Django Deployment Memory Errors
Django deployments can fail with memory errors during build steps like collectstatic, migrate, or pip install. These are distinct from runtime memory issues.
collectstatic OOM
With many static files or heavy post-processing (like django-compressor), collectstatic can eat RAM:
# Run with increased memory and no input prompts
python manage.py collectstatic --noinput --clearIf it still fails, split the process:
# Dockerfile — use a bigger build stage
FROM python:3.12-slim AS builder
RUN pip install --no-cache-dir -r requirements.txt
COPY . .
RUN python manage.py collectstatic --noinput
# Slim runtime
FROM python:3.12-slim
COPY --from=builder /app/staticfiles /app/staticfilespip install Memory
Some packages (numpy, pandas) require lots of memory to build from source:
# Use pre-built wheels
RUN pip install --no-cache-dir --prefer-binary -r requirements.txtMigrations on Large Tables
Adding a column to a table with millions of rows can require a table rewrite:
# Use RunSQL for zero-downtime migration
class Migration(migrations.Migration):
operations = [
migrations.RunSQL(
"ALTER TABLE myapp_bigtable ADD COLUMN new_col INTEGER DEFAULT 0;",
reverse_sql="ALTER TABLE myapp_bigtable DROP COLUMN new_col;"
),
]CI Memory Limits
# GitHub Actions — use a larger runner
jobs:
deploy:
runs-on: ubuntu-latest-4-cores # More memoryBugsly tracks deployment events alongside application errors, so you can correlate deployment failures with subsequent runtime issues in a unified timeline.
Try Bugsly Free
AI-powered error tracking that explains your bugs. Set up in 2 minutes, free forever for small projects.
Get Started FreeRelated Articles
Fix SQL Injection Vulnerability in Rust
Step-by-step guide to fix SQL Injection Vulnerability in Rust. Includes root cause analysis, code examples, debugging tips, and prevention strategies.
Read moreHow to Fix Permissionerror in FastAPI When Deploying
Learn how to diagnose and fix the permissionerror in FastAPI when deploying. Includes code examples and prevention tips.
Read moreWhat Is Blue-Green Deployment?
Learn about blue-green deployment strategy, how it enables zero-downtime releases, rollback capabilities, and when to use it for your applications.
Read morePython Error Tracking: The Complete Guide
A complete guide to setting up error tracking in Python applications, covering Django, Flask, FastAPI, Celery, and CLI scripts.
Read more