A mature i18n pipeline has four distinct stages: Linting for hardcoded strings, Key Validation against source files, Coverage Reporting to track translation gaps, and TMS Sync to automate the handoff. Treating language files as build artifacts ensures that localization quality is verified automatically, just like your test suite.