- A
Set appropriate sampling rates for Cloud Trace to balance cost and insight.
Sampling controls trace volume while retaining representative data.
- B
Enable debug logging in production to capture detailed errors.
Why wrong: Debug logging in production risks performance and security.
- C
Log all application activity at INFO level for complete visibility.
Why wrong: Excessive logging increases cost and noise.
- D
Use structured logging (JSON) to enable easier querying and analysis.
Structured logs allow filtering and aggregation.
- E
Configure alerts to send emails to the entire development team.
Why wrong: Email alerts are not scalable; use Cloud Monitoring notification channels.
PCD Managing application performance monitoring Practice Question
This PCD practice question tests your understanding of managing application performance monitoring. 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.
Which TWO actions are best practices for managing application performance monitoring in Google Cloud?
Clue words in this question
Noticing these words before you look at the options changes how you read each choice.
Clue:
"best"Why it matters: Signals that multiple options may be partially correct. Choose the option that most directly solves the exact problem described, not the one that sounds most complete.
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
Set appropriate sampling rates for Cloud Trace to balance cost and insight.
Option A is correct because Cloud Trace charges based on the number of spans ingested and retained. Setting an appropriate sampling rate (e.g., 1 in 10 requests for high-traffic services) reduces cost while still providing statistically significant latency data for performance analysis. This balances the need for actionable insights against budget constraints.
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.
- ✓
Set appropriate sampling rates for Cloud Trace to balance cost and insight.
Why this is correct
Sampling controls trace volume while retaining representative data.
Clue confirmation
The clue word "best" in the question point toward this answer.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Enable debug logging in production to capture detailed errors.
Why it's wrong here
Debug logging in production risks performance and security.
- ✗
Log all application activity at INFO level for complete visibility.
Why it's wrong here
Excessive logging increases cost and noise.
- ✓
Use structured logging (JSON) to enable easier querying and analysis.
Why this is correct
Structured logs allow filtering and aggregation.
Clue confirmation
The clue word "best" in the question point toward this answer.
Related concept
Read the scenario before looking for a memorised answer.
- ✗
Configure alerts to send emails to the entire development team.
Why it's wrong here
Email alerts are not scalable; use Cloud Monitoring notification channels.
Common exam traps
Common exam trap: answer the scenario, not the keyword
Google Cloud often tests the misconception that 'more logging is always better' — the trap here is that candidates confuse debugging completeness with operational best practices, failing to recognize that excessive logging degrades performance and increases costs in a pay-per-ingest model like Cloud Logging.
Detailed technical explanation
How to think about this question
Cloud Trace uses a sampling header (x-cloud-trace-context) to propagate trace context across services; setting a consistent sampling rate (e.g., via the Trace API's `sampling` parameter or environment variable `TRACE_SAMPLING_RATE`) ensures that spans are collected only for a fraction of requests. Under the hood, the sampling decision is made at the root span, and child spans inherit it, preventing partial traces. In a real-world microservices deployment, a rate of 0.1 (10%) for critical endpoints and 0.01 (1%) for health checks can reduce costs by 90% while still capturing p99 latency anomalies.
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 startup's cloud architect reviews their monthly bill and notices costs are higher than expected for a long-running batch job. Switching from on-demand instances to Reserved Instances — or using Spot/Preemptible VMs — can reduce compute costs by up to 72 %. Questions like this test whether you understand the tradeoffs between commitment, flexibility, and cost across cloud pricing models.
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 PCD question test?
Managing application performance monitoring — This question tests Managing application performance monitoring — Read the scenario before looking for a memorised answer..
What is the correct answer to this question?
The correct answer is: Set appropriate sampling rates for Cloud Trace to balance cost and insight. — Option A is correct because Cloud Trace charges based on the number of spans ingested and retained. Setting an appropriate sampling rate (e.g., 1 in 10 requests for high-traffic services) reduces cost while still providing statistically significant latency data for performance analysis. This balances the need for actionable insights against budget constraints.
What should I do if I get this PCD question wrong?
Identify which exam domain this question belongs to, review the core concept, then practise similar questions from the same domain.
Are there clue words in this question I should notice?
Yes — watch for: "best". Signals that multiple options may be partially correct. Choose the option that most directly solves the exact problem described, not the one that sounds most complete.
What is the key concept behind this question?
Read the scenario before looking for a memorised answer.
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Last reviewed: Jun 30, 2026
This PCD 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 PCD exam.
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