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Google Professional-Data-Engineer日本語 Exam Overview:
| Certification Vendor: | Google Cloud |
|---|---|
| Exam Name: | Google Cloud Certified Professional Data Engineer |
| Exam Number: | Professional-Data-Engineer |
| Available Languages: | English, Japanese |
| Passing Score: | Not officially published (estimated ~80%) |
| Exam Format: | Multiple-select, Multiple-choice |
| Exam Price: | $200 USD |
| Real Exam Qty: | 50-60 |
| Exam Duration: | 120 minutes |
| Certificate Validity Period: | 2 years |
| Related Certifications: | Google Cloud Certified Professional Data Engineer |
| Sample Questions: |  |
| Exam Way: | Online (remote proctored) or at a testing center (Kryterion) |
| Pre Condition: | No mandatory prerequisites. Recommended: 3+ years of industry experience including 1+ years designing and managing solutions using Google Cloud. |
| Official Syllabus URL: | https://cloud.google.com/learn/certification/data-engineer |
Google Professional-Data-Engineer日本語 Exam Syllabus Topics:
| Section | Weight | Objectives |
|---|---|---|
| Topic 1: Preparing and using data for analysis (~15% of the exam) | 15% | - Sharing data securely
|
| Topic 2: Storing the data (~20% of the exam) | 20% | - Designing for a data platform
|
| Topic 3: Maintaining and automating data workloads (~15% of the exam) | 15% | - Automating data processes
|
| Topic 4: Designing data processing systems (~30% of the exam) | 30% | - Selecting appropriate storage technologies
|
| Topic 5: Ingesting and processing the data (~20% of the exam) | 20% | - Performing security considerations
|
Professional-Data-Engineer日本語 Exam FAQ: What Candidates Ask About Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版)
The Professional-Data-Engineer日本語 exam, officially known as Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版), is the Google test that leads to the Google Cloud Certified certification at the Professional level. Passing it validates the skills employers expect from a certified professional. It is also associated with related credentials such as Google Cloud Certified Professional Data Engineer.
The Professional-Data-Engineer日本語 exam contains 50-60 questions, and you have 120 minutes to complete them. Work out your per-question pace before test day, and flag slow items instead of stalling on them — time pressure, not knowledge, sinks many first attempts. Timed mock exams in the Actual4Exams test engines are the most reliable way to build that rhythm.
The passing score for the Professional-Data-Engineer日本語 exam is Not officially published (estimated ~80%), and the official registration fee is $200 USD. If you miss the mark, a retake means paying the full fee again, so book your seat only when you are ready. A practical benchmark: score consistently above the passing line on timed practice tests before scheduling the real exam.
No mandatory prerequisites. Recommended: 3+ years of industry experience including 1+ years designing and managing solutions using Google Cloud.
Entry requirements can change, so confirm the latest conditions on the official exam page: https://cloud.google.com/learn/certification/data-engineer.
Yes. A free PDF demo of the Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) questions is available, so you can check the question style and answer quality before you pay. Every purchase also includes 365 days of free updates, and if the product expires you can renew the update service at a 50% discount from your member zone.
If you take the corresponding Professional-Data-Engineer日本語 exam within 60 days of purchase and do not pass, you can apply for a full refund under the 100% Money Back Guarantee: submit a scan of your enrollment slip and your official Score Report (PDF) within 2 days of the exam date, and the claim is processed within 7 days. Attempts made within 3 days of purchase, downloads without an actual exam attempt, free materials, and expired orders are not eligible, and the candidate name must match the payer name. Prefer new material instead of a refund? You can exchange your purchase for two free products of equal value and keep the update service on your original product. As for delivery, the files are available for instant download and are also emailed to you within one minute of payment — if nothing arrives within 2 hours, contact customer service. There is no limit on how many computers you can install the product on.
The official Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) outline is organized into 5 domains. The first three are:
- Ingesting and processing the data (~20% of the exam) — 20% of the exam
- Preparing and using data for analysis (~15% of the exam) — 15% of the exam
- Designing data processing systems (~30% of the exam) — 30% of the exam
See the complete exam topics section above for the full outline and the weighting of every domain.
Google Certified Professional Data Engineer Exam (Professional-Data-Engineer日本語版) Sample Questions:
Question 1
既存の初期化アクションを使用して、起動時に Cloud Dataproc クラスタ全体に追加の依存関係をデプロイする必要があります。会社のセキュリティ ポリシーでは、Cloud Dataproc ノードがインターネットにアクセスできないようにする必要があるため、パブリック初期化アクションはリソースを取得できません。どうすればよいでしょうか。
A. SSH トンネルを使用して Cloud Dataproc クラスタにインターネットへのアクセスを許可します
B. Cloud Dataproc マスターに Cloud SQL Proxy をデプロイする
C. すべての依存関係を VPC セキュリティ境界内の Cloud Storage バケットにコピーします。
D. リソース マネージャーを使用して、Cloud Dataproc クラスタで使用されるサービス アカウントをネットワーク ユーザー ロールに追加します。
Question 2
機械学習チームがBigQueryMLを使用してモデルをトレーニングするために使用するデータを準備しています。彼らは不動産の1平方フィートあたりの価格を予測したいと考えています。トレーニングデータには、価格の列と平方フィート数の列があります。別の特徴列は、
「feature1」には、データ欠損のためnull値が含まれています。より多くのデータポイントを保持するために、null値をゼロに置き換えたい場合、どのクエリを使用すればよいでしょうか？
A. 
B. 
C. 
D. 
Question 3
データセットに個々の人物の行と、生年月日、国、収入の列が含まれている場合、連続した列はいくつあり、カテゴリ別の列はいくつありますか?
A. 連続 1 つとカテゴリ 2 つ
B. 連続 2 つとカテゴリ 1 つ
C. 3連続
D. 3 カテゴリ
Question 4
Cloud Machine Learning Engine を使用して自分のパソコンで TensorFlow トレーニング ジョブを実行するには、コマンドは何で始まりますか?
A. gcloud ml-engine ジョブの送信トレーニング
B. gcloud ml-engine ローカルトレイン
C. gcloud ml-engine ジョブの送信トレーニング ローカル
D. Cloud ML Engine を使用して、自分のコンピュータ上で TensorFlow プログラムを実行することはできません。
Question 5
社内のデータ アナリストには、プロジェクトで複数の GCP プロダクトを操作できるように、プロジェクトで Cloud IAM オーナーの役割が割り当てられています。組織では、すべての BigQuery データ アクセス ログを 6 か月間保持する必要があります。社内の監査担当者だけがすべてのプロジェクトのデータ アクセス ログにアクセスできるようにする必要があります。どうすればよいでしょうか。
A. 各データアナリストのプロジェクトでデータ アクセス ログを有効にします。Cloud IAM ロールを介して Stackdriver Logging へのアクセスを制限します。
B. プロジェクト レベルのエクスポート シンクを介して、監査ログ用に新しく作成されたプロジェクトの Cloud Storage バケットにデータ アクセス ログをエクスポートします。エクスポートされたログを使用してプロジェクトへのアクセスを制限します。
C. プロジェクト レベルのエクスポート シンクを介してデータ アクセス ログをデータ アナリストのプロジェクト内の Cloud Storage バケットにエクスポートします。Cloud Storage バケットへのアクセスを制限します。
D. 集約されたエクスポート シンクを介して、監査ログ用に新しく作成されたプロジェクトの Cloud Storage バケットにデータ アクセス ログをエクスポートします。エクスポートされたログを含むプロジェクトへのアクセスを制限します。
Solutions:
| Question 1 Answer: C | Question 2 Answer: B | Question 3 Answer: A | Question 4 Answer: B | Question 5 Answer: D |
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