Exam CCA-F Topic 1 Question 45 Discussion

Actual exam question for Anthropic's CCA-F exam
Question #: 45
Topic #: 1
To optimize a CI/CD pipeline, your manager wants to use the Message Batches API to reduce costs by 50%. The pipeline includes a real-time, blocking pre-merge code review, and a separate nightly technical debt audit. How should you apply the Batch API?

Suggested Answer: C Vote an answer

The Message Batches API offers significant cost savings but processes within a 24-hour window with no latency guarantees. It is perfect for non-blocking, latency-tolerant workloads like nightly audits, but highly inappropriate for blocking pre-merge checks where developers need immediate feedback.

by Armand at Oct 05, 2026, 01:37 AM

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