{"id":3790,"date":"2026-06-11T11:23:07","date_gmt":"2026-06-11T09:23:07","guid":{"rendered":"https:\/\/deepdocs.dev\/?p=3790"},"modified":"2026-06-24T20:49:04","modified_gmt":"2026-06-24T18:49:04","slug":"documentation-translation","status":"publish","type":"post","link":"https:\/\/deepdocs.dev\/documentation-translation\/","title":{"rendered":"CI\/CD for Documentation Translation: Automate Localization"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">You merge a feature on Friday. The API changed, the English docs got patched in the same pull request, and the Japanese and German pages stayed untouched. Two weeks later, support gets a bug report that isn&#8217;t really a bug. The docs in one locale still show the old parameter name.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Such is the shape of documentation translation in software teams. It isn&#8217;t a pure localization problem. It&#8217;s a <strong>change management problem<\/strong> inside the same delivery pipeline that already handles code, tests, releases, and rollback.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For teams shipping fast on GitHub, the practical question isn&#8217;t whether to translate docs. It&#8217;s how to keep translated docs from drifting the moment your codebase moves.<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prepare source docs first.<\/strong> Clean structure, controlled terminology, and translation-safe Markdown matter more than the translation engine you pick.<\/li>\n\n\n\n<li><strong>Use different strategies for different doc types.<\/strong> API references, tutorials, onboarding guides, and legal content shouldn&#8217;t all go through the same path.<\/li>\n\n\n\n<li><strong>Treat translation like CI\/CD.<\/strong> Trigger jobs from repo events, version language files in Git, and review translation changes as pull requests.<\/li>\n\n\n\n<li><strong>Protect technical content aggressively.<\/strong> Code blocks, config keys, CLI flags, paths, and product terms need explicit safeguards.<\/li>\n\n\n\n<li><strong>Keep humans in the loop where it counts.<\/strong> Review should focus on technical correctness, terminology, and release alignment, not line-by-line nitpicking.<\/li>\n<\/ul>\n\n\n\n<p class=\"has-xx-large-font-size wp-block-paragraph\"><strong>Table Of Contents<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><a href=\"https:\/\/deepdocs.dev\/documentation-translation\/#preparing-docs-for-a-global-audience\" class=\"wp-block-table-of-contents__entry\">Preparing Docs for a Global Audience<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/deepdocs.dev\/documentation-translation\/#choosing-your-translation-strategy\" class=\"wp-block-table-of-contents__entry\">Choosing Your Translation Strategy<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/deepdocs.dev\/documentation-translation\/#building-your-translation-ci-cd-pipeline\" class=\"wp-block-table-of-contents__entry\">Building Your Translation CI\/CD Pipeline<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/deepdocs.dev\/documentation-translation\/#protecting-code-snippets-and-technical-terms\" class=\"wp-block-table-of-contents__entry\">Protecting Code Snippets and Technical Terms<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/deepdocs.dev\/documentation-translation\/#implementing-a-lean-quality-assurance-process\" class=\"wp-block-table-of-contents__entry\">Implementing a Lean Quality Assurance Process<\/a><\/li>\n\n\n\n<li><a href=\"https:\/\/deepdocs.dev\/documentation-translation\/#versioning-and-syncing-multilingual-docs\" class=\"wp-block-table-of-contents__entry\">Versioning and Syncing Multilingual Docs<\/a><\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\"><\/ol>\n\n\n\n<h2 id=\"preparing-docs-for-a-global-audience\" class=\"wp-block-heading\">Preparing Docs for a Global Audience<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Successful documentation translation starts long before any text leaves your repo. If the source is inconsistent, packed with idioms, or mixed tightly with presentation quirks, the pipeline becomes expensive to maintain and hard to trust.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">One underserved angle in documentation translation is how to maintain version alignment and semantic consistency between evolving code and multilingual docs at scale. Existing resources often miss how to track which sentences fell out of sync with a given commit and propagate changes without retranslating unchanged content, as noted in this <a href=\"https:\/\/pubmed.ncbi.nlm.nih.gov\/25418255\/\">PubMed-indexed discussion of translation workflow gaps<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/cdnimg.co\/c5154994-a2fe-43c0-a286-28e433de4fd1\/6a9c5c1e-f048-4ae3-95b6-6cba01c20276\/documentation-translation-process-steps.jpg?ssl=1\" alt=\"A five-step guide on how to prepare source documentation for the translation process efficiently.\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"write-docs-like-maintainable-source\" class=\"wp-block-heading\">Write docs like maintainable source<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">If your team already follows a <a href=\"https:\/\/deepdocs.dev\/docs-as-code\/\">docs-as-code workflow<\/a>, you&#8217;re most of the way there. The missing step is to make the content <strong>translation-friendly<\/strong>, not just version-controlled.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That usually means:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Split oversized pages:<\/strong> Break giant tutorials into smaller Markdown files or reusable partials. Smaller units are easier to diff, review, cache, and retranslate selectively.<\/li>\n\n\n\n<li><strong>Add stable structure:<\/strong> Use frontmatter consistently. Keep titles, summaries, product versions, and locale metadata predictable.<\/li>\n\n\n\n<li><strong>Separate text from visuals:<\/strong> If a diagram contains hardcoded English labels inside a PNG, you&#8217;ve created a translation bottleneck. Prefer Mermaid, SVG text layers, or source files that can be edited.<\/li>\n\n\n\n<li><strong>Standardize repeated strings:<\/strong> Feature names, error classes, and CLI terms should appear the same way every time.<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\"><strong>Practical rule:<\/strong> If two English sentences mean the same thing, write one canonical version and reuse it.<\/p>\n<\/blockquote>\n\n\n\n<h3 id=\"remove-friction-before-automation\" class=\"wp-block-heading\">Remove friction before automation<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Machine translation and review systems struggle with the same things human readers struggle with. Long sentences. Undefined acronyms. Slang. Culture-specific jokes. Ambiguous pronouns.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A simple authoring checklist catches most of this:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Prefer direct verbs<\/strong> over abstract phrasing.<\/li>\n\n\n\n<li><strong>Define terms once<\/strong> and keep that wording stable.<\/li>\n\n\n\n<li><strong>Avoid sentence fragments<\/strong> in steps that will later need standalone translation.<\/li>\n\n\n\n<li><strong>Keep placeholders explicit<\/strong>, such as <code>&lt;YOUR_API_KEY><\/code> instead of \u201cinsert your key here\u201d.<\/li>\n\n\n\n<li><strong>Externalize UI text<\/strong> from screenshots when possible.<\/li>\n<\/ol>\n\n\n\n<h3 id=\"build-a-glossary-early\" class=\"wp-block-heading\">Build a glossary early<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Teams often postpone terminology work because it feels bureaucratic. In practice, it saves time almost immediately.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Create a small glossary in the repo. Start with product names, command names, domain terms, and words that should never be translated. YAML, JSON, or even a reviewed Markdown table works fine at first. What matters is that engineers, writers, and reviewers all use the same source of truth.<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>Content element<\/th><th>Good practice<\/th><th>Common failure<\/th><\/tr><tr><td>API names<\/td><td>Keep exact casing<\/td><td>Translate or reformat names<\/td><\/tr><tr><td>Error messages<\/td><td>Preserve literals when required<\/td><td>Rewrite text that must match runtime output<\/td><\/tr><tr><td>File paths<\/td><td>Protect as code<\/td><td>Localize path segments<\/td><\/tr><tr><td>Reused concepts<\/td><td>Map to glossary terms<\/td><td>Let each translator invent variants<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"choosing-your-translation-strategy\" class=\"wp-block-heading\">Choosing Your Translation Strategy<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The machine-versus-human debate is usually framed the wrong way. For software docs, the better question is <strong>which content deserves which workflow<\/strong>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/cdnimg.co\/c5154994-a2fe-43c0-a286-28e433de4fd1\/22a99bbe-762e-423e-b181-4153711688ec\/documentation-translation-translation-strategy.jpg?ssl=1\" alt=\"A comparison chart highlighting the speed, cost, and quality differences between machine, human, and hybrid translation services.\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"where-pure-machine-translation-works\" class=\"wp-block-heading\">Where pure machine translation works<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pure MT is useful for content with tight repetition and low stylistic risk. Think:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>reference pages<\/li>\n\n\n\n<li>parameter descriptions<\/li>\n\n\n\n<li>changelog entries<\/li>\n\n\n\n<li>repetitive SDK setup steps<\/li>\n\n\n\n<li>internal docs with short shelf life<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">These docs benefit from consistency more than elegance. If the source is well-structured and terminology is controlled, MT can be surprisingly effective for first-pass output.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That said, raw MT tends to fail in the same places every time. Ambiguous verbs, overloaded nouns, and tutorial prose with implicit assumptions.<\/p>\n\n\n\n<h3 id=\"where-human-translation-still-matters\" class=\"wp-block-heading\">Where human translation still matters<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Some docs carry more risk because readers rely on tone, nuance, or exact interpretation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Examples include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Getting started guides:<\/strong> New users need confidence and clarity, not literal wording.<\/li>\n\n\n\n<li><strong>Migration docs:<\/strong> Small misunderstandings can lead to broken integrations.<\/li>\n\n\n\n<li><strong>Compliance-sensitive material:<\/strong> Legal or regulated content needs specialist review.<\/li>\n\n\n\n<li><strong>Developer education content:<\/strong> Explanatory text often needs adaptation, not just translation.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">In the United States, certified translation requirements are especially strict for some document classes. The <a href=\"https:\/\/www.law.cornell.edu\/cfr\/text\/8\/1003.33\">Board of Immigration Appeals rule in 8 CFR \u00a7 1003.33<\/a> requires foreign-language documents in immigration proceedings to be accompanied by an English translation with translator certification. That isn&#8217;t software documentation, but it shows how quickly translation becomes a precision and process issue when stakes rise.<\/p>\n\n\n\n<h3 id=\"why-hybrid-usually-wins\" class=\"wp-block-heading\">Why hybrid usually wins<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">For most engineering teams, <strong>MT plus human post-editing<\/strong> is the sweet spot. Industry benchmarks show that combining machine translation with human post-editing and QA can cut per-word translation costs by <strong>30\u201350%<\/strong> while improving consistency, especially for repetitive API and SDK documentation. The same benchmark notes that omitting QA raises rework rates by <strong>15\u201325%<\/strong> according to <a href=\"https:\/\/www.motaword.com\/blog\/understanding-the-translation-process-an-overview\">Motaword&#8217;s translation process overview<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That matches what works in practice. Let machines handle draft generation and repetition. Let humans spend time where judgment matters.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Use machine output to buy speed. Use human review to buy trust.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">A simple decision table helps:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>Doc type<\/th><th>Recommended path<\/th><th>Why<\/th><\/tr><tr><td>API reference<\/td><td>MT + light review<\/td><td>Repetition and term consistency matter most<\/td><\/tr><tr><td>Tutorials<\/td><td>MT + strong post-editing<\/td><td>Flow and explanation matter<\/td><\/tr><tr><td>Release notes<\/td><td>MT + spot QA<\/td><td>Fast turnaround is often the priority<\/td><\/tr><tr><td>Legal or submission docs<\/td><td>Human-led workflow<\/td><td>Accuracy requirements are strict<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h2 id=\"building-your-translation-ci-cd-pipeline\" class=\"wp-block-heading\">Building Your Translation CI\/CD Pipeline<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The cleanest multilingual setups treat translations as ordinary repo artifacts. Every update has a diff. Every review has an owner. Every locale has traceable history.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/cdnimg.co\/c5154994-a2fe-43c0-a286-28e433de4fd1\/4b059af3-e1ed-4635-9916-1034c1c3d332\/documentation-translation-pipeline-workflow.jpg?ssl=1\" alt=\"A diagram illustrating the six-step automated documentation translation CI\/CD pipeline for software and technical content.\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A good starting point is a GitHub-native pipeline similar to the ideas in this <a href=\"https:\/\/deepdocs.dev\/git-action-ci-cd\/\">Git action CI\/CD guide<\/a>.<\/p>\n\n\n\n<h3 id=\"a-practical-branch-model\" class=\"wp-block-heading\">A practical branch model<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">You don&#8217;t need a complex localization platform on day one. A workable model looks like this:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code>main<\/code> holds the source language docs<\/li>\n\n\n\n<li><code>i18n\/de<\/code>, <code>i18n\/fr<\/code>, <code>i18n\/ja<\/code> hold translated outputs or locale-specific files<\/li>\n\n\n\n<li>pull requests update source docs first<\/li>\n\n\n\n<li>merge to <code>main<\/code> triggers extraction, translation, and locale PR creation<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">This keeps the workflow auditable. It also means reviewers can approve translation changes with the same habits they already use for code.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">After the source branch design is in place, the next piece is orchestration.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><iframe width=\"100%\" style=\"aspect-ratio: 16 \/ 9;\" src=\"https:\/\/www.youtube.com\/embed\/qQgoGLsdbJY\" frameborder=\"0\" allow=\"autoplay; encrypted-media\" allowfullscreen=\"\"><\/iframe><\/p>\n\n\n\n<h3 id=\"a-minimal-github-actions-shape\" class=\"wp-block-heading\">A minimal GitHub Actions shape<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The specifics vary by toolchain, but the control flow is usually the same:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Detect changed documentation files after merge to <code>main<\/code><\/li>\n\n\n\n<li>Extract only translatable text<\/li>\n\n\n\n<li>Send changed segments to the translation system<\/li>\n\n\n\n<li>Rehydrate translated files into repo structure<\/li>\n\n\n\n<li>Open locale-specific pull requests<\/li>\n\n\n\n<li>Run checks for glossary compliance and protected tokens<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">A slim workflow file might look like this:<\/p>\n\n\n<div class=\"wp-block-code\">\n\t<div class=\"cm-editor\">\n\t\t<div class=\"cm-scroller\">\n\t\t\t\n<pre>\n<code class=\"language-yaml\"><div class=\"cm-line\"><span class=\"tok-propertyName tok-definition\">name<\/span><span class=\"tok-punctuation\">:<\/span> docs-translation<\/div><div class=\"cm-line\"><\/div><div class=\"cm-line\"><span class=\"tok-propertyName tok-definition\">on<\/span><span class=\"tok-punctuation\">:<\/span><\/div><div class=\"cm-line\">  <span class=\"tok-propertyName tok-definition\">push<\/span><span class=\"tok-punctuation\">:<\/span><\/div><div class=\"cm-line\">    <span class=\"tok-propertyName tok-definition\">branches<\/span><span class=\"tok-punctuation\">:<\/span> <span class=\"tok-punctuation\">[<\/span>main<span class=\"tok-punctuation\">]<\/span><\/div><div class=\"cm-line\">    <span class=\"tok-propertyName tok-definition\">paths<\/span><span class=\"tok-punctuation\">:<\/span><\/div><div class=\"cm-line\">      <span class=\"tok-punctuation\">-<\/span> <span class=\"tok-string\">&quot;docs\/**&quot;<\/span><\/div><div class=\"cm-line\">      <span class=\"tok-punctuation\">-<\/span> <span class=\"tok-string\">&quot;.github\/workflows\/docs-translation.yml&quot;<\/span><\/div><div class=\"cm-line\"><\/div><div class=\"cm-line\"><span class=\"tok-propertyName tok-definition\">jobs<\/span><span class=\"tok-punctuation\">:<\/span><\/div><div class=\"cm-line\">  <span class=\"tok-propertyName tok-definition\">translate<\/span><span class=\"tok-punctuation\">:<\/span><\/div><div class=\"cm-line\">    <span class=\"tok-propertyName tok-definition\">runs-on<\/span><span class=\"tok-punctuation\">:<\/span> ubuntu-latest<\/div><div class=\"cm-line\">    <span class=\"tok-propertyName tok-definition\">steps<\/span><span class=\"tok-punctuation\">:<\/span><\/div><div class=\"cm-line\">      <span class=\"tok-punctuation\">-<\/span> <span class=\"tok-propertyName tok-definition\">uses<\/span><span class=\"tok-punctuation\">:<\/span> actions\/checkout@v4<\/div><div class=\"cm-line\"><\/div><div class=\"cm-line\">      <span class=\"tok-punctuation\">-<\/span> <span class=\"tok-propertyName tok-definition\">name<\/span><span class=\"tok-punctuation\">:<\/span> Detect changed docs<\/div><div class=\"cm-line\">        <span class=\"tok-propertyName tok-definition\">run<\/span><span class=\"tok-punctuation\">:<\/span> .\/scripts\/detect-doc-changes.sh<\/div><div class=\"cm-line\"><\/div><div class=\"cm-line\">      <span class=\"tok-punctuation\">-<\/span> <span class=\"tok-propertyName tok-definition\">name<\/span><span class=\"tok-punctuation\">:<\/span> Extract translatable content<\/div><div class=\"cm-line\">        <span class=\"tok-propertyName tok-definition\">run<\/span><span class=\"tok-punctuation\">:<\/span> .\/scripts\/extract-strings.sh<\/div><div class=\"cm-line\"><\/div><div class=\"cm-line\">      <span class=\"tok-punctuation\">-<\/span> <span class=\"tok-propertyName tok-definition\">name<\/span><span class=\"tok-punctuation\">:<\/span> Translate changed segments<\/div><div class=\"cm-line\">        <span class=\"tok-propertyName tok-definition\">run<\/span><span class=\"tok-punctuation\">:<\/span> .\/scripts\/run-translation.sh<\/div><div class=\"cm-line\"><\/div><div class=\"cm-line\">      <span class=\"tok-punctuation\">-<\/span> <span class=\"tok-propertyName tok-definition\">name<\/span><span class=\"tok-punctuation\">:<\/span> Validate protected terms<\/div><div class=\"cm-line\">        <span class=\"tok-propertyName tok-definition\">run<\/span><span class=\"tok-punctuation\">:<\/span> .\/scripts\/check-glossary.sh<\/div><div class=\"cm-line\"><\/div><div class=\"cm-line\">      <span class=\"tok-punctuation\">-<\/span> <span class=\"tok-propertyName tok-definition\">name<\/span><span class=\"tok-punctuation\">:<\/span> Open locale pull requests<\/div><div class=\"cm-line\">        <span class=\"tok-propertyName tok-definition\">run<\/span><span class=\"tok-punctuation\">:<\/span> .\/scripts\/create-locale-prs.sh<\/div><div class=\"cm-line\"><\/div><\/code><\/pre>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n<h3 id=\"review-stages-belong-in-the-pipeline\" class=\"wp-block-heading\">Review stages belong in the pipeline<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Structured review beats \u201csomeone skims it later.\u201d Adopting multi-stage review processes like <strong>TRAPD<\/strong> for engineering documentation can reduce misinterpretation-related defects by <strong>30\u201340%<\/strong>, and using review bots plus glossary linting in the same repo mirrors that rigor in CI\/CD according to <a href=\"https:\/\/www.surveypractice.org\/article\/127842-development-of-a-practical-translation-approach-for-survey-research-projects\">Survey Practice&#8217;s write-up on the TRAPD approach<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">In GitHub terms, that usually means:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>automated checks catch forbidden term changes<\/li>\n\n\n\n<li>a technical reviewer verifies code examples and commands<\/li>\n\n\n\n<li>a native reviewer checks readability for high-impact pages<\/li>\n\n\n\n<li>release managers block deployment if locale PRs are stale for affected docs<\/li>\n<\/ul>\n\n\n\n<h2 id=\"protecting-code-snippets-and-technical-terms\" class=\"wp-block-heading\">Protecting Code Snippets and Technical Terms<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The easiest way to break translated docs is to let the system touch text that was never meant to be translated.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">I&#8217;ve seen this happen with shell commands, JSON keys, environment variable names, and even file paths inside numbered setup steps. The translated page looked polished. The copied command failed immediately.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img data-recalc-dims=\"1\" decoding=\"async\" src=\"https:\/\/i0.wp.com\/cdnimg.co\/c5154994-a2fe-43c0-a286-28e433de4fd1\/screenshots\/bbe7cc5a-aae2-405f-b5ea-f7d501f67584\/documentation-translation-github-ai.jpg?ssl=1\" alt=\"Screenshot from https:\/\/deepdocs.dev\"\/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"protect-what-must-stay-literal\" class=\"wp-block-heading\">Protect what must stay literal<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Your pipeline should mark these elements as non-translatable:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>fenced code blocks<\/li>\n\n\n\n<li>inline code spans<\/li>\n\n\n\n<li>CLI flags<\/li>\n\n\n\n<li>URLs<\/li>\n\n\n\n<li>filenames and paths<\/li>\n\n\n\n<li>product names<\/li>\n\n\n\n<li>placeholders and tokens<\/li>\n\n\n\n<li>config keys and JSON field names<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">Different systems support this in different ways. Some respect inline tags such as <code>&lt;notranslate&gt;...&lt;\/notranslate&gt;<\/code>. Others use placeholder extraction or file-format-aware segmentation rules. The exact syntax matters less than the policy.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For Markdown-heavy docs, I like to normalize content before translation and restore it after. Replace sensitive tokens with placeholders, translate the surrounding prose, then reinsert the original literals.<\/p>\n\n\n<div class=\"wp-block-code\">\n\t<div class=\"cm-editor\">\n\t\t<div class=\"cm-scroller\">\n\t\t\t\n<pre>\n<code><div class=\"cm-line\">Before:<\/div><div class=\"cm-line\">Run `tool init --project my-app` in the `\/examples\/basic` folder.<\/div><div class=\"cm-line\"><\/div><div class=\"cm-line\">Protected form:<\/div><div class=\"cm-line\">Run __CODE_1__ in the __PATH_1__ folder.<\/div><div class=\"cm-line\"><\/div><\/code><\/pre>\n\t\t<\/div>\n\t<\/div>\n<\/div>\n\n\n<h3 id=\"keep-a-do-not-translate-list-in-git\" class=\"wp-block-heading\">Keep a do-not-translate list in Git<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A shared repository file for protected terminology prevents a lot of churn. It should include:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Brand terms:<\/strong> product and company names<\/li>\n\n\n\n<li><strong>Protocol and API terms:<\/strong> endpoint names, object names, headers<\/li>\n\n\n\n<li><strong>UI constants:<\/strong> button labels when they must match product text<\/li>\n\n\n\n<li><strong>Command vocabulary:<\/strong> verbs and flags that users will type exactly<\/li>\n<\/ul>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">Broken translated code is worse than untranslated code.<\/p>\n<\/blockquote>\n\n\n\n<p class=\"wp-block-paragraph\">This is also where reviewers save real time. If the system can block accidental changes to literals before a PR is opened, reviewers can focus on meaning instead of damage control.<\/p>\n\n\n\n<h2 id=\"implementing-a-lean-quality-assurance-process\" class=\"wp-block-heading\">Implementing a Lean Quality Assurance Process<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Teams usually make one of two mistakes. They either trust automation too much, or they build a review queue so heavy that translated docs ship weeks after the release.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The middle path works better. Use automation for breadth. Use people for high-value checks.<\/p>\n\n\n\n<h3 id=\"review-the-pull-request-not-every-string\" class=\"wp-block-heading\">Review the pull request, not every string<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A lean QA process starts with the translated PR as the review unit. Reviewers should inspect the change in context, not in an isolated spreadsheet of segments.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That review should prioritize:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Technical accuracy:<\/strong> Do commands, code snippets, and examples still match product behavior?<\/li>\n\n\n\n<li><strong>Terminology consistency:<\/strong> Did the translator follow the glossary and preserve protected terms?<\/li>\n\n\n\n<li><strong>Tone and clarity:<\/strong> Does the page still read like product documentation rather than a word-for-word conversion?<\/li>\n\n\n\n<li><strong>Formatting integrity:<\/strong> Are headings, lists, callouts, and links intact?<\/li>\n<\/ul>\n\n\n\n<h3 id=\"use-specialists-sparingly\" class=\"wp-block-heading\">Use specialists sparingly<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The language services market is large for a reason. The global language services and technology market reached <strong>$56.18 billion USD in 2021<\/strong>, with Europe and North America comprising nearly <strong>90%<\/strong> of that market, and the field includes an estimated <strong>640,000 professional translators<\/strong> according to these <a href=\"https:\/\/www.mylanguageconnection.com\/translation-industry-trends-and-statistics\/\">translation industry statistics<\/a>.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That scale doesn&#8217;t mean every doc change needs a professional linguist in the loop. It means you can reserve specialist review for the pages where mistakes are expensive.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A practical split looks like this:<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>Change type<\/th><th>Reviewer<\/th><\/tr><tr><td>New API endpoint docs<\/td><td>Engineer plus language reviewer<\/td><\/tr><tr><td>Minor reference updates<\/td><td>Automation plus spot check<\/td><\/tr><tr><td>Tutorial rewrite<\/td><td>Native reviewer with product context<\/td><\/tr><tr><td>Compliance or submission material<\/td><td>Specialist translator<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<h3 id=\"feed-review-findings-back-into-the-system\" class=\"wp-block-heading\">Feed review findings back into the system<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">If reviewers repeatedly fix the same term, update the glossary. If a translation engine keeps mishandling placeholders, improve the preprocessor. If one page produces too much churn every release, modularize it.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">QA shouldn&#8217;t just catch issues. It should steadily reduce them.<\/p>\n\n\n\n<h2 id=\"versioning-and-syncing-multilingual-docs\" class=\"wp-block-heading\">Versioning and Syncing Multilingual Docs<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Most manual systems fall apart under continuous change. Translating a release once is manageable. Keeping every language aligned across continuous product change is harder.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The fix starts with Git, but Git alone isn&#8217;t enough. Version control shows that files changed. It doesn&#8217;t automatically tell you which translated sentences are now semantically stale.<\/p>\n\n\n\n<h3 id=\"track-drift-at-the-segment-level\" class=\"wp-block-heading\">Track drift at the segment level<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The most reliable multilingual pipelines don&#8217;t retranslate whole pages every time. They detect which paragraphs, headings, or list items changed, then propagate only those deltas.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">For JSON-backed docs, message catalogs, or extracted translation units, a diff utility helps isolate meaningful change. If you&#8217;re comparing locale resource files, <a href=\"https:\/\/www.DigitalToolpad.com\/blog\/json-diff\">Digital ToolPad&#8217;s JSON diff<\/a> is a useful reference for thinking about key-level drift before you trigger retranslation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">A stronger setup also stores status metadata per segment:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>source commit hash<\/li>\n\n\n\n<li>last translated commit hash<\/li>\n\n\n\n<li>locale review status<\/li>\n\n\n\n<li>glossary version used<\/li>\n\n\n\n<li>protected token validation result<\/li>\n<\/ul>\n\n\n\n<h3 id=\"make-stale-translations-visible-in-pull-requests\" class=\"wp-block-heading\">Make stale translations visible in pull requests<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">A healthy workflow exposes drift early. If a commit changes a parameter description in English, the pipeline should flag the corresponding translated sections as stale immediately.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">That&#8217;s the value of coupling translation with <a href=\"https:\/\/deepdocs.dev\/documentation-version-control\/\">documentation version control<\/a>. You want an auditable chain from code diff to source-doc diff to locale-doc diff.<\/p>\n\n\n\n<blockquote class=\"wp-block-quote is-layout-flow wp-block-quote-is-layout-flow\">\n<p class=\"wp-block-paragraph\">If a team can&#8217;t tell which locale pages went stale after a commit, they don&#8217;t have a translation workflow. They have a backlog.<\/p>\n<\/blockquote>\n\n\n\n<h3 id=\"keep-releases-and-locales-tied-together\" class=\"wp-block-heading\">Keep releases and locales tied together<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">For fast-moving teams, this usually means:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>docs ship from the same repo as code, or from a repo linked tightly to code changes<\/li>\n\n\n\n<li>locale updates are generated continuously, not in quarterly batches<\/li>\n\n\n\n<li>untranslated or stale sections are marked explicitly<\/li>\n\n\n\n<li>release branches inherit only the locale changes relevant to that release line<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">That last point matters more than people expect. Once you support multiple product versions, multilingual drift multiplies. A fix in <code>main<\/code> may need to land in <code>release\/1.x<\/code>, but only for the locales supported on that branch.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If your team wants this to feel manageable, the workflow has to detect drift, narrow the blast radius, and open reviewable changes automatically. That&#8217;s the difference between \u201cwe support translated docs\u201d and \u201cour translated docs stay current.\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">If you want that kind of continuous sync without building and maintaining the whole orchestration layer yourself, <a href=\"https:\/\/deepdocs.dev\">DeepDocs<\/a> is worth a look. It works inside GitHub, tracks doc drift against code changes, and opens focused updates instead of rewriting everything. For teams trying to make documentation translation part of CI\/CD instead of a side project, that&#8217;s the right direction.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>You merge a feature on Friday. The API changed, the English docs got patched in the same pull request, and the Japanese and German pages stayed untouched. Two weeks later, support gets a bug report that isn&#8217;t really a bug. The docs in one locale still show the old parameter name. Such is the shape&#8230;<\/p>\n","protected":false},"author":259061979,"featured_media":3791,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_wpcom_ai_launchpad_first_post":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[1390],"tags":[],"class_list":["post-3790","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-docs"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.0 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>CI\/CD for Documentation Translation: Automate Localization | DeepDocs<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/deepdocs.dev\/documentation-translation\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"CI\/CD for Documentation Translation: Automate Localization | DeepDocs\" \/>\n<meta property=\"og:description\" content=\"You merge a feature on Friday. 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