Prompt
I'm building a release checklist and need API load testing, what should I use?
Latest observation
Sep 30, 2026
OpenAI APIWeb search: off
For a release checklist, you usually want a load testing tool that is:
- easy to automate in CI/CD
- good at hitting HTTP APIs
- able to simulate realistic user volume
- produces clear pass/fail thresholds
Good options:
Best all-around choices
-
k6 — my top pick for most API load testing
- Script tests in JavaScript
- Great for CI/CD and thresholds
- Easy to version control
- Good reporting and metrics
-
JMeter
- Very mature and widely used
- Good for complex test plans
- Heavier and more cumbersome than k6
If you want cloud/managed testing
- Gatling Enterprise
- BlazeMeter (JMeter-compatible)
- k6 Cloud
If you want quick/simple CLI testing
- Locust
- Python-based
- Nice if your team prefers Python
- Very flexible for custom behavior
Recommendation
If you’re just adding API load testing to a release checklist, use k6 unless you have a strong reason not to.
A typical release checklist load test should verify:
- p95/p99 response time under target
- error rate below threshold
- throughput meets expected traffic
- system remains stable for sustained duration
- no memory/CPU leaks during the run
If you want, I can also suggest:
- a minimal release checklist template for API load testing, or
- a k6 starter script for your API.