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

1. データエンジニアリングチームは、顧客テーブルの複数の列にわたるデータ品質を監視するSQLアラートを作成する必要があります。メールアドレスが未入力の顧客の割合が15%を超え、かつ電話番号の形式が無効な顧客の割合が10%を超えた場合にアラートをトリガーしたいと考えています。この複数列のアラート条件を実装するのに適したSQLクエリパターンはどれですか?

A) SELECT email_null_pct, phone_invalid_pct FROM (SELECT (COUNT(CASE WHEN email IS NULL THEN 1 END) *
100.0/COUNT (*)) as email_null_pct, (COUNT(CASE WHEN phone NOT RLIKE ''[0-9-+()\\s]+$' THEN 1 END)*
100.0/COUNT (*)) as phone_invalid_pct FROM customers)
B) SELECT CASE WHEN email_null_pct >15 AND phone_invalid_pct> 10 THEN 1 ELSE 0 END FROM (SELECT (COUNT (CASE WHEN email IS NULL THEN 1 END) * 100.0 / COUNT (*)) as phone_invalid_pct FROM customers) metrics
C) SELECT email, phone FROM customers WHERE email IS NULL AND phone NOT RLIKE ''[0-9-
+()\\s]+$'
D) SELECT COUNT (*) FROM customers WHERE email IS NULL OR phone_format_invalid = true


2. データアーキテクトは、データガバナンス戦略の一環としてDelta Sharingを実装し、外部パートナーや社内の事業部門との安全なデータ連携を実現しようとしています。アーキテクトは、セキュリティ境界と監査コンプライアンスを維持しながら、指定されたデータスチュワードがそれぞれのドメインで共有を作成できる権限フレームワークを確立する必要があります。適切なセキュリティガバナンスとアクセス制御を維持しながら、ユーザーがDelta Shareを作成、設定、管理できるようにするには、具体的にどのような権限とロールを割り当てる必要がありますか?

A) USE_CATALOG権限を持つユーザーは誰でも共有を作成できます
B) ワークスペース管理者のみが共有を作成および管理できます
C) ユーザーはワークスペースの共有管理権限が必要です
D) ユーザーはメタストア管理者であるか、メタストアに対するCREATE SHARE権限を持っている必要があります。


3. あるデータ組織は、Unity Catalog 対応ワークスペースからキュレーションされたデータセットを安全に配信するために Delta Sharing を導入しました。データエンジニアリングチームは、大規模な Delta テーブルを社内では Databricks-to-Databricks 経由で、社外では Open Sharing 経由で集約レポートを共有しています。テスト中に、アクセス制御、データ更新の可視性、共有可能なオブジェクトの種類に関する課題に直面しました。Databricks-to-Databricks または Open Sharing と併用する場合の Delta Sharing プロトコルまたは実装の制限事項は何ですか?

A) Delta Sharing は Unity Catalog 対応テーブルをサポートしていません。共有できるのは従来の Hive Metastore テーブルのみです。
B) オープン共有では、受信者はボリューム、モデル、またはノートブックにアクセスできません。静的なデルタ テーブルのみがサポートされます。
C) Databricks 間の共有では、Unity Catalog の受信者は COPY INTO または REST API を使用してデータを手動で再取り込みする必要があります。
D) デルタ共有 (Databricks 間およびオープン共有の両方) では、受信者が選択権限を持っている場合にソース データを変更できます。


4. アナリティクスチームは、データエンジニアリングチームが作成した顧客トランザクションのDeltaテーブル(約200億レコード)に対して、Databricks SQLで短期的な実験を実行したいと考えています。データエンジニアリングチームは、ダウンタイムを最小限に抑え、進行中のETLプロセスに影響を与えないようにするために、どのような戦略を採用すべきでしょうか?

A) 分析チーム用にテーブルをディープクローンします。
B) 分析チームに本番環境テーブルへの直接アクセス権を付与します。
C) CTAS ステートメントを使用して分析チーム用の新しいテーブルを作成します。
D) 分析チーム用にテーブルを浅く複製します。


5. 必要なモジュールを見つけようとするときに検索するディレクトリのリストが含まれている Python 変数はどれですか?

A) os-path
B) pylib.source
C) sys.path
D) pypi.path
E) importlib.resource path


Solutions:

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

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