Hands On "AI Engineering"

Hands On "AI Engineering"

Day 40: Continuous Deployment - From Code to Production in Minutes

SystemDR's avatar
SystemDR
Nov 01, 2025
∙ Paid

What We’re Building Today

Today we’re extending yesterday’s CI pipeline to automatically deploy our Quiz Platform backend services to production. We’ll create a bulletproof CD pipeline that takes tested code and safely deploys it across multiple environments.

Learning Agenda:

  • Multi-environment deployment strategy (staging → production)

  • Blue-green deployment implementation

  • Automated rollback mechanisms

  • Health checks and monitoring integration

  • Database migration handling

Why CD Pipelines Matter in Real Systems

Netflix deploys code to production thousands of times per day. Facebook pushes updates every few minutes. This isn’t reckless - it’s strategic. Smaller, frequent deployments reduce risk and enable rapid feature delivery.

Your Quiz Platform needs this same capability. When students are taking exams, you can’t afford 2-hour maintenance windows. CD pipelines enable zero-downtime deployments while maintaining system reliability.

Component Architecture

This post is for paid subscribers

Already a paid subscriber? Sign in
© 2025 AIE
Privacy ∙ Terms ∙ Collection notice
Start your SubstackGet the app
Substack is the home for great culture