Progressive delivery is how modern teams ship without downtime or risk. The patterns layer on each other.
Blue-Green
Switch entire traffic at once. Fast rollback. Used for infrastructure changes.
Canary
Small percentage first. Monitor. Expand or rollback. Default for application releases.
Feature Flags
Decouple deploy from release. Enable per-user, per-segment, percentage. See feature flags.
Automated Analysis
Deploy, measure key metrics, auto-rollback on regression. Humans only handle escalations.
Who This Is For
- Platform and SRE teams owning reliability
- Engineering leaders establishing DevOps culture
- Teams shipping faster than their pipeline can safely support
Common Mistakes
- Buying DevOps tools without changing culture
- Treating SLOs as KPIs instead of decision tools
- Automating what should be eliminated
Business Impact
- Deploy frequency measured in hours, not sprints
- Change failure rate under 5% at full velocity
- Engineer time reclaimed from manual ops
Frequently Asked Questions
All three?
At scale, yes, for different purposes. Start with canary + flags.
Tools?
Argo Rollouts, Flagger, LaunchDarkly. Cloud-native options in most clouds.
Testing in prod?
Inherent to progressive delivery. Needs culture shift — testing continues in production.
Why AIM Tech AI
- Custom-built systems, not templates or off-the-shelf wrappers
- AI + backend + cloud + infrastructure expertise in one team
- Built for production scale, not demo-day experiments
- Beverly Hills, California — serving clients worldwide
Build Systems, Not Experiments
AIM Tech AI designs and ships AI, cloud, and custom software systems for companies ready to turn technology into real business advantage.
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