What 22 CI runs taught me about the gap between local dev and production
The article discusses the author's experiences with continuous integration (CI) failures while developing a multi-tenant DNS/email security audit app. Despite passing local tests, the CI environment revealed multiple distinct bugs due to differences between local and production setups. The author highlights specific issues encountered and emphasizes the importance of recognizing potential discrepancies in development environments.
- ▪The author built a DNS/email security audit app using FastAPI and async SQLAlchemy.
- ▪Twenty-two CI runs revealed distinct bugs that were not present in the local development environment.
- ▪One significant bug was caused by a trailing newline in the DATABASE_URL, which was sanitized locally but not in CI.
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| Original publisher | DEV.to (Top) |
| Canonical URL | https://dev.to/mgoolden17cyber/what-22-ci-runs-taught-me-about-the-gap-between-local-dev-and-production-29ac |
| Publication time | Tue, 26 May 2026 10:54:18 +0000 |
| Retrieval time | 2026-05-26T11:07:48.493Z |
| Last seen | 2026-05-26T11:07:48.493Z |
| Headline source | Publisher (no WeSearch rewrite) |
| Excerpt source | publisher body |
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| Summary source text | contentText |
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| Publisher visit | Yes — open original |
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| Indexing | May the item be indexed (stored, ranked, made findable)? | Allowed |
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| Retrieval / RAG | May the content be exposed for third-party retrieval-augmented generation? | Not asserted |
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| Commercial reuse | May the content be reused commercially? | Not permitted |
Basis: Derived from the published RSS/Atom feed. Contact: [email protected]. Reviewed: 2026-07-24.
Opening excerpt (first ~120 words) tap to expand
try { if(localStorage) { let currentUser = localStorage.getItem('current_user'); if (currentUser) { currentUser = JSON.parse(currentUser); if (currentUser.id === 3952363) { document.getElementById('article-show-container').classList.add('current-user-is-article-author'); } } } } catch (e) { console.error(e); } mgoolden17-cyber Posted on May 26 What 22 CI runs taught me about the gap between local dev and production #python #fastapi #cicd #devops I built a multi-tenant DNS/email security audit app — dnslint — as a portfolio piece over a few months. FastAPI, async SQLAlchemy against Postgres, deployed to Render's free tier. The interesting part of building it wasn't the application code. It was that my local test suite passed cleanly while CI kept failing. Not one or two failures.
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Excerpt limited to ~120 words for fair-use compliance. The full article is at DEV.to (Top).