Code migration is easy. Deploying it at scale isn't.

📰 Dev.to · Nometria

Learn why AI-built apps break in production and how to overcome deployment challenges at scale

intermediate Published 24 Apr 2026

Action Steps

Identify the limitations of AI builders for production environments
Use containerization tools like Docker to ensure consistent deployment
Implement monitoring and logging tools to detect issues in production
Configure CI/CD pipelines to automate testing and deployment
Optimize database operations for production-scale traffic

Who Needs to Know This

Developers and devops teams can benefit from understanding the limitations of AI builders and the importance of proper deployment strategies to ensure successful app deployment at scale

Key Insight

💡 AI builders are optimized for iteration, not production, and require additional setup for successful deployment at scale

Key Takeaways

Learn why AI-built apps break in production and how to overcome deployment challenges at scale

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Title: Code migration is easy. Deploying it at scale isn't.

URL Source: https://dev.to/nometria_vibecoding/code-migration-is-easy-deploying-it-at-scale-isnt-45d6

Published Time: 2026-04-24T16:02:35Z

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# Code migration is easy. Deploying it at scale isn't. - DEV Community
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Posted on Apr 24

# Code migration is easy. Deploying it at scale isn't.

[#ai](https://dev.to/t/ai)[#webdev](https://dev.to/t/webdev)[#api](https://dev.to/t/api)[#sdk](https://dev.to/t/sdk)

# [](https://dev.to/nometria_vibecoding/code-migration-is-easy-deploying-it-at-scale-isnt-45d6#why-your-aibuilt-app-works-in-the-builder-but-breaks-in-production) Why Your AI-Built App Works in the Builder But Breaks in Production

You shipped something in Lovable or Bolt in three days. It works. Your test users love it. Then you try to move it to real infrastructure and hit a wall you didn't see coming.

The builder gave you speed. It didn't give you ownership.

Here's what's actually happening: AI builders are optimized for iteration, not production. They handle routing, state management, and basic database operations behi

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Code migration is easy. Deploying it at scale isn't.

Key Takeaways

Full Article

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