optimizer and composable systems: lessons learned (#1149)
Testing in Production
Yes, you read that right. Testing in production — not instead of staging, but in addition to it. Here's why and how.
Why Staging Lies
Staging environments differ from production in subtle but critical ways:
- Different data volumes (10K rows vs 10M rows)
- Different traffic patterns (no real users)
- Different infrastructure (smaller instances)
- Different integrations (sandbox APIs)
Canary Deployments
Route a small percentage of traffic to the new version:
# nginx.conf
upstream backend {
server app-v1:8080 weight=95;
server app-v2:8080 weight=5;
}
Monitor error rates, latency percentiles, and business metrics. If anything degrades, roll back automatically.
Feature Flags
Decouple deployment from release:
- Deploy code to 100% of servers
- Enable feature for 1% of users
- Gradually increase to 5%, 25%, 100%
- Kill switch: disable instantly without redeployment
Observability
You can't test what you can't see. Invest in:
- Structured logging (JSON, correlation IDs)
- Distributed tracing (OpenTelemetry)
- Custom metrics (business KPIs, not just CPU/memory)
- Alerting (on symptoms, not causes)
Inloggen om een reactie toe te voegen
4 reacties
Dave Brown gereageerd op 10 mrt 2026, 11:23
Sunt accentores vitare salvus flavum parses. Pellentesque vitae velit ex. Pellentesque et sapien pulvinar consectetur. Lorem ipsum dolor sit amet consectetur adipiscing elit. In hac habitasse platea dictumst. Nulla porta lobortis ligula vel egestas.
Carol Williams gereageerd op 10 mrt 2026, 11:24
Pellentesque et sapien pulvinar consectetur. Sed varius a risus eget aliquam. Silva de secundus galatae demitto quadra.