Django Test Parallelization

Django Test Parallelization

Parallel test execution is a multiplier after a suite is isolated. Treat failures under parallel execution as evidence of hidden shared state until proven otherwise.

Readiness Workflow

1. Measure serial runtime first.

   • If the suite is already dominated by startup or database creation, parallelism may not help enough on its own.

2. Check isolation before enabling parallelism as the default.

   • Run in reverse order.
   • Run with randomized order when reverse order is not enough.
   • Preserve random seeds so failures can be reproduced.

3. Enable the runner deliberately.

   • Django runner: install tblib, then run python manage.py test --parallel.
   • pytest-django: install pytest-xdist, then run pytest -n auto.

4. Classify failures.

   • Order-dependent failures usually come from mutated globals, class attributes, settings, caches, monkeypatches, or database assumptions.
   • Parallel-only failures usually come from shared resources such as files, cache keys, ports, queues, external services, or temporary directories.

5. Make resources worker-safe.

   • Prefer sharding per process or worker.
   • Use locks only when the resource cannot be partitioned.
   • Keep lock scope narrow.

6. Balance work after it is correct.

   • Split large test classes or modules only when measurement shows one group holds back the parallel run.

Commands

python -m pip install tblib
python manage.py test --parallel
python manage.py test --parallel 1
python manage.py test --reverse

python -m pip install pytest-xdist
pytest -n auto
pytest -n auto --dist loadscope

For shared-resource patterns, read shared-resources.md.

Decision Rules

• Add parallel testing early in new projects; older serial suites often have hidden isolation assumptions.
• Use CI reverse-order testing as a low-friction guard against order dependencies.
• Use random order when reverse order misses a suspected dependency, and capture the seed.
• Prefer pytest -n auto --dist loadscope for Django TestCase-heavy suites because class/module setup can be expensive.
• Shard resources before reaching for locks.
• Put process-specific behavior in test settings only, not production settings.
• Split large test groups only after profiling shows an imbalance.

Common Mistakes

• Assuming database transaction isolation protects caches, files, task queues, or external systems.
• Mutating class attributes, globals, app settings, or cache entries without restoring them.
• Enabling random order without preserving the seed.
• Using a single lockfile for too much work and accidentally serializing the suite.
• Letting pytest-xdist split related tests so finely that setup cost is duplicated.
• Making parallelism the default before the suite passes reliably under order-isolation checks.

Verification

Before calling parallelization complete:

• Serial run passes.
• Reverse or random-order run passes, or known failures are fixed.
• Parallel run passes at least twice.
• Any shared-resource sharding lives in test configuration.
• CI has a serial fallback command for debugging.