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INDEPENDENT PRACTICE
Databricks Certified Data Engineer Associate
These are independently written practice questions, not official exam questions. Difficulty is not calibrated; scores do not predict an official result or guarantee a pass.
Questions and explanations are in Japanese on both language versions. The interface language does not change the material language.
Across all 391 questions, 55 received independent sample review and 336 received author review. The full bank has not been independently re-reviewed.
Code examples have not been run in Databricks, and difficulty has not been calibrated against the official exam.
Material provenance and limitations
- Independent practice material based on public exam guides and product documentation. It is not an official Databricks question bank.
- These are original questions, not reproduced or leaked exam questions. Difficulty, pass marks and passing the certification are not guaranteed.
- Question counts and approximate domain allocations follow the published exam scope. One practice set does not cover every possible objective or product feature.
- Sources were checked on 4 October 2026 JST. Exam revisions, product names, runtimes, cloud availability, preview status and exam languages can change. Check the official guide before taking an exam.
Material notes (Japanese)
- 非公式・独自作成の日本語模擬試験。公式問題、過去問、流出問題の複製ではありません。
- 2026年10月4日JST時点の認定ページおよびリンク先ガイドで確認。公式採点対象45問に合わせ、未採点問題は追加していません。
- 出題領域の整数配分は公表比率の近似です。各回の公式試験の実際の配分、難易度、合格点を保証しません。
- 製品名は現行ドキュメントに合わせ、Declarative Automation Bundlesには旧称Databricks Asset Bundlesが含まれます。
- ドキュメントの機能可否はクラウド、リージョン、Runtime、リリース状態に依存します。試験前に公式ガイドを再確認してください。
- 主要領域を公表比率に近い問題数で扱いますが、ガイドのすべての個別目標を1回の模試で網羅する保証はありません。コード断片は公式文書と照合し、実際のDatabricks環境での実行は行っていません。
- 日本語の独自教材です。公式試験の提供言語は別記のとおりで、日本語版試験が存在することを意味しません。
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