Question 51 of 1,000
Maintaining and Automating Data WorkloadsmediumMultiple ChoiceObjective-mapped

PDE Maintaining and Automating Data Workloads Practice Question

This PDE practice question tests your understanding of maintaining and automating data workloads. Read the scenario carefully and evaluate each option against the stated constraints before committing to an answer. After answering, compare your reasoning against the explanation and wrong-answer breakdown below. Once you have made your selection, read the full explanation to reinforce the concept and understand why each distractor is designed to mislead on exam day.

You are designing a data quality pipeline that must inspect PII in BigQuery tables and de-identify sensitive columns before sharing with analysts. Which GCP service should you use?

Answer choices

Why each option matters

Answer the question above first, then reveal the full breakdown to understand why each option is right or wrong.

Correct answer & explanation

Cloud DLP

Cloud DLP (Data Loss Prevention) is the correct choice because it is purpose-built for inspecting, classifying, and de-identifying sensitive data such as PII. It integrates natively with BigQuery via inspection jobs and de-identification templates, allowing you to scan tables for over 150 built-in infoTypes (e.g., email, SSN) and apply transformations like masking, tokenization, or encryption before sharing data with analysts.

Key principle: Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Answer analysis

Option-by-option breakdown

For each option: why learners choose it and why it is or isn't the right answer here.

  • Dataplex

    Why it's wrong here

    Dataplex provides data quality rules and governance, but not de-identification transforms.

  • Cloud Data Catalog

    Why it's wrong here

    Data Catalog is for metadata management, not data inspection or de-identification.

  • Cloud DLP

    Why this is correct

    Cloud DLP inspects and de-identifies sensitive data in BigQuery, Cloud Storage, and other sources.

    Related concept

    Read the scenario before looking for a memorised answer.

  • Dataflow

    Why it's wrong here

    Dataflow is a data processing engine; you could implement de-identification in code, but Cloud DLP is the managed service for this.

Common exam traps

Common exam trap: answer the scenario, not the keyword

The trap here is that candidates often confuse Dataplex's data governance features (like policy tags and metadata) with actual de-identification, but Dataplex cannot transform data—it only applies access controls, whereas Cloud DLP performs the actual masking or tokenization of sensitive values.

Detailed technical explanation

How to think about this question

Cloud DLP uses InfoType detectors and likelihood thresholds to classify data, and its de-identification templates support techniques like deterministic encryption (using AES-256-SIV), format-preserving tokenization, and date shifting. A subtle behavior is that DLP inspection jobs can be scheduled via Cloud Scheduler or triggered by BigQuery table changes using Eventarc, enabling automated compliance workflows without manual intervention.

KKey Concepts to Remember

  • Read the scenario before looking for a memorised answer.
  • Find the constraint that changes the correct option.
  • Eliminate answers that are true in general but not in this case.

TExam Day Tips

  • Watch for words such as best, first, most likely and least administrative effort.
  • Review why wrong options are wrong, not only why the correct option is correct.

Key takeaway

Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option.

Real-world example

How this comes up in practice

A cloud solutions architect for a retail company is evaluating services for a new workload. The correct answer here reflects best practice for the specific scenario described — not a general cloud recommendation. Answer the scenario, not the keyword: identify the specific constraint before choosing the most familiar-sounding option. Cloud exam questions reward reading the constraint carefully: the same technology can be right or wrong depending on the use case.

What to study next

Got this wrong? Here's your next step.

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

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FAQ

Questions learners often ask

What does this PDE question test?

Maintaining and Automating Data Workloads — This question tests Maintaining and Automating Data Workloads — Read the scenario before looking for a memorised answer..

What is the correct answer to this question?

The correct answer is: Cloud DLP — Cloud DLP (Data Loss Prevention) is the correct choice because it is purpose-built for inspecting, classifying, and de-identifying sensitive data such as PII. It integrates natively with BigQuery via inspection jobs and de-identification templates, allowing you to scan tables for over 150 built-in infoTypes (e.g., email, SSN) and apply transformations like masking, tokenization, or encryption before sharing data with analysts.

What should I do if I get this PDE question wrong?

Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.

What is the key concept behind this question?

Read the scenario before looking for a memorised answer.

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Last reviewed: Jul 4, 2026

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This PDE practice question is part of Courseiva's free Google Cloud certification practice question bank. Courseiva provides original exam-style practice questions with explanations, topic-based practice, mock exams, readiness tracking, and study analytics to help learners prepare for the PDE exam.