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Stop 'Deploy and Pray': Ship AI Apps Properly on Cloudflare

Marc Friborg Bersang Marc Friborg Bersang June 13, 2026 3 min read
Stop 'Deploy and Pray'AI Engineers Academy

'Deploy and pray' is pushing straight to production and refreshing nervously. It works until it doesn't. Here is the small amount of structure that removes the prayer — on Cloudflare's free tier.

The four things that end the prayer

  • A staging deploy you test against before prod.
  • Secrets as environment secrets, never in code or git.
  • A health check + a quick smoke test after every deploy.
  • A one-command rollback (keep the last good version tagged).

Why Cloudflare is a great fit

Workers deploy globally in seconds, secrets are first-class, and the free tier is generous enough for real products. The trap is treating `wrangler deploy` as the whole process — it is just the last step.

The repeatable flow

Build → deploy to a staging worker → run a smoke test → promote to production → verify the health check → keep the previous version for instant rollback. Boring, fast, and it lets you ship daily without fear.

Want the full production workflow?

Take the Cloudflare deployment course →
Marc Friborg Bersang

Marc Friborg Bersang

Founder, CoreMind Systems. Building production AI systems and teaching others to do the same. Read more

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