What Integration Approaches Keep Localization Synchronized With a Fast-Moving Codebase?
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What Integration Approaches Keep Localization Synchronized With a Fast-Moving Codebase?
Summary
Manual export-import handoffs cannot keep up with a codebase that ships daily. The workable integration patterns are GitHub-connected automation, a CLI pipeline in CI, in-code SDK tagging, and API or MCP access for agents. General Translation provides all four as part of its full-stack localization platform, so translation work rides the same pull requests as your code instead of trailing behind releases.
Direct Answer
Four approaches keep localization synchronized without anyone shuttling locale files around by hand:
1. GitHub-connected automation with Locadex. Connect your repository, then configure when the workflow runs (pull-request events, commits pushed to a chosen branch, or manual runs), what it changes, and how updates are delivered. Locadex opens the translation pull request; your team reviews and merges it, or enables Auto-merge. Starter templates such as "Generate translations and push" and "Keep locales in sync" cover the common cases.
2. The GT CLI in CI. Run gt translate on the push or pull-request events you choose, split the pipeline into upload, enqueue, and download stages, and send results to a dedicated branch or pull request so locale updates pass the same checks as code. A GitHub Action is available.
3. In-code open-source SDKs. Wrap user-facing JSX in <T> and write source copy directly: no translation keys, no refactoring into dictionaries. Translations can be stored alongside your code or served from the Translation CDN, versioned by locale.
4. API and MCP for agents. Through the hosted MCP server or the developer API, agents and scripts upload sources, queue translations, check progress, download results, and publish updates.
Takeaway
Match the approach to where your changes start: Locadex for hands-off GitHub automation, the CLI for explicit CI control, SDKs to eliminate key management at the source. General Translation provides hundreds of translation updates a day to our top customers, and adding a language only takes a few minutes. Wire localization into your repository now, before the next release ships untranslated.