Prepare with Databricks Databricks-Certified-Data-Engineer-Associate日本語 exam practice material, pass for sure
Updated: Oct 26, 2026
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Databricks Databricks-Certified-Data-Engineer-Associate日本語 Exam Syllabus Topics:
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Reference: https://www.databricks.com/learn/certification/data-engineer-associate
Databricks Databricks-Certified-Data-Engineer-Associate日本語 Exam Overview:
| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Data Engineer Associate Exam |
| Exam Number: | Databricks-Certified-Data-Engineer-Associate |
| Real Exam Qty: | 45 |
| Available Languages: | Korean, English, Portuguese (Brazil), Japanese |
| Passing Score: | Not publicly disclosed, approximately 70% |
| Exam Price: | 200 USD |
| Exam Duration: | 90 minutes |
| Related Certifications: | Databricks Certified Data Analyst Associate Databricks Certified Data Engineer Professional |
| Exam Format: | Proctored, Multiple choice |
| Certificate Validity Period: | 2 years |
| Recommended Training: | Databricks Academy - Data Engineer Associate Learning Path Databricks Documentation |
| Exam Registration: | Official Registration |
| Sample Questions: | Databricks Databricks-Certified-Data-Engineer-Associate日本語 Sample Questions |
| Exam Way: | Online proctored or in-person at authorized test centers |
| Pre Condition: | No mandatory prerequisites; 6+ months hands-on experience with Databricks and data engineering tasks recommended |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/data-engineer-associate |
Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) Sample Questions:
データエンジニアがDatabricks Spark UIで処理が遅いステージを調査しています。エンジニアはタスク実行時間のサマリーメトリクスセクションまでスクロールダウンし、そのステージについて以下の情報を確認します。
25パーセンタイル持続時間：40秒
平均持続時間：45秒
75パーセンタイル持続時間：50秒
最大持続時間：80秒
これらの指標はどのように解釈すればよいのでしょうか？
- A. クラスターのリソースが不足しています。
- B. このステージはデータに偏りがある可能性が高いです。
- C. ステージは健康です。
- D. GC の問題が発生しています。
Correct Answer: B 🗳️
データエンジニアは、分析ワークロード向けに設計されたサーバーレスコンピューティング環境を使用して、Delta Lakeに保存されているデータに対してSQLクエリを直接実行したいと考えています。この機能を提供するDatabricksコンポーネントはどれですか？
- A. Databricks SQL Warehouse
- B. MLflow
- C. DBFS
- D. スパークドライバー
Correct Answer: A 🗳️
Lakeflow Jobsワークフローが、ノートブックタスクのエラーにより最後のタスクで失敗しました。このワークフローは毎日実行されるようにスケジュールされています。データエンジニアはノートブックを修正し、パイプラインを再実行したいと考えています。このワークフローは計算負荷が高く、実行コストも高額です。データエンジニアは、ダウンタイムと計算コストを最小限に抑えるために、どのような対策を講じるべきでしょうか？
- A. クラスターを再起動します
- B. ワークフロー全体を再実行する
- C. 別のクラスターに切り替える
- D. 修理実行
Correct Answer: D 🗳️
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データエンジニアは、COPY INTOコマンドを使用して、外部の場所からCSVファイルをDeltaテーブルにロードします。
同じジョブが同じ1時間以内に誤って2回実行されてしまった。
期待される結果は何ですか？
- A. 2回目の実行は重複ファイルエラーで失敗し、1回目の実行がロールバックされます。
- B. 対象テーブルは最新のファイルのみで上書きされます。
- C. 2回目の実行では、既に取り込まれていないファイルのみがロードされます。これは、COPY INTOがロードされたファイルを冪等的に追跡するためです。
- D. COPY INTO は常にソース パス内のすべてのファイルを再読み込みするため、レコードが重複します。
Correct Answer: C 🗳️
Explanation: Only visible for Test4Sure members. You can sign-up / login (it's free).
データエンジニアがDatabricks上でSpark SQLジョブを実行中に、小さなルックアップテーブルと大きなファクトテーブル間の結合が遅いことに気づきました。データエンジニアは、結合を高速化するために、Sparkが小さなルックアップテーブルをすべてのエグゼキュータに自動的に送信するようにしたいと考えています。データエンジニアはどの構成パラメータを調整すべきでしょうか？
- A. spark.executor.memory
- B. spark.sql.autoBroadcastJoinThreshold
- C. spark.default.parallelism
- D. spark.sql.shuffle.partitions
Correct Answer: B 🗳️
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