Question 343 of 1,000
Designing Data Processing SystemshardMultiple SelectObjective-mapped

PDE Designing Data Processing Systems Practice Question

This PDE practice question tests your understanding of designing data processing systems. 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.

A company uses Cloud Data Fusion for ETL pipelines. They need to transform sensitive data (PII) by masking certain columns before writing to BigQuery. They also need to ensure the pipeline can be monitored and restarted from failure points. Which THREE features should they 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

Enable pipeline monitoring with alerts in Cloud Data Fusion

Data Fusion Wrangler provides a step-by-step recipe for transformations, including masking. Pipeline monitoring and restart from failure are supported by the orchestration framework and checkpointing. Dataproc Metastore is for Hive metadata, not relevant. Data Fusion Studio is the UI, not a feature for monitoring. Cloud Composer is for workflow orchestration, not needed if Data Fusion handles it.

Key principle: Count usable hosts — not total addresses — and remember that the network and broadcast addresses are not available to hosts in standard IPv4 subnets.

Answer analysis

Option-by-option breakdown

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

  • Use Cloud Composer to schedule and retry the pipeline

    Why it's wrong here

    While possible, Cloud Data Fusion has built-in scheduling and retry capabilities. Adding Cloud Composer increases complexity unnecessarily.

  • Create a Dataproc Metastore service to store pipeline metadata

    Why it's wrong here

    Dataproc Metastore is for Hive metastore, not for pipeline checkpointing or monitoring.

  • Enable pipeline monitoring with alerts in Cloud Data Fusion

    Why this is correct

    Cloud Data Fusion provides monitoring dashboards and alerting for pipeline status, including failures.

    Related concept

    CIDR notation defines the prefix length.

  • Configure pipeline checkpointing to allow restart from failure

    Why this is correct

    Data Fusion pipelines can be configured with checkpointing (using Dataproc), enabling restart from the last successful state.

    Related concept

    CIDR notation defines the prefix length.

  • Use Wrangler transformations to apply masking directives

    Why this is correct

    Wrangler allows you to apply transformations like 'Mask' or 'Hash' on columns to protect PII.

    Related concept

    CIDR notation defines the prefix length.

Common exam traps

Common exam trap: usable hosts are not the same as total addresses

Subnetting questions often tempt you into counting all addresses. In normal IPv4 subnets, the network and broadcast addresses are not usable host addresses.

Detailed technical explanation

How to think about this question

Subnetting questions test whether you can identify the network, broadcast address, usable range, mask and correct subnet. Slow down enough to calculate the block size correctly.

KKey Concepts to Remember

  • CIDR notation defines the prefix length.
  • Block size helps identify subnet boundaries.
  • Network and broadcast addresses are not usable hosts in normal IPv4 subnets.
  • The required host count determines the smallest suitable subnet.

TExam Day Tips

  • Write the block size before choosing the subnet.
  • Check whether the question asks for hosts, subnets or a specific address range.
  • Do not confuse /24, /25, /26 and /27 host counts.

Key takeaway

Count usable hosts — not total addresses — and remember that the network and broadcast addresses are not available to hosts in standard IPv4 subnets.

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. Count usable hosts — not total addresses — and remember that the network and broadcast addresses are not available to hosts in standard IPv4 subnets. 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.

Review block sizes, usable host formulas (2^n − 2), and how to find network and broadcast addresses for /24 through /30. Then practise related PDE subnetting questions on CIDR, address ranges, and subnet selection.

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FAQ

Questions learners often ask

What does this PDE question test?

Designing Data Processing Systems — This question tests Designing Data Processing Systems — CIDR notation defines the prefix length..

What is the correct answer to this question?

The correct answer is: Enable pipeline monitoring with alerts in Cloud Data Fusion — Data Fusion Wrangler provides a step-by-step recipe for transformations, including masking. Pipeline monitoring and restart from failure are supported by the orchestration framework and checkpointing. Dataproc Metastore is for Hive metadata, not relevant. Data Fusion Studio is the UI, not a feature for monitoring. Cloud Composer is for workflow orchestration, not needed if Data Fusion handles it.

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

Review block sizes, usable host formulas (2^n − 2), and how to find network and broadcast addresses for /24 through /30. Then practise related PDE subnetting questions on CIDR, address ranges, and subnet selection.

What is the key concept behind this question?

CIDR notation defines the prefix length.

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Last reviewed: Jul 4, 2026

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