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Databricks Databricks-Certified-Professional-Data-Engineer Korean Exam Overview:

Certification Vendor:Databricks
Exam Name:Databricks Certified Professional Data Engineer Exam
Exam Number:Databricks-Certified-Professional-Data-Engineer
Real Exam Qty:59
Certificate Validity Period:2 years
Exam Duration:120 minutes
Exam Format:Multiple Choice
Passing Score:70%
Related Certifications:Databricks Certified Associate Data Engineer
Exam Price:USD 200
Available Languages:Japanese, Portuguese (Brazil), Korean, English
Recommended Training:Databricks Data Engineer Professional Training
Exam Registration:Databricks Official Certification Registration
Sample Questions:Databricks Databricks-Certified-Professional-Data-Engineer Korean Sample Questions
Exam Way:Online proctored or onsite test center
Pre Condition:No mandatory prerequisites; 1+ year hands-on experience and related training highly recommended
Official Syllabus URL:https://www.databricks.com/learn/certification/data-engineer-professional

Databricks Databricks-Certified-Professional-Data-Engineer Korean Exam Syllabus Topics:

TopicDetails
Topic 1
  • Data Processing: The topic covers understanding partition hints, partitioning data effectively, controlling part-file sizes, updating records, leveraging Structured Streaming and Delta Lake, implementing stream-static joins and deduplication. Additionally, it delves into utilizing Change Data Capture and addressing performance issues related to small files.
Topic 2
  • Monitoring & Logging: This topic includes understanding the Spark UI, inspecting event timelines and metrics, drawing conclusions from various UIs, designing systems to control cost and latency SLAs for production streaming jobs, and deploying and monitoring both streaming and batch jobs.
Topic 3
  • Data Modeling: It focuses on understanding the objectives of data transformations, using Change Data Feed, applying Delta Lake cloning, designing multiplex bronze tables. Lastly it discusses implementing incremental processing and data quality enforcement, implementing lookup tables, and implementing Slowly Changing Dimension tables, and implementing SCD Type 0, 1, and 2 tables.

Reference: https://www.databricks.com/learn/certification/data-engineer-professional

Databricks Certified Professional Data Engineer Exam (Databricks-Certified-Professional-Data-Engineer Korean Version) Sample Questions:

Question #1

데이터 아키텍트는 두 개의 구조화된 스트리밍 작업이 하나의 브론즈 델타 테이블에 동시에 데이터를 기록하는 시스템을 설계했습니다. 각 작업은 Apache Kafka 소스의 서로 다른 토픽을 구독하지만, 동일한 스키마를 사용하여 데이터를 기록합니다. 디렉터리 구조를 단순하게 유지하기 위해 데이터 엔지니어는 두 스트림이 공유하는 체크포인트 디렉터리를 중첩하기로 결정했습니다.
제안된 디렉토리 구조는 아래와 같습니다.

주어진 시나리오에서 이 체크포인트 디렉터리 구조가 유효한지 여부를 설명하는 문장은 무엇이며, 그 이유는 무엇입니까?

  • A. 아니요, Delta Lake 테이블에 쓰기 작업을 수행할 수 있는 스트림은 하나뿐입니다.
  • B. 예; Delta Lake는 무제한 동시 쓰기 작업을 지원합니다.
  • C. 아니요, 각 스트림마다 자체 체크포인트 디렉터리가 필요합니다.
  • D. 아니요; Delta Lake는 트랜잭션 로그에서 스트리밍 체크포인트를 관리합니다.
  • E. 예, 두 스트림 모두 하나의 체크포인트 디렉토리를 공유할 수 있습니다.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #2

신입 데이터 엔지니어에게 DataFrame df를 사용하여 그룹화된 집계를 수행하는 스트리밍 데이터 파이프라인을 개발하라는 요청이 있었습니다. 이 파이프라인은 겹치지 않는 5분 간격마다 평균 습도와 평균 온도를 계산해야 합니다. 이벤트는 장치별로 1분에 한 번씩 기록됩니다.
스트리밍 데이터프레임 df는 다음과 같은 스키마를 가지고 있습니다.
" device_id INT, event_time TIMESTAMP, temp FLOAT, humidity FLOAT "
코드 블록:

이 과제를 완료하려면 코드 블록 안의 빈칸을 올바르게 채우는 답을 선택하세요.

  • A. window( " event_time " , " 10 minutes " ).alias( " time " )
  • B. lag( " event_time " , " 10 minutes " ).alias( " time " )
  • C. " event_time "
  • D. to_interval( " event_time " , " 5 minutes " ).alias( " time " )
  • E. window( " event_time " , " 5 minutes " ).alias( " time " )
Reveal Solution  Discussion  0

Correct Answer: E  🗳️

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Question #3

데이터 엔지니어가 여러 수학 함수를 테스트하고 있는데, 그중 하나는 다른 함수가 설명한 대로 곡선 아래 면적을 계산하는 함수입니다.
위 문장은 어떤 유형의 시험을 예시하는가?

  • A. 매뉴얼
  • B. 기능성
  • C. 통합
  • D. 유닛
Reveal Solution  Discussion  0

Correct Answer: D  🗳️

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Question #4

현재 플랫폼 소유자가 여러 카탈로그의 소유권을 보유하고 있으며 스토리지 자격 증명 및 외부 위치를 관리하고 있습니다. 데이터 엔지니어는 연속성을 보장하기 위해 카탈로그 소유권을 플랫폼 팀 그룹으로 이전하고, 지속적인 권한 관리를 위임하며, 델타 공유를 통해 데이터를 수신하고 공유할 수 있는 기능을 유지해야 합니다.
메타스토어 전반에 걸쳐 이러한 작업을 수행하려면 어떤 역할이 필요합니까?

  • A. 계정 관리자. 계정 관리자는 메타스토어만 생성할 수 있고 카탈로그 소유권을 변경할 수는 없기 때문입니다.
  • B. 카탈로그 소유자. 카탈로그 소유자는 메타스토어 내의 모든 카탈로그에 있는 모든 객체를 전송할 수 있기 때문입니다.
  • C. 메타스토어 관리자. 메타스토어 관리자는 공유 및 수신자를 포함한 모든 메타스토어 객체에 대한 소유권 이전 및 권한 관리를 할 수 있기 때문입니다.
  • D. 워크스페이스 관리자. 워크스페이스 관리자는 모든 Unity 카탈로그 객체의 소유권을 이전할 수 있기 때문입니다.
Reveal Solution  Discussion  0

Correct Answer: C  🗳️

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Question #5

상위 시스템에서 특정 데이터 배치에 대한 날짜를 매개변수로 Databricks Jobs API에 전달하도록 구성되었습니다. 예약된 노트북은 이 매개변수를 사용하여 다음 코드로 데이터를 로드합니다.
df = spark.read.format("parquet").load(f"/mnt/source/(date)")
위 코드 블록에서 사용된 날짜 파이썬 변수를 생성하려면 어떤 코드 블록을 사용해야 할까요?

  • A. input_dict = input()
    date= input_dict[ " date " ]
  • B. dbutils.widgets.text( " date " , " null " )
    date = dbutils.widgets.get( " date " )
  • C. date = dbutils.notebooks.getParam( " date " )
  • D. date = spark.conf.get( " date " )
  • E. import sys
    date = sys.argv[1]
Reveal Solution  Discussion  0

Correct Answer: B  🗳️

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