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Databricks-Certified-Data-Engineer-Associate日本語 Exam Questions
  • Exam Code: Databricks-Certified-Data-Engineer-Associate-JPN
  • Exam Name: Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版)
  • Updated: Oct 14, 2026
  • Q & A: 322 Questions and Answers
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Reference: https://www.databricks.com/learn/certification/data-engineer-associate

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The GAQM Databricks-Certified-Data-Engineer-Associate exam is a comprehensive test of an individual's knowledge of Databricks and its related technologies. It evaluates the ability of candidates to design, build, and maintain data pipelines using Databricks. Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) certification is ideal for data engineers, data architects, and data scientists who want to showcase their skills and knowledge in working with Databricks. Earning the certification can help individuals advance their careers and lead to better job opportunities and higher salaries.

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

SectionObjectives
Data Processing and Transformations- User-defined functions (UDFs)
- Apache Spark SQL operations (joins, aggregations, filtering)
- Delta Lake fundamentals (tables, transactions, optimization)
- PySpark DataFrame transformations
Productionizing Data Pipelines- Pipeline deployment and operationalization
- Databricks Workflows / Jobs orchestration
- Scheduling and monitoring jobs
Data Ingestion and ELT Development- Data ingestion using Spark SQL and PySpark
- Handling structured and semi-structured data
- ETL patterns and transformations
Data Governance and Quality- Unity Catalog basics
- Data access control and governance
- Data quality concepts and management
Databricks Lakehouse Platform Fundamentals- Workspace, architecture, and core platform concepts
- Clusters, notebooks, and basic Databricks environment usage

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

Question #1

データ組織のリーダーは、データ分析チームのレポートがデータエンジニアリングチームのレポートと異なることに不満を抱いています。リーダーは、組織のデータエンジニアリングとデータ分析のアーキテクチャがサイロ化していることが原因だと考えています。
データ レイクハウスがこの問題をどのように軽減できるかを説明しているのは次のうちどれですか。

  • A. 両チームがリアルタイムでプロジェクトに協力できるようになります
  • B. 両チームは同じ情報源を使って作業を進める
  • C. 両チームは同じ部門に報告するように再編成される
  • D. 両チームともアドホックリクエストに迅速に対応できるようになります
  • E. 両チームはデータサイズの変化に応じて作業を自動スケールします
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Question #2

新しいデータエンジニアリングチームがELTプロジェクトに割り当てられました。新しいデータエンジニアリングチームには、プロジェクトを完全に管理するために、salesテーブルに対する完全な権限が必要です。
新しいデータ エンジニアリング チームにデータベースに対する完全な権限を付与するには、次のコマンドのどれを使用できますか?

  • A. テーブル sales のすべての権限を team に付与します。
  • B. テーブル sales の使用権限を team に付与します。
  • C. テーブル sales に対する SELECT 権限を team に付与します。
  • D. テーブル sales に対する SELECT CREATE MODIFY 権限を team に付与します。
  • E. テーブル team のすべての権限を sales に付与します。
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

Question #3

データエンジニアは、拡張子が異なるファイルを含むディレクトリから、pngファイルのみを解析する必要があります。このタスクを実行するために、データエンジニアはどのコードを使用すべきでしょうか?

  • A. df = spark.readstream.format("cloudFiles") \ .option("cloudFiles.format", "binaryFile") \
    .load("/*.png")
  • B. df = spark.readStream.format("cloudFiles") \ .option("cloudFiles.format", "binaryFile") \
    .option("pathGlobfilter", "*.png") \ .append()
  • C. df = spark.readstream.format("cloudFiles") \
    .option("cloudFiles.format", "binaryFile") \
    .option("pathGlobfilter", "*.png") \
    .load(<base-path>)
  • D. df = spark.readStream.format("cloudFiles") \ .option("cloudFiles.format", "binaryFile") \
    .append("/*.png")
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #4

データエンジニアが、Kafkaからのクリックストリームイベントとクラウドオブジェクトストレージからの日次製品カタログを取り込む新しいDatabricksパイプラインを構築しています。監査可能性と容易な再処理を確保するため、エンジニアはすべてのソースデータを取り込みたいと考えています。後の段階では、データがダッシュボードで使用される前に、データのクリーニング、重複排除、およびビジネスモデリングが行われます。
どちらのアプローチがメダリオンアーキテクチャの原則に合致していますか?

  • A. 両方のソースをブロンズ層に追加専用で最小限の検証のみで配置し、その後、品質と分析のために下流でシルバー/ゴールドを構築します。
  • B. Kafkaからのストリーミングイベントをシルバーに、製品カタログを直接ゴールドに格納し、バッチデータのレイヤーを最小限に抑えます。
  • C. スキーマの強制と重複排除を使用して、両方のソースをSilverレイヤーに直接取り込むことで、下流の複雑さを軽減します。
  • D. 両方のソースを非正規化されたスタースキーマでゴールドにランディングし、ソースの忠実度を完全に維持しながらBIを最適化します。
Reveal Solution  Discussion  0

Correct Answer: A  🗳️

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Question #5

Databricksのシングルタスクワークフローがノートブック内のエラーにより失敗しました。データエンジニアがノートブック内のエラーを修正しました。
データエンジニアはワークフローを再実行するために何をすべきでしょうか?

  • A. クラスターを交換する
  • B. ランニングを修復する
  • C. クラスターを再起動する
  • D. タスクを修復する
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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