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Reference: https://www.databricks.com/learn/certification/data-engineer-associate
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| Section | Objectives |
|---|---|
| Data Processing and Transformations | - User-defined functions (UDFs) - Apache Spark SQL operations (joins, aggregations, filtering) - Delta Lake fundamentals (tables, transactions, optimization) - PySpark DataFrame transformations |
| Productionizing Data Pipelines | - Pipeline deployment and operationalization - Databricks Workflows / Jobs orchestration - Scheduling and monitoring jobs |
| Data Ingestion and ELT Development | - Data ingestion using Spark SQL and PySpark - Handling structured and semi-structured data - ETL patterns and transformations |
| Data Governance and Quality | - Unity Catalog basics - Data access control and governance - Data quality concepts and management |
| Databricks Lakehouse Platform Fundamentals | - Workspace, architecture, and core platform concepts - Clusters, notebooks, and basic Databricks environment usage |
データ組織のリーダーは、データ分析チームのレポートがデータエンジニアリングチームのレポートと異なることに不満を抱いています。リーダーは、組織のデータエンジニアリングとデータ分析のアーキテクチャがサイロ化していることが原因だと考えています。
データ レイクハウスがこの問題をどのように軽減できるかを説明しているのは次のうちどれですか。
Correct Answer: B 🗳️
新しいデータエンジニアリングチームがELTプロジェクトに割り当てられました。新しいデータエンジニアリングチームには、プロジェクトを完全に管理するために、salesテーブルに対する完全な権限が必要です。
新しいデータ エンジニアリング チームにデータベースに対する完全な権限を付与するには、次のコマンドのどれを使用できますか?
Correct Answer: A 🗳️
データエンジニアは、拡張子が異なるファイルを含むディレクトリから、pngファイルのみを解析する必要があります。このタスクを実行するために、データエンジニアはどのコードを使用すべきでしょうか?
Correct Answer: C 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
データエンジニアが、Kafkaからのクリックストリームイベントとクラウドオブジェクトストレージからの日次製品カタログを取り込む新しいDatabricksパイプラインを構築しています。監査可能性と容易な再処理を確保するため、エンジニアはすべてのソースデータを取り込みたいと考えています。後の段階では、データがダッシュボードで使用される前に、データのクリーニング、重複排除、およびビジネスモデリングが行われます。
どちらのアプローチがメダリオンアーキテクチャの原則に合致していますか?
Correct Answer: A 🗳️
Explanation: Only visible for RealExamFree 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: B 🗳️
Explanation: Only visible for RealExamFree members. You can sign-up / login (it's free).
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