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vanitha natarajan
vanitha natarajan

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Hello Dev.to — Lessons from Systems That Worked in Dev (and Failed in Prod)

Hi everyone 👋
Glad to finally join the Dev.to community.

I’m a backend-focused software engineer with 15+ years of experience, mostly working on APIs, databases, and production systems.

Early in my career, I believed that if something worked well in development, it was “done.”
Production quickly taught me otherwise.

Over the years, I’ve seen the same patterns repeat:

  • APIs that work fine in dev but slow down in production
  • Databases becoming bottlenecks as data grows
  • Issues that aren’t bugs, but missing assumptions
  • Monitoring added only after users complain

These experiences shaped how I design and review systems today.

What I plan to write about here

  • API design and production readiness
  • SQL performance and common real-world mistakes
  • Backend and system design lessons
  • Why dev success doesn’t always translate to prod stability

My goal is to share practical, experience-driven insights — not theory, not hype.

Looking forward to learning from all of you and contributing where I can.
If there’s a topic you’d like me to cover first, I’m happy to hear suggestions 🙂

Thanks for the warm community 🙌

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