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| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Data Engineer Associate Exam |
| Exam Number: | DE-A |
| Exam Format: | Proctored online or test center, Multiple-choice, Scenario-based questions |
| Available Languages: | English |
| Certificate Validity Period: | 2 years |
| Exam Price: | USD 200 |
| Exam Duration: | 90 minutes |
| Passing Score: | Approximately ~70% (not officially fixed/publicly guaranteed) |
| Related Certifications: | Databricks Certified Data Engineer Professional |
| Real Exam Qty: | 45 scored multiple-choice questions |
| Recommended Training: | Official Data Engineering with Databricks Course Databricks Data Engineering Learning Path (Databricks Academy) |
| Exam Registration: | Databricks Certification Portal |
| Sample Questions: | ![]() |
| 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 |
| Section | Objectives |
|---|---|
| Topic 1: Data Processing and Transformations | - PySpark DataFrame transformations - Apache Spark SQL operations (joins, aggregations, filtering) - Delta Lake fundamentals (tables, transactions, optimization) - User-defined functions (UDFs) |
| Topic 2: Databricks Lakehouse Platform Fundamentals | - Workspace, architecture, and core platform concepts - Clusters, notebooks, and basic Databricks environment usage |
| Topic 3: Data Governance and Quality | - Data access control and governance - Data quality concepts and management - Unity Catalog basics |
| Topic 4: Data Ingestion and ELT Development | - ETL patterns and transformations - Data ingestion using Spark SQL and PySpark - Handling structured and semi-structured data |
| Topic 5: Productionizing Data Pipelines | - Scheduling and monitoring jobs - Databricks Workflows / Jobs orchestration - Pipeline deployment and operationalization |
Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) is an official Databricks exam, registered under exam code Databricks-Certified-Data-Engineer-Associate日本語. Passing it earns the Databricks Certified Data Engineer Associate certification at the Associate level. It also links to Databricks Certified Data Engineer Professional. As an internationally recognized capacity standard, this credential speaks for your ability wherever your career takes you.
The Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) syllabus comprises 5 official domains. The heaviest include Data Ingestion and ELT Development, Productionizing Data Pipelines, and Databricks Lakehouse Platform Fundamentals. The complete outline is above on this page; a short, efficient study plan starts with knowing exactly where the marks live.
The Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) exam packs 45 scored multiple-choice questions questions into 90 minutes. Short-term preparation works best when every session is realistic, so run timed simulations in the ValidDumps engine, keep your flag-and-return rhythm tight, and let repeated full-length runs build the pace the clock demands.
Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) requires Approximately ~70% (not officially fixed/publicly guaranteed) to pass, with an official registration fee of USD 200. Retakes bill the full USD 200 again, so speed should never mean gambling. Compress your preparation with the ValidDumps practice tests, and book once your scores clear the requirement reliably.
No formal prerequisites required; recommended ~6 months hands-on experience with Databricks, Spark SQL, and PySpark.
Policies change, so verify the current requirements before registering on the official exam page.
Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) registration goes through the official channels below.
For your schedule planning: the exam is delivered Online proctored exam or test center.
Databricks recommends the following training for Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) candidates.
On a short preparation timeline, combine any training with the 322 practice questions in the ValidDumps Databricks-Certified-Data-Engineer-Associate日本語 package to convert learning into scoring ability fast.
Yes to both. ValidDumps provides a free demo of the Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) questions so you can verify the quality first, and after purchase the newest practice material is free for one year from the date of your order. When that year ends, extending the update service costs 50% of the regular price.
Your purchase carries a 100% money-back guarantee with defined conditions. Take the Databricks Certified Data Engineer Associate Exam (Databricks-Certified-Data-Engineer-Associate日本語版) exam within 60 days of purchase; if you fail, you may claim a full refund, provided the exam matches your product. Attempts within 3 days of purchase are ineligible, as are downloaded-but-unused products, free materials, and expired orders; the candidate name must match the payer name. Submit a scanned enrollment slip and the official Score Report PDF within 2 days of the exam, and claims are processed within 7 days. Alternatively, exchange for two other exam products of equal value, free, with the update service on your original purchase retained.
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データエンジニアは、注文を一度も行ったことのない顧客をすべて見つける必要があります。顧客テーブルには、customer_id、customer_name、およびその他の顧客属性が含まれています。注文テーブルには、order_id、customer_id、およびその他の注文属性が含まれています。両方のテーブルは、customer_idを結合キーとして共有しています。結果には、注文関連の列を含めず、顧客列のみを含める必要があります。この要件を正確に満たす式はどれですか?
Correct Answer: C 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
データエンジニアがDeltaテーブルに対してDatabricksのOPTIMIZEコマンドを使用しています。同じテーブルで同じデータに対してOPTIMIZEコマンドを2回実行するとどうなりますか?
Correct Answer: D 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
データ エンジニアが LOCATION を指定せずに Unity Catalog で CREATE TABLE gold.revenue AS SELECT * FROM silver.orders を実行します。
結果はどうなりますか?
Correct Answer: A 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
データエンジニアは、異なる地域のアナリストが同じビューを照会する際に、地域ごとに個別のビューを維持することなく、自分の地域の行のみが表示されるようにする必要があります。
Unityカタログにおいて、この要件を満たす方法はどれですか?
Correct Answer: B 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
Databricksのシングルタスクワークフローがノートブック内のエラーにより失敗しました。データエンジニアがノートブック内のエラーを修正しました。
データエンジニアはワークフローを再実行するために何をすべきでしょうか?
Correct Answer: D 🗳️
Explanation: Only visible for ValidDumps members. You can sign-up / login (it's free).
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