Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版): Databricks-Certified-Data-Engineer-Professional Exam
"Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版)", also known as Databricks-Certified-Data-Engineer-Professional exam, is a Databricks Certification. With the complete collection of questions and answers, PrepPDF has assembled to take you through 250 Q&As to your Databricks-Certified-Data-Engineer-Professional Exam preparation. In the Databricks-Certified-Data-Engineer-Professional exam resources, you will cover every field and category in Databricks Certification Certification helping to ready you for your successful Databricks Certification.
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- Exam Code: Databricks-Certified-Data-Engineer-Professional
- Exam Name: Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版)
- Certification Provider: Databricks
- Corresponding Certification: Databricks Certification
- Updated: Sep 19, 2026
- No. of Questions: 250 Questions & Answers with Testing Engine
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Databricks Databricks-Certified-Data-Engineer-Professional日本語 Exam Overview:
| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Data Engineer Professional Exam |
| Exam Number: | Databricks-Certified-Data-Engineer-Professional |
| Exam Format: | Multiple select, Proctored online exam, Scenario-based questions, Multiple choice |
| Available Languages: | English |
| Exam Price: | $200 USD |
| Exam Duration: | 120 minutes |
| Real Exam Qty: | 45-60 |
| Certificate Validity Period: | 2 years |
| Passing Score: | 70% |
| Related Certifications: | Databricks Certified Data Engineer Associate |
| Recommended Training: | Databricks Data Engineer Learning Path Delta Lake Fundamentals |
| Exam Registration: | Databricks Certification Portal Databricks Academy |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online proctored exam via Databricks certification platform |
| Pre Condition: | Recommended: Databricks Certified Data Engineer Associate or equivalent hands-on experience with Spark and Delta Lake |
| Official Syllabus URL: | https://www.databricks.com/learn/certification/data-engineer-professional |
Databricks Databricks-Certified-Data-Engineer-Professional日本語 Exam Syllabus Topics:
| Section | Objectives |
|---|---|
| Delta Lake and Data Management | - Delta Lake transactions and ACID properties - Schema evolution and enforcement - Time travel and versioning |
| Databricks Lakehouse Platform Architecture | - Workspace and cluster architecture - Medallion architecture (Bronze, Silver, Gold) - Data governance concepts (Unity Catalog basics) |
| Production Pipelines and Orchestration | - Job scheduling and monitoring - Error handling and recovery strategies - Databricks Workflows |
| Data Modeling and Transformation | - Performance optimization techniques - Spark SQL transformations - Dimensional modeling concepts |
| Data Ingestion and Processing | - Batch and streaming ingestion with Auto Loader - Structured Streaming fundamentals - ETL pipeline design patterns |
Databricks-Certified-Data-Engineer-Professional日本語 Exam FAQ: The Details That Matter
The Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) exam requires 70% to pass, and registration costs $200 USD. A failed attempt means paying the same fee again — a readiness check with the PrepPDF engines before booking is the cheaper option.
Databricks recommends these training resources for the Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) exam:
Follow the training with steady self-testing — the 250 practice questions from PrepPDF help you apply theory and fill any gaps the training leaves.
The Databricks-Certified-Data-Engineer-Professional日本語 exam is a Databricks certification exam validating the Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) syllabus shown above. It belongs to these credential paths: Databricks Certified Data Engineer Associate. Candidates in 2026 prepare for it with PrepPDF's 250 practice questions, available as a printable PDF, a Windows Desktop Test Engine, and an Online Test Engine — three versions of the same materials.
PrepPDF issues a full refund if you take the Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) exam within 60 days of purchase and do not pass. The policy does not apply if the exam is taken within 3 days of purchase, if the exam was never actually taken, or to free materials or expired orders, and the candidate name must match the payer name. Submit a scan of your enrollment slip and the official Score Report PDF within 2 days of the exam; claims are processed within 7 days. Alternatively, exchange for two free exam products of equal value and keep your original update service. Orders arrive by email within 1 minute — contact support if nothing arrives within 2 hours.
Online proctored exam via Databricks certification platform Register for the Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) exam through these official channels:
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The Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) exam contains 45-60 to complete within 120 minutes. Timed simulation in the PrepPDF Desktop Test Engine teaches that rhythm before exam day does.
The official Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) outline defines 5 domains. The leading three are Delta Lake and Data Management, Data Modeling and Transformation, and Databricks Lakehouse Platform Architecture. The full list is in the topics section above, and PrepPDF's 250 practice questions cover each one.
Three versions of the same study materials: a printable, expert-prepared PDF with free demo download and instant access; a Desktop Test Engine for Windows that simulates the real exam with two practice modes and works offline; and an Online Test Engine for any browser on Windows, Mac, Android, and iOS with test history and performance review. All 250 practice questions are identical across versions. Every purchase includes 365 days of free updates — whenever a new version is compiled, it is sent to you automatically — plus a 50% renewal discount afterward and unlimited computer installations.
Recommended: Databricks Certified Data Engineer Associate or equivalent hands-on experience with Spark and Delta Lake Since requirements change over time, confirm the latest on the official Databricks exam page before scheduling.
Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) Sample Questions:
データエンジニアとプラットフォームエンジニアが協力してシステムタスクの自動化に取り組んでいます。特定の日次Databricksジョブがその日のうちに正常に完了した場合にのみ、Databricksの外部でスクリプトを実行する必要があります。ジョブの最終実行を確認するために、Databricks CLIコマンドを使用しました。このタスクに必要なコマンドオプションは何ですか?
- A. databricks jobs list-runs --job-id JOB_ID --start-time-from TODAY_MIDNIGHT_EPOCH_MS -- completed-only
- B. databricks jobs list-runs --job-id JOB_ID --start-time-to TODAY_MIDNIGHT_EPOCH_MS -- completed-only
- C. databricks jobs list-runs --job-id JOB_ID --start-time-from TODAY_MIDNIGHT_EPOCH_MS -- active-only
- D. databricks jobs list-runs --job-id JOB_ID --start-time-to TODAY_MIDNIGHT_EPOCH_MS --active- only
Correct Answer: A 🗳️
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データエンジニアが構造化ストリーミングを使用して、ブロンズデルタテーブルからトランザクションデータを読み取っています。データに品質上の問題があり、トランザクション値が負になる場合があることが判明しました。その場合、行を別の隔離テーブルにルーティングする必要があります。正常なデータは下流のシステムで使用されるため、低レイテンシ要件が求められますが、不良データは定期的に分析されるのみで、本番環境への依存性はありません。隔離ジョブは、正常なデータに依存する本番環境プロセスに影響を与えないように実装する必要があり、ジョブのコストを最小限に抑える必要があります。これらの要件を満たすために、隔離プロセスはどのように実装すればよいでしょうか?
- A. 正常データのストリーミングジョブは、書き込み前にトランザクション値が0未満のレコードを除外するように変更する必要があります。検疫データのストリーミングジョブは、書き込み前にトランザクション値が0以上のレコードを除外するように変更する必要があります。コストを最小限に抑えるため、両方を同じクラスター上で別々のストリームとして実行する必要があります。
- B. 正常データのストリーミングジョブは、書き込み前にトランザクション値が0未満のレコードを除外するように変更する必要があり、他のプロセスとコンピューティングリソースを共有しないようにする必要があります。検疫データのストリーミングジョブは、書き込み前にトランザクション値が0以上のレコードを除外するように変更する必要があり、コストを最小限に抑えるため、別の小規模なクラスターに実装し、1日に1回のみ実行する必要があります。
- C. 既存の正常データ用ストリーミングジョブを更新し、不良データの隔離を組み込む必要があります。データフレームに「quarantine」という新しいブール列を追加し、トランザクション値が0未満の場合はtrue、0以上の場合はfalseに設定する必要があります。すべてのデータをまとめて処理して保存することで、コストを削減できます。
- D. 正常データ用の既存のストリーミングジョブを更新し、不良データの隔離を組み込む必要があります。foreachBatch関数内でデータフレームをフィルタリングし、トランザクション値が0以上のレコードは正常データテーブルに、トランザクション値が0未満のレコードは隔離テーブルに書き込まれるようにします。foreachBatch関数内の書き込み処理の前後にTry/Catchを追加することで、ストリームが失敗しないようにすることができます。
Correct Answer: B 🗳️
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Databricks SQL ダッシュボードは、次のクエリ パターンを使用して Delta Lake テーブルのコレクション内に存在するレコードの合計数を監視するように構成されています。
テーブルから COUNT (*) を選択
ダッシュボードが更新されるたびに結果が生成される仕組みを説明しているのは次のどれですか。
- A. REFRESH が実行されない限り、キャッシュされた結果から行の合計数が返されます。
- B. レコードの合計数はデルタトランザクションログから計算されます
- C. レコードの合計数は、parquetファイルのメタデータから計算されます。
- D. レコードの総数はHiveメタストアから計算されます
- E. 行の合計数は、すべてのデータファイルをスキャンして計算されます。
Correct Answer: B 🗳️
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テキスト エディターで表示すると、Databricks Python ノートブックの最初の行は何になりますか?
- A. // Databricks notebook source
- B. # MAGIC %python
- C. # Databricks notebook source
- D. -- Databricks notebook source
- E. %python
Correct Answer: C 🗳️
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3 つのエグゼキュータ ノードを持つ特定のクラスターの Ganglia メトリックを評価する場合、VM のリソースが適切に使用されていることを示す指標はどれですか。
- A. CPU使用率は約75%です
- B. 5分間の負荷平均は一定/平坦のままです
- C. 受信バイト数は1秒あたり8000万バイトを超えることはありません
- D. ディスク容量の合計は一定のままです
- E. ネットワークI/Oが急上昇することはありません
Correct Answer: A 🗳️
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