンジニアが数学関数のコレクションをテストしています。そのうちの 1 つは、別の関数で説明されている曲線の下の領域を計算します。
アサート(myIntegrate(ラムダ x: x*x, 0, 3) [0] == 9)
上記の行はどのような種類のテストを表していますか?

A) マニュアル
B) 統合
C) エンドツーエンド
D) 機能的
E) ユニット


2. データエンジニアがDelta Lakeでバッチデータとストリーミングデータの両方を処理する追加専用のパイプラインを設計しています。チームは、ストリーミングコンポーネントがどのデータが既に処理済みかを効率的に追跡できるようにしたいと考えています。これを実現するには、どのような構成を設定すればよいでしょうか?

A) マージスキーマ
B) スキーマを上書きする
C) パーティション
D) チェックポイントの場所


3. データ エンジニアは、きめ細かな権限を持つジョブをデプロイするために Databricks アセット バンドルを構成しています。
要件は次のとおりです。
- データ エンジニア グループにジョブへの CAN_MANAGE アクセスを許可します。
- 監査人グループがジョブを表示できるが、変更/実行できないことを確認します。
- 他のユーザー/グループに意図しない権限を付与しないようにしてください。
データ エンジニアは、要件を満たしながらジョブをどのように展開する必要がありますか?

A) permissions:
- group_name: data-engineers
level: CAN_MANAGE
- group_name: auditors
level: CAN_VIEW
resources:
jobs:
my-job:
name: data-pipeline
tasks: [...]
job_clusters: [...]
B) resources:
jobs:
my-job:
name: data-pipeline
tasks: [...]
job_clusters: [...]
permissions:
- group_name: data-engineers
level: CAN_MANAGE
- group_name: auditors
level: CAN_VIEW
- group_name: admin-team
level: IS_OWNER
C) resources:
jobs:
my-job:
name: data-pipeline
tasks: [...]
job_clusters: [...]
permissions:
- group_name: data-engineers
level: CAN_MANAGE
- group_name: auditors
level: CAN_VIEW
D) resources:
jobs:
my-job:
name: data-pipeline
tasks: [...]
job: [...]
permissions:
- group_name: data-engineers
level: CAN_MANAGE
permissions:
- group_name: auditors
level: CAN_VIEW


4. 退職するプラットフォームオーナーは現在、複数のカタログの所有権を保持し、ストレージの認証情報と外部ロケーションを管理しています。データエンジニアは、継続性を確保するよう求められています。具体的には、カタログの所有権をプラットフォームチームグループに移管し、継続的な権限管理を委任し、デルタ共有を介してデータの受信と共有を行う権限を維持する必要があります。メタストア全体でこれらのアクションを実行するには、どのような役割が必要ですか?

A) ワークスペース管理者。ワークスペース管理者は、任意の Unity Catalog オブジェクトの所有権を譲渡できるためです。
B) アカウント管理者。アカウント管理者はメタストアを作成することはできますが、カタログの所有権を変更することはできないためです。
C) カタログ所有者。カタログ所有者はメタストア内の任意のカタログ内の任意のオブジェクトを転送できるためです。
D) メタストア管理者。メタストア管理者は、共有や受信者を含むすべてのメタストア オブジェクトにわたって所有権を譲渡し、権限を管理できるためです。


5. データエンジニアとプラットフォームエンジニアが協力してシス​​テムタスクの自動化に取り組んでいます。特定の日次Databricksジョブがその日のうちに正常に完了した場合にのみ、Databricksの外部でスクリプトを実行する必要があります。ジョブの最終実行を確認するために、Databricks CLIコマンドを使用しました。このタスクに必要なコマンドオプションは何ですか?

A) databricks jobs list-runs --job-id JOB_ID --start-time-to TODAY_MIDNIGHT_EPOCH_MS -- completed-only
B) databricks jobs list-runs --job-id JOB_ID --start-time-from TODAY_MIDNIGHT_EPOCH_MS -- active-only
C) databricks jobs list-runs --job-id JOB_ID --start-time-to TODAY_MIDNIGHT_EPOCH_MS --active- only
D) databricks jobs list-runs --job-id JOB_ID --start-time-from TODAY_MIDNIGHT_EPOCH_MS -- completed-only


Solutions:

Question # 1
Answer: E
Question # 2
Answer: D
Question # 3
Answer: C
Question # 4
Answer: D
Question # 5
Answer: D

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