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| Section | Objectives |
|---|---|
| Topic 1: Databricks Lakehouse Platform Architecture | - Data governance concepts (Unity Catalog basics) - Medallion architecture (Bronze, Silver, Gold) - Workspace and cluster architecture |
| Topic 2: Delta Lake and Data Management | - Schema evolution and enforcement - Time travel and versioning - Delta Lake transactions and ACID properties |
| Topic 3: Data Modeling and Transformation | - Performance optimization techniques - Spark SQL transformations - Dimensional modeling concepts |
| Topic 4: Production Pipelines and Orchestration | - Error handling and recovery strategies - Job scheduling and monitoring - Databricks Workflows |
| Topic 5: Data Ingestion and Processing | - ETL pipeline design patterns - Structured Streaming fundamentals - Batch and streaming ingestion with Auto Loader |
분석팀은 데이터 엔지니어링팀이 생성한 고객 거래 델타 테이블(약 200억 건의 레코드)을 대상으로 Databricks SQL에서 단기 실험을 실행하려고 합니다. 데이터 엔지니어링팀은 가동 중지 시간을 최소화하고 진행 중인 ETL 프로세스에 영향을 미치지 않도록 어떤 전략을 사용해야 할까요?
Correct Answer: B 🗳️
Explanation: Only visible for Free4Torrent members. You can sign-up / login (it's free).
데이터 설계자는 외부 소스에서 Databricks Lakehouse로 데이터가 수집되면 테이블 액세스 제어를 활용하여 모든 프로덕션 테이블 및 뷰에 대한 권한을 관리하기로 결정했습니다.
핵심 엔지니어링 그룹에 운영 데이터베이스에 대한 대화형 쿼리 권한을 부여하기 위해 다음과 같은 로직이 실행되었습니다.
prod 데이터베이스에 대한 사용 권한을 eng에 부여합니다.
GRANT SELECT ON DATABASE prod TO eng;
eng 그룹에 부여된 권한이 이것뿐이고 이 사용자들이 워크스페이스 관리자가 아니라고 가정할 때, 이들의 권한을 설명하는 문장은 무엇일까요?
Correct Answer: C 🗳️
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데이터 엔지니어가 Databricks Auto Loader를 사용하여 클라우드 객체 스토리지에서 JSON 파일을 가져오고 있습니다.
소스 폴더에 대용량 데이터가 가끔씩 유입될 수 있는데, 이로 인해 데이터 스트림에 과부하가 걸릴 위험이 있습니다. 예측 가능한 마이크로 배치 크기를 유지하기 위해, 팀에서는 파일 개수와 관계없이 스캔된 데이터 볼륨을 1GB로 설정하여 데이터 수집 속도를 조절하려고 합니다. 데이터 엔지니어는 이러한 목표를 달성하기 위해 어떤 Auto Loader 설정을 사용해야 할까요?
Correct Answer: B 🗳️
Explanation: Only visible for Free4Torrent members. You can sign-up / login (it's free).
user_ltv라는 테이블은 여러 팀의 데이터 분석가들이 사용할 뷰를 생성하는 데 사용됩니다. 워크스페이스의 사용자들은 그룹으로 구성되어 있으며, 이러한 그룹은 ACL을 사용하여 데이터 접근 권한을 설정하는 데 사용됩니다.
user_ltv 테이블은 다음과 같은 스키마를 가지고 있습니다.
이메일 문자열, 나이 정수, 장기존존기간 정수
다음 뷰 정의가 실행됩니다.
감사 그룹의 구성원이 아닌 분석가가 다음 쿼리를 실행합니다.
SELECT * FROM user_ltv_no_minors
다음 중 이 쿼리의 결과를 가장 잘 설명하는 문장은 무엇입니까?
Correct Answer: B 🗳️
Explanation: Only visible for Free4Torrent members. You can sign-up / login (it's free).
Databricks CLI가 올바르게 설치 및 구성되었다고 가정할 때, 프로덕션 작업에서 사용하기 위해 DBFS로 마운트된 객체 스토리지에 사용자 지정 Python Wheel을 업로드하는 데 사용할 수 있는 Databricks CLI 명령은 무엇입니까?
Correct Answer: E 🗳️
Explanation: Only visible for Free4Torrent members. You can sign-up / login (it's free).
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