Last Updated: Oct 08, 2026
No. of Questions: 250 Questions & Answers with Testing Engine
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| Certification Vendor: | Databricks |
|---|---|
| Exam Name: | Databricks Certified Data Engineer Professional Exam |
| Exam Number: | Databricks-Certified-Data-Engineer-Professional |
| Exam Format: | Multiple choice, Scenario-based questions, Multiple select, Proctored online exam |
| Exam Price: | $200 USD |
| Passing Score: | 70% |
| Available Languages: | English |
| Certificate Validity Period: | 2 years |
| Exam Duration: | 120 minutes |
| Related Certifications: | Databricks Certified Data Engineer Associate |
| Real Exam Qty: | 45-60 |
| Recommended Training: | Databricks Data Engineer Learning Path Delta Lake Fundamentals |
| Exam Registration: | Databricks Academy Databricks Certification Portal |
| 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 |
| Section | Objectives |
|---|---|
| Data Modeling and Transformation | - Spark SQL transformations - Performance optimization techniques - Dimensional modeling concepts |
| Production Pipelines and Orchestration | - Job scheduling and monitoring - Error handling and recovery strategies - Databricks Workflows |
| Data Ingestion and Processing | - Structured Streaming fundamentals - ETL pipeline design patterns - Batch and streaming ingestion with Auto Loader |
| Delta Lake and Data Management | - Time travel and versioning - Schema evolution and enforcement - Delta Lake transactions and ACID properties |
| Databricks Lakehouse Platform Architecture | - Data governance concepts (Unity Catalog basics) - Workspace and cluster architecture - Medallion architecture (Bronze, Silver, Gold) |
데이터 설계자는 레이크하우스의 모든 테이블을 외부 Delta Lake 테이블로 구성해야 한다고 지시했습니다.
어떤 접근 방식이 이 요구 사항을 충족시킬 수 있을까요?
Correct Answer: C 🗳️
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상위 시스템에서 변경 데이터 캡처(CDC) 로그가 생성되어 클라우드 객체 스토리지 디렉터리에 기록됩니다. 로그의 각 레코드는 변경 유형(삽입, 업데이트 또는 삭제)과 변경 후 각 필드의 값을 나타냅니다. 소스 테이블에는 pk_id 필드로 식별되는 기본 키가 있습니다.
감사 목적으로 데이터 거버넌스 팀은 소스 시스템에서 유효했던 모든 값에 대한 전체 기록을 유지하고자 합니다. 분석 목적으로는 각 레코드의 가장 최근 값만 기록하면 됩니다. 이러한 레코드를 수집하는 Databricks 작업은 한 시간에 한 번 실행되지만, 각 레코드는 한 시간 동안 여러 번 변경될 수 있습니다.
어떤 솔루션이 이러한 요구 사항을 충족합니까?
Correct Answer: D 🗳️
Explanation: Only visible for ActualTorrent members. You can sign-up / login (it's free).
현재 활성화된 클러스터의 모든 노드에 노트북 수준의 범위로 Python 패키지를 설치하는 방법은 무엇입니까?
Correct Answer: C 🗳️
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데이터 엔지니어는 협업 작업 공간에서 Databricks 작업에 대한 ACL을 구성할 때 최소 권한 원칙을 적용하고자 합니다. 어떤 접근 방식을 사용해야 할까요?
Correct Answer: A 🗳️
Explanation: Only visible for ActualTorrent members. You can sign-up / login (it's free).
스트림 정적 조인과 정적 델타 테이블에 관한 다음 설명 중 올바른 것은 무엇입니까?
Correct Answer: C 🗳️
Explanation: Only visible for ActualTorrent members. You can sign-up / login (it's free).
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