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INDEPENDENT PRACTICE
Databricks Certified Associate Developer for Apache Spark
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)
- 非公式の独自練習問題。本試験の問題を再現したものではなく、同等難易度や合格を保証しません。
- 2025年10月30日版ガイドの採点対象45問に合わせています。旧版の60問構成とは異なります。非採点問題が加わる場合があります。
- 整数配分のため分野割合を近似しています。個々の本試験の問題配分を保証しません。
- コードは Python。F は pyspark.sql.functions を指します。試験ガイドは特定の Spark マイナーバージョンを明記していません。解説は確認時点の公式 Apache Spark 文書で照合しています。
- 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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