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Databricks Databricks-Certified-Data-Engineer-Professional日本語 Exam Syllabus Topics:

SectionWeightObjectives
Data Quality and Governance12%- Data Lineage
- Governance
- Data Quality
Monitoring and Troubleshooting16%- Monitoring
- Performance Optimization
- Troubleshooting
Data Modeling and Storage20%- Storage Optimization
- File Formats
- Data Modeling
Data Processing28%- Spark SQL
- ETL Pipelines
- Structured Streaming
- Data Transformation
Databricks Lakehouse Platform24%- Data Management
- Unity Catalog
- Lakehouse Architecture
- Delta Lake

Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版) Sample Questions:

1. データ エンジニアが数学関数のコレクションをテストしています。そのうちの 1 つは、別の関数で説明されている曲線の下の領域を計算します。
アサート(myIntegrate(ラムダ x: x*x, 0, 3) [0] == 9)
上記の行はどのような種類のテストを表していますか?

A) 統合
B) マニュアル
C) ユニット
D) 機能的
E) エンドツーエンド


2. ジュニアデータエンジニアの1人が、DataFrame dfを用いたグループ化された集計機能を備えたストリーミングデータパイプラインの開発を依頼されました。このパイプラインでは、重複しない5分間隔ごとに平均湿度と平均気温を計算する必要があります。イベントはデバイスごとに1分ごとに記録されます。
ストリーミング DataFrame df には次のスキーマがあります。
「device_id INT、event_time TIMESTAMP、temp FLOAT、humidity FLOAT」
コードブロック:

このタスクを完了するには、コード ブロック内の空白を正しく埋める応答を選択してください。

A) window("event_time", "10 minutes").alias("time")
B) "event_time"
C) window("event_time", "5 minutes").alias("time")
D) lag("event_time", "10 minutes").alias("time")
E) to_interval("event_time", "5 minutes").alias("time")


3. データエンジニアは、スキーマ「finance」内のUnityカタログテーブル「customer_data」を管理しています。このテーブルには、SSNやcredit_scoreといった機密性の高いフィールドが含まれています。インターンシップグループはマスクされた値のみを参照でき、アナリストグループは担当地域の行のみにアクセスできる必要があります。データエンジニアは、データの重複を避けつつ、ユーザーロールと地域に基づいてアクセスを制限する必要があります。データエンジニアはこのセキュリティポリシーをどのように適用すればよいでしょうか?

A) current_user() および is_account_group_member() 関数を使用してビューを作成し、各機密列の SQL SELECT 句内でマスキング ロジックを適用します。
B) 地域に基づいて Unity Catalog の行フィルターを使用し、ユーザー ロールに基づいて列マスクを使用します。
C) ユーザー ロールに基づいて Unity Catalog の行フィルターを使用し、リージョンに基づいて列マスクを使用します。
D) 各ユーザー ロールに対して動的ビューを作成し、ACL を使用してアクセスを管理します。


4. ジュニア データ エンジニアが、Databricks ジョブ UI を使用して一連のジョブを手動で構成しました。
エンジニアは自分の作業を確認すると、自分が各ジョブの「オーナー」としてリストされていることに気づきます。
「所有者」権限を「DevOps」グループに移管しようとしましたが、このタスクを正常に完了できません。
この権限の譲渡を妨げている原因を説明している記述はどれですか?

A) Databricks ジョブの作成者は常に「所有者」権限を持ちます。この構成は変更できません。
B) Databricks ジョブには所有者が 1 人だけ必要です。「所有者」権限をグループに割り当てることはできません。
C) デフォルトの「admins」グループ以外では、個々のユーザーにのみジョブに対する権限を付与できます。
D) ユーザーは、そのグループのメンバーである場合にのみ、ジョブの所有権をグループに譲渡できます。
E) ワークスペース管理者のみがグループに「所有者」権限を付与できます。


5. Databricks はカスタム Python コード パッケージのインストールにどのディストリビューションをサポートしていますか?

A) sbt
B) nom
C) CRAM
D) CRAN
E) jars
F) Wheels


Solutions:

Question # 1
Answer: C
Question # 2
Answer: C
Question # 3
Answer: B
Question # 4
Answer: B
Question # 5
Answer: B

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