Databricks Databricks-Certified-Data-Engineer-Professional日本語 Valid Q&A - in .pdf

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  • Exam Name: Databricks Certified Data Engineer Professional Exam (Databricks-Certified-Data-Engineer-Professional日本語版)
  • Updated: Sep 04, 2026
  • Q & A: 250 Questions and Answers
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Databricks Databricks-Certified-Data-Engineer-Professional日本語 Exam Syllabus Topics:

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

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

Question 1

ストリーム静的結合と静的デルタ テーブルに関する正しい記述はどれですか。

A. ストリーム静的結合の各マイクロバッチでは、各マイクロバッチの時点での静的 Delta テーブルの最新バージョンが使用されます。
B. チェックポイント ディレクトリは、結合に存在する一意のキーの状態情報を追跡するために使用されます。
C. 一貫性の問題のため、ストリーム静的結合では静的デルタ テーブルを使用できません。
D. チェックポイント ディレクトリは、静的 Delta テーブルの更新を追跡するために使用されます。
E. ストリーム静的結合の各マイクロバッチは、ジョブの初期化時点での静的 Delta テーブルの最新バージョンを使用します。


Question 2

テキスト エディターで表示すると、Databricks Python ノートブックの最初の行は何になりますか?

A. %python
B. # Databricks notebook source
C. // Databricks notebook source
D. -- Databricks notebook source
E. # MAGIC %python


Question 3

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


Question 4

データエンジニアは、クラウドストレージからDelta LakeテーブルにJSONファイルを取り込むストリーミングデータパイプラインを構築しています。このパイプラインでは、ファイルを段階的に処理し、スキーマの進化を自動的に処理し、1回限りの処理を保証し、手動によるインフラストラクチャ管理を最小限に抑える必要があります。
データ エンジニアはこれらの要件をどのように満たすべきでしょうか?

A. 静的 DataFrame 読み取りで Lakeflow Spark 宣言型パイプラインを使用し、spark.conf.set ("spark.databricks.delta.schema.autoMerge.enabled", "true") を使用してスキーマをマージします。
B. 毎日のジョブでバッチ モードで Auto Loader を使用して Delta テーブルを上書きします。
C. Lakeflow Spart 宣言型パイプラインを Auto Loader で使用し、スキーマ推論を有効にする
"cloudFiles.schemaEvolutionMode" = "addNewColumns"
D. 従来の Spark Structured Streaming を Auto Loader とともに使用し、チェックポイントの場所を手動で設定し、"mergeSchema" = "true" でスキーマ推論を有効にします。


Question 5

外部オブジェクト ストレージ コンテナーが /mnt/finance_eda_bucket の場所にマウントされました。
財務チーム用のデータベースを作成するために、次のロジックが実行されました。

データベースが正常に作成され、権限が構成された後、財務チームのメンバーが次のコードを実行します。

財務チームのすべてのユーザーが財務グループのメンバーである場合、tx_sales テーブルがどのように作成されるかを説明するステートメントはどれですか。

A. /mnt/finance eda バケットにマウントされたストレージ コンテナーに外部テーブルが作成されます。
B. DBFS ルート ストレージ コンテナーに管理対象テーブルが作成されます。
C. 論理テーブルは、クエリ プランを Databricks コントロール プレーンの Hive メタストアに保存します。
D. /mnt/finance_eda_bucket にマウントされたストレージ コンテナーに管理テーブルが作成されます。
E. 論理テーブルは、物理プランを Databricks コントロール プレーンの Hive メタストアに保存します。


Solutions:

Question 1
Answer: A
Question 2
Answer: B
Question 3
Answer: E
Question 4
Answer: C
Question 5
Answer: D

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