Making PyPI's test suite 81% faster (via) Fantastic collection of tips from Alexis Challande on speeding up a Python CI workflow.
I've used pytest-xdist to run tests in parallel (across multiple cores) before, but the following tips were new to me:
COVERAGE_CORE=sysmon pytest --cov=myprojecttells coverage.py on Python 3.12 and higher to use the new sys.monitoring mechanism, which knocked their test execution time down from 58s to 27s.- Setting
testpaths = ["tests/"]inpytest.iniletspytestskip scanning other folders when trying to find tests. python -X importtime ...shows a trace of exactly how long every package took to import. I could have done with this last week when I was trying to debug slow LLM startup time which turned out to be caused be heavy imports.
Recent articles
- Highlights from my appearance on the Data Renegades podcast with CL Kao and Dori Wilson - 26th November 2025
- Claude Opus 4.5, and why evaluating new LLMs is increasingly difficult - 24th November 2025
- sqlite-utils 4.0a1 has several (minor) backwards incompatible changes - 24th November 2025