Last Updated: Oct 28, 2026
No. of Questions: 433 Questions & Answers with Testing Engine
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| Certification Vendor: | Google Cloud |
|---|---|
| Exam Name: | Google Cloud Certified Professional Data Engineer Exam |
| Exam Number: | Professional Data Engineer |
| Related Certifications: | Google Cloud Certified - Professional Data Analytics Engineer Google Cloud Certified - Professional Cloud Architect Google Cloud Certified - Associate Cloud Engineer Google Cloud Certified - Professional Machine Learning Engineer |
| Available Languages: | Spanish, Portuguese, English, French, Japanese, German |
| Exam Duration: | 120 minutes |
| Exam Price: | $200 USD |
| Passing Score: | Not publicly disclosed (scaled scoring system) |
| Certificate Validity Period: | 2 years |
| Exam Format: | case study, multiple choice, multiple select |
| Real Exam Qty: | Approximately 50–60 multiple choice and multiple select questions |
| Recommended Training: | Google Cloud Data Engineering Learning Path Google Cloud Professional Data Engineer Course (Coursera) |
| Exam Registration: | Google Cloud Certification Registration |
| Sample Questions: | DOWNLOAD DEMO |
| Exam Way: | Online proctored exam or onsite test center (Kryterion Webassessor) |
| Pre Condition: | No formal prerequisites required; recommended experience with data processing and Google Cloud Platform services |
| Official Syllabus URL: | https://cloud.google.com/learn/certification/data-engineer |
| Section | Weight | Objectives |
|---|---|---|
| Operationalizing machine learning models | 26% | - ML pipeline integration
|
| Ensuring solution quality | 28% | - Reliability and performance
|
| Designing data processing systems | 22% | - Batch and streaming data processing design
|
| Building and operationalizing data processing systems | 24% | - Data ingestion and integration
|
The Professional-Data-Engineer日本語 exam is Google's official assessment for the Google Cloud Certified - Professional Data Engineer certification, which sits at the Professional level. It verifies that you can work with the Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) skill set the way real jobs demand — not merely recognize the terminology. It also belongs to a certification family that includes Google Cloud Certified - Associate Cloud Engineer, Google Cloud Certified - Professional Cloud Architect, Google Cloud Certified - Professional Machine Learning Engineer, Google Cloud Certified - Professional Data Analytics Engineer, so passing it strengthens your position across multiple career paths. For newcomers and veterans alike, the Professional-Data-Engineer日本語 exam is the kind of credential that converts effort into evidence.
The Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) blueprint contains 4 domains, beginning with Designing data processing systems (22%), Operationalizing machine learning models (26%), and Building and operationalizing data processing systems (24%). Use the weightings like a map of where the points live — the heaviest domains earn the largest share of your study hours. The complete topic list is in the exam topics section above; study against it, and nothing in the exam will feel unannounced.
You're looking at Approximately 50–60 multiple choice and multiple select questions questions inside 120 minutes on the Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) exam. Do the division now and memorize your per-question budget; on exam day, anything that blows its budget gets flagged and revisited with leftover time. Timed practice is what makes this instinctive — the SurePassExams PC test engine runs time-limited mock exams and scores them automatically, so you arrive already knowing your pace.
Google sets the Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) passing score at Not publicly disclosed (scaled scoring system), and each attempt costs $200 USD — full price every time, retakes included. That makes preparation the cheaper strategy by a wide margin. The practical path: take auto-scored timed mocks with SurePassExams practice questions until you clear the passing mark comfortably across multiple runs, then register with confidence grounded in data.
The official Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) format list includes: multiple choice, multiple select, case study. Each format rewards a specific skill — scenario items reward careful reading order, multi-select items reward completeness — so practice should cover all of them, not just your favorites. SurePassExams's 433 practice questions span the full list, which means the exam's mechanics feel rehearsed and only its content requires thought.
Google offers the Professional-Data-Engineer日本語 exam in English, Japanese, Spanish, Portuguese, French, German. Choose the language you process fastest when the clock is running — comprehension speed quietly decides borderline results. If English is your pick, working through SurePassExams's English Professional-Data-Engineer日本語 practice questions builds precisely the vocabulary the exam will use against you.
Passing the Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) exam earns a credential valid for 2 years. Record the expiry date as soon as you pass, and look into recertification options well in advance — a renewal planned early is trivial, a lapsed credential is not. Recertification policy belongs to Google and changes periodically, so confirm the current rules on the official certification page.
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Our experts track Google's blueprint changes continuously and revise the Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) material to match — your purchase includes 365 days of free updates through your member zone. Watch the New Releases section or the SurePassExams newsletter, and always confirm your version 3-4 days before your exam. If a product expires, repurchasing at 50% off restarts the update service immediately.
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Spend half the time and keep all of the coverage: download the free Professional-Data-Engineer日本語 demo, and let SurePassExams's 433 practice questions make your Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) preparation the efficient part of your week.
パソコンのウェブブラウザから Cloud Dataproc クラスタにウェブ トラフィック データを安全に転送するには、_____ を使用する必要があります。
Correct Answer: C 🗳️
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3 つのデータ処理ジョブを開発しました。1 つは、Cloud Storage にアップロードされたデータを変換し、結果を BigQuery に書き込む Cloud Dataflow パイプラインを実行します。2 つ目は、オンプレミス サーバーからデータを取り込んで Cloud Storage にアップロードします。3 つ目は、サードパーティのデータ プロバイダから情報を取得して Cloud Storage にアップロードする Cloud Dataflow パイプラインです。これら 3 つのワークフローの実行をスケジュールして監視し、必要に応じて手動で実行できる必要があります。どうすればよいでしょうか。
Correct Answer: A 🗳️
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プリミティブ ロールを使用して実行できないのは次のうちどれですか。
Correct Answer: C 🗳️
Explanation: Only visible for SurePassExams members. You can sign-up / login (it's free).
BigQuery の静的参照データを使用して Cloud Pub/Sub のデータを強化する Apache Beam パイプラインを設計しています。 参照データは、単一のワーカーのメモリに収まるほど小さいです。 パイプラインは、分析のために強化された結果を BigQuery に書き込む必要があります。 このパイプラインでは、どのジョブタイプと変換を使用する必要がありますか。
Correct Answer: B 🗳️
人間の顔が含まれているかどうかがラベル付けされた画像のデータセットがあるとします。このラベル付けされたデータセットを使用して画像内の人間の顔を認識するニューラル ネットワークを作成するには、どのようなアプローチが最も効果的でしょうか。
Correct Answer: D 🗳️
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