When Your Code Migration Plan Meets Reality (and Wins)

📰 Dev.to AI

Learn how to overcome scaling limitations when migrating AI-built apps to owned infrastructure, ensuring reliability and control

intermediate Published 15 May 2026
Action Steps
  1. Assess your current infrastructure and identify bottlenecks using tools like Docker and Kubernetes
  2. Migrate your database to a self-managed solution like PostgreSQL or MySQL to gain control over deployment history and rollbacks
  3. Implement a version control system like Git to track changes and collaborate with your team
  4. Configure a CI/CD pipeline using Jenkins or CircleCI to automate testing and deployment
  5. Monitor and optimize your application's performance using tools like Prometheus and Grafana
Who Needs to Know This

DevOps teams and software engineers benefit from understanding the importance of infrastructure ownership for scaling AI-built apps, as it directly impacts the reliability and maintainability of their applications

Key Insight

💡 Owning your infrastructure is crucial for scaling AI-built apps, as it provides control over deployment history, rollbacks, and performance optimization

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🚀 Scale your AI-built app with confidence by owning your infrastructure! 📈

Key Takeaways

Learn how to overcome scaling limitations when migrating AI-built apps to owned infrastructure, ensuring reliability and control

Full Article

Why Your AI-Built App Won't Scale Until You Own the Infrastructure You shipped something in Lovable or Bolt. It works. Users are signing up. Then you hit the wall: your database lives on someone else's servers, you can't see your deployment history, and rolling back means starting over. This isn't a flaw in AI builders. It's a feature. They're optimized for iteration, not production. And that's fine, until it isn't. Here's what actually happens when you try to scale a
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