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Last Updated: Oct 14, 2026

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Databricks Databricks-Certified-Data-Engineer-Associate日本語 Exam Overview:

Certification Vendor:Databricks
Exam Name:Databricks Certified Data Engineer Associate Exam
Exam Number:DE-A
Related Certifications:Databricks Certified Data Engineer Professional
Exam Format:Proctored online or test center, Multiple-choice, Scenario-based questions
Certificate Validity Period:2 years
Exam Duration:90 minutes
Exam Price:USD 200
Real Exam Qty:45 scored multiple-choice questions
Available Languages:English
Passing Score:Approximately ~70% (not officially fixed/publicly guaranteed)
Recommended Training:Databricks Data Engineering Learning Path (Databricks Academy)
Official Data Engineering with Databricks Course
Exam Registration:Databricks Certification Portal
Sample Questions: DOWNLOAD DEMO
Exam Way:Online proctored exam or test center
Pre Condition:No formal prerequisites required; recommended ~6 months hands-on experience with Databricks, Spark SQL, and PySpark.
Official Syllabus URL:https://www.databricks.com/learn/certification/data-engineer-associate

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)
- PySpark DataFrame transformations
- Delta Lake fundamentals (tables, transactions, optimization)
Databricks Lakehouse Platform Fundamentals- Clusters, notebooks, and basic Databricks environment usage
- Workspace, architecture, and core platform concepts
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
Productionizing Data Pipelines- Pipeline deployment and operationalization
- Databricks Workflows / Jobs orchestration
- Scheduling and monitoring jobs

Databricks-Certified-Data-Engineer-Associate日本語 Exam FAQs: What Candidates Ask Most

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The Databricks-Certified-Data-Engineer-Associate日本語 exam gives you 90 minutes to work through 45 scored multiple-choice questions questions, so the clock moves faster than most candidates expect. Keep a steady pace on every item, flag the ones that stall you, and circle back with the time you have banked instead of getting stuck. Time pressure is mostly a rehearsal problem: run at least one full timed mock in the BraindumpQuiz test engine before your appointment, and the real countdown will feel familiar rather than threatening.

The Databricks-Certified-Data-Engineer-Associate日本語 exam — officially titled Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) — is the Databricks test you pass to earn the Databricks Certified Data Engineer Associate certification. It sits at the Associate level of the Databricks certification program. Related certifications include Databricks Certified Data Engineer Professional. If that is the credential you are after, the 322 practice questions at BraindumpQuiz map directly to its official objectives.

The Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) blueprint is organized into 5 domains. The first three are:

  • Data Governance and Quality
  • Data Processing and Transformations
  • Data Ingestion and ELT Development

The complete, current topic list appears in the exam outline section above — review it before you start drilling the BraindumpQuiz practice questions.

No formal prerequisites required; recommended ~6 months hands-on experience with Databricks, Spark SQL, and PySpark.

Eligibility rules do change, so confirm the current requirements on the official exam page before you apply: https://www.databricks.com/learn/certification/data-engineer-associate.

If you take the corresponding Databricks-Certified-Data-Engineer-Associate日本語 exam within 60 days of purchase and do not pass, you can apply for a full refund under our money-back guarantee. Send a scanned copy of your exam enrollment slip together with the official Score Report PDF within 2 days of your exam date, and your claim will be processed within 7 days. Keep in mind that the candidate name must match the purchaser name, and the guarantee does not cover attempts made within 3 days of purchase, materials that were downloaded but never used in an actual exam sitting, free resources, or expired orders. If you would rather keep studying, you can swap the refund for two free exam products of equal value while keeping the update service on your original purchase. Delivery itself is instant: the files are emailed to you within one minute of payment (if nothing arrives within 2 hours, check your spam folder and contact our support team), and there is no limit on how many computers you install them on.

You can register for the Databricks-Certified-Data-Engineer-Associate日本語 exam through any of these official channels:

Depending on your location, you can take the Databricks-Certified-Data-Engineer-Associate日本語 exam Online proctored exam or test center.

The passing score for the Databricks-Certified-Data-Engineer-Associate日本語 exam is Approximately ~70% (not officially fixed/publicly guaranteed), and the official registration fee is USD 200. Remember that an unsuccessful attempt means paying the full USD 200 again to retake it, so booking too early is the expensive way to find out you are not ready. Test yourself with the BraindumpQuiz practice questions first; once you can clear Approximately ~70% (not officially fixed/publicly guaranteed) comfortably on timed runs, scheduling the real exam becomes a much safer bet.

Databricks points Databricks-Certified-Data-Engineer-Associate日本語 candidates to the following official training options:

Whichever course you pick, round it out with the 322 practice questions at BraindumpQuiz — courseware builds the theory, and timed practice turns it into exam-day speed.

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

Question #1

次のデータ レイクハウス機能のうち、従来のデータ レイクよりもデータ品質が向上するのはどれですか。

  • A. データ レイクハウスは、機械学習と人工知能のワークロードを可能にします。
  • B. データ レイクハウスでは、SQL クエリを使用してデータを検査できます。
  • C. データ レイクハウスは、構造化データと非構造化データのストレージ ソリューションを提供します。
  • D. データ レイクハウスはオープン形式でデータを保存します。
  • E. データ レイクハウスは、ACID 準拠のトランザクションをサポートします。
Reveal Solution  Discussion  0

Correct Answer: E  🗳️

Question #2

データエンジニアは、いくつかのテーブルからデータエンティティを作成したいと考えています。このデータエンティティは、他のセッションの他のデータエンジニアによって使用される必要があり、物理的な場所に保存する必要があります。
データ エンジニアが作成する必要があるデータ エンティティは次のどれですか。

  • A. 表示
  • B. 一時ビュー
  • C. データベース
  • D. テーブル
  • E. 関数
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

Question #3

次のコマンドのうち、member_id 列の null 値の数を返すものはどれですか。

  • A. my_table から count(member_id) を選択します。
  • B. my_table から null(member_id) を選択します。
  • C. count_if(member_id IS NULL) を my_table から選択します。
  • D. count_null(member_id) を my_table から選択します。
  • E. my_table から count(member_id) - count_null(member_id) を選択します。
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

Question #4

データエンジニアは、Databricksを使用してKafkaからDelta Lakeテーブルにストリーミングデータを取り込む必要があります。パイプラインは、厳密に1回限りの処理セマンティクスを保証し、障害から復旧するためのチェックポイント情報を維持する必要があります。信頼性の高い処理と耐障害性を保証するSpark Structured Streamingの機能はどれですか?

  • A. キャッシング
  • B. チェックポイント
  • C. パーティション剪定
  • D. 透かし
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

Question #5

データ エンジニアは、フランスに住む顧客の名前を含む新しいテーブルを作成したいと考えています。
彼らは次のコマンドを書きました:

上級データ エンジニアは、新しいテーブルに個人を特定できる情報 (PII) が含まれていることを示すテーブル プロパティを含めることが組織のポリシーであると述べています。
次のコード行のうち、上記の空白を埋めてタスクを正常に完了するものはどれですか?

  • A. テーブルプロパティ PII
  • B. テーブルに PII が含まれているかどうかを示す方法はありません。
  • C. コメント「PII が含まれています」
  • D. 「コメント PII」
  • E. 追加
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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