{"id":92275,"date":"2026-08-09T22:34:07","date_gmt":"2026-08-09T14:34:07","guid":{"rendered":"https:\/\/www.wsisp.com\/helps\/92275.html"},"modified":"2026-08-09T22:34:07","modified_gmt":"2026-08-09T14:34:07","slug":"gitlab-ci-cd-%e8%87%aa%e6%89%98%e7%ae%a1%ef%bc%88ee-%e4%bc%81%e4%b8%9a%e7%89%88%ef%bc%89-kubernetes-runner-%e9%9b%86%e7%be%a4-argocd%ef%bc%88gitops-%e9%83%a8%e7%bd%b2%ef%bc%89","status":"publish","type":"post","link":"https:\/\/www.wsisp.com\/helps\/92275.html","title":{"rendered":"GitLab CI\/CD \u81ea\u6258\u7ba1\uff08EE \u4f01\u4e1a\u7248\uff09+ Kubernetes Runner \u96c6\u7fa4 + ArgoCD\uff08GitOps \u90e8\u7f72\uff09"},"content":{"rendered":"

\u5047\u8bbe\u4f60\u6709\u670d\u52a1\u5668\u67093 \u4e07\u53f0，\u4e1a\u52a1\u7c7b\u578b\u6709Python \u4e0e Java \u5404\u5360 50% \u7684\u8d85\u5927\u89c4\u6a21\u573a\u666f，\u6700\u7ec8\u63a8\u8350\u65b9\u6848\u4e3a：<\/p>\n

\u4e00\u53e5\u8bdd\u7ed3\u8bba：\u7528 GitLab CI \u505a"\u6784\u5efa\u548c\u6d4b\u8bd5"（CI），\u7528 ArgoCD \u505a"\u90e8\u7f72\u5230 3 \u4e07\u53f0\u670d\u52a1\u5668"（CD），\u4e24\u8005\u901a\u8fc7\u5bb9\u5668\u955c\u50cf\u4ed3\u5e93\u8054\u52a8\u3002\u8fd9\u662f\u5f53\u524d（2026 \u5e74）\u8d85\u5927\u89c4\u6a21\u591a\u8bed\u8a00\u73af\u5883\u4e0b，\u5728\u7ef4\u62a4\u6210\u672c\u3001\u65b0\u4eba\u53cb\u597d\u5ea6\u3001\u81ea\u52a8\u5316\u6548\u7387\u4e09\u8005\u95f4\u5e73\u8861\u6700\u4f18\u7684\u67b6\u6784\u3002<\/p>\n

\n

\u4e00\u3001\u65b9\u6848\u67b6\u6784\u603b\u89c8<\/h3>\n

\u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510
\n\u2502 \u5f00\u53d1\u8005\u63d0\u4ea4\u4ee3\u7801 \u2192 GitLab EE（\u4ee3\u7801\u6258\u7ba1 + CI \u7f16\u6392） \u2502
\n\u2502 \u2193 \u2502
\n\u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502
\n\u2502 \u2502 Java \u6784\u5efa \u2502 \u2502 Python \u6784\u5efa \u2502 \u2502 \u5b89\u5168\u626b\u63cf\/\u5355\u5143\u6d4b\u8bd5 \u2502 \u2502
\n\u2502 \u2502 (Maven\/Gradle)\u2502 \u2502(pip\/poetry) \u2502 \u2502 (SAST\/\u4f9d\u8d56\u68c0\u6d4b) \u2502 \u2502
\n\u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u252c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
\n\u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2534\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
\n\u2502 \u2193 \u2502
\n\u2502 \u7edf\u4e00\u5bb9\u5668\u955c\u50cf\u4ed3\u5e93（Harbor\/Nexus） \u2502
\n\u2502 \u2193 \u2502
\n\u2502 \u250c\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2510 \u2502
\n\u2502 \u2502 ArgoCD（GitOps \u6301\u7eed\u4ea4\u4ed8\u5f15\u64ce） \u2502 \u2502
\n\u2502 \u2502 \u81ea\u52a8\u540c\u6b65 Git \u4ed3\u5e93\u4e2d\u7684 K8s Manifest \u5230 3 \u4e07\u53f0\u670d\u52a1\u5668 \u2502 \u2502
\n\u2502 \u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518 \u2502
\n\u2514\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2500\u2518<\/p>\n

\n

\u4e8c\u3001\u56db\u4e2a\u6838\u5fc3\u7ef4\u5ea6\u8be6\u7ec6\u5bf9\u6bd4<\/h3>\n

1. \u642d\u5efa\u96be\u6613\u7a0b\u5ea6：\u2b50\u2b50\u2b50 \u4e2d\u7b49（2-4 \u5468\u53ef\u6295\u4ea7）<\/h4>\n\n\u7ec4\u4ef6\u642d\u5efa\u590d\u6742\u5ea6\u8bf4\u660e<\/tr>\n\n\n\n\n\n
GitLab EE \u4e3b\u8282\u70b9<\/td>\n\u4e2d<\/td>\n\u4f7f\u7528 Helm \u6216 Omnibus \u5305\u90e8\u7f72，8C32G \u8d77\u6b65，\u9700\u914d\u7f6e PostgreSQL\/Redis\u3002\u6709\u5b98\u65b9\u4e2d\u6587\u6587\u6863，1-2 \u5929\u53ef\u8dd1\u901a\u3002<\/td>\n<\/tr>\n
K8s Runner \u96c6\u7fa4<\/td>\n\u4e2d<\/td>\n\u5728\u73b0\u6709 K8s \u96c6\u7fa4\u4e0a\u901a\u8fc7 Helm \u5b89\u88c5 GitLab Runner，\u914d\u7f6e config.toml \u7684\u5e76\u53d1\u6570\u548c\u7f13\u5b58\u7b56\u7565\u3002<\/td>\n<\/tr>\n
ArgoCD<\/td>\n\u4f4e<\/td>\nHelm \u4e00\u952e\u90e8\u7f72，\u914d\u7f6e Git \u4ed3\u5e93\u548c 3 \u4e07\u53f0\u670d\u52a1\u5668\u7684\u76ee\u6807\u96c6\u7fa4\u5373\u53ef\u3002<\/td>\n<\/tr>\n
\u591a\u8bed\u8a00\u6784\u5efa\u955c\u50cf<\/td>\n\u4f4e<\/td>\n\u51c6\u5907\u6807\u51c6\u5316\u955c\u50cf：java-builder（\u542b Maven\/Gradle\/OpenJDK）\u3001python-builder（\u542b\u591a\u7248\u672c pyenv\/poetry）\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5173\u952e：\u76f8\u6bd4 Jenkins \u9700\u8981\u9010\u4e2a\u914d\u7f6e Master\u3001Agent\u3001\u63d2\u4ef6\u4f9d\u8d56\u94fe，GitLab \u7684"\u4e00\u4f53\u5316"\u8bbe\u8ba1\u8ba9\u642d\u5efa\u6b65\u9aa4\u5c11 60% \u4ee5\u4e0a\u3002<\/p>\n

\n

2. \u7ef4\u62a4\u6210\u672c：\u2b50\u2b50\u2b50\u2b50 \u8f83\u4f4e（\u4f18\u4e8e Jenkins，\u9002\u5408\u957f\u671f\u8fd0\u8425）<\/h4>\n\n\u6210\u672c\u9879GitLab \u65b9\u6848Jenkins \u65b9\u6848（\u5bf9\u6bd4）<\/tr>\n\n\n\n\n\n
\u4eba\u529b\u7ef4\u62a4<\/td>\n0.5-1 \u540d\u4e13\u804c SRE<\/td>\n2-3 \u540d\u4e13\u804c DevOps<\/td>\n<\/tr>\n
\u63d2\u4ef6\/\u5347\u7ea7<\/td>\n\u5e73\u53f0\u81ea\u52a8\u5347\u7ea7，\u65e0\u63d2\u4ef6\u5730\u72f1<\/td>\n30% \u63d2\u4ef6\u5e74\u4e45\u5931\u4fee，\u5347\u7ea7\u517c\u5bb9\u6027\u98ce\u9669\u9ad8<\/td>\n<\/tr>\n
\u6545\u969c\u6392\u67e5<\/td>\nYAML \u8bed\u6cd5\u9519\u8bef\u4e00\u76ee\u4e86\u7136，\u65e5\u5fd7\u96c6\u4e2d<\/td>\nGroovy \u811a\u672c\u8c03\u8bd5\u56f0\u96be，\u5206\u5e03\u5f0f Agent \u65e5\u5fd7\u5206\u6563<\/td>\n<\/tr>\n
3 \u5e74 TCO<\/td>\n\u7ea6 \u00a5150-200 \u4e07（\u542b EE \u8bb8\u53ef）<\/td>\n\u7ea6 \u00a5300-400 \u4e07（\u4eba\u529b\u5360 80%）<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u6570\u636e\u652f\u6491：\u67d0 200 \u4eba\u4f01\u4e1a\u7684 3 \u5e74 TCO \u5206\u6790\u663e\u793a，Jenkins \u4eba\u529b\u6210\u672c\u7ea6 $480K，GitLab \u8ba2\u9605+\u4eba\u529b\u7ea6 $336K，\u89c4\u6a21\u8d8a\u5927 GitLab \u8d8a\u7701\u3002<\/p>\n

\n

3. \u65b0\u4eba\u63a5\u66ff\u96be\u5ea6：\u2b50\u2b50\u2b50\u2b50\u2b50 \u6781\u4f4e（1 \u5929\u4e0a\u624b）<\/h4>\n\n\u7ef4\u5ea6GitLab CIJenkins<\/tr>\n\n\n\n\n\n
\u914d\u7f6e\u8bed\u8a00<\/td>\nYAML（\u58f0\u660e\u5f0f，\u4f1a\u5199 Docker Compose \u5c31\u4f1a\u5199）<\/td>\nGroovy（\u9700\u4e13\u95e8\u5b66\u4e60，\u5bb9\u6613\u5199\u51fa"\u610f\u5927\u5229\u9762\u6761"\u4ee3\u7801）<\/td>\n<\/tr>\n
\u6d41\u6c34\u7ebf\u4f4d\u7f6e<\/td>\n.gitlab-ci.yml \u4e0e\u4ee3\u7801\u540c\u4ed3\u5e93，\u81ea\u6587\u6863\u5316<\/td>\nJenkinsfile \u6216 UI \u914d\u7f6e，\u5206\u6563\u7ba1\u7406<\/td>\n<\/tr>\n
\u8c03\u8bd5\u4f53\u9a8c<\/td>\nWeb UI \u5b9e\u65f6\u67e5\u770b\u6bcf\u6b65\u65e5\u5fd7，\u5931\u8d25\u6b65\u9aa4\u9ad8\u4eae<\/td>\n\u9700\u8df3\u8f6c\u591a\u4e2a\u9875\u9762，Blue Ocean \u63d2\u4ef6\u53e6\u9700\u7ef4\u62a4<\/td>\n<\/tr>\n
\u77e5\u8bc6\u4f20\u627f<\/td>\n\u56e2\u961f\u5185 1 \u4efd\u6a21\u677f\u5373\u53ef\u590d\u7528，MR \u65f6\u81ea\u52a8\u89e6\u53d1<\/td>\nShared Library \u5b66\u4e60\u66f2\u7ebf\u9661\u5ced，\u65b0\u4eba\u96be\u72ec\u7acb\u6392\u969c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5b9e\u9645\u6848\u4f8b：\u67d0 SaaS \u56e2\u961f\u4ece Jenkins \u8fc1\u79fb\u5230 GitLab CI \u540e，\u65b0\u6210\u5458\u4e0a\u624b\u65f6\u95f4\u4ece 3 \u5929\u7f29\u77ed\u81f3 2 \u5c0f\u65f6\u3002<\/p>\n

\n

4. \u81ea\u52a8\u5316\u6548\u7387：\u2b50\u2b50\u2b50\u2b50\u2b50 \u6781\u9ad8（\u5e76\u884c\u5f39\u6027 + \u7f13\u5b58\u52a0\u901f）<\/h4>\n\n\u4f18\u5316\u624b\u6bb5\u6548\u679c\u5b9e\u73b0\u65b9\u5f0f<\/tr>\n\n\n\n\n\n
K8s \u5f39\u6027 Runner<\/td>\n\u5e76\u53d1\u4ece 0\u21921000+ \u4ec5\u9700\u5206\u949f\u7ea7<\/td>\n\u914d\u7f6e Karpenter\/cluster-autoscaler，\u6309\u4f5c\u4e1a\u961f\u5217\u81ea\u52a8\u6269\u7f29 Pod<\/td>\n<\/tr>\n
\u5206\u5e03\u5f0f\u7f13\u5b58<\/td>\n\u6784\u5efa\u63d0\u901f 40-60%<\/td>\n\u63a5\u5165 S3\/MinIO \u4f5c\u4e3a cache \u540e\u7aef，Maven\/Gradle\/pip \u4f9d\u8d56\u5168\u5c40\u5171\u4eab<\/td>\n<\/tr>\n
\u5e76\u884c\u77e9\u9635\u6784\u5efa<\/td>\nJava\/Python \u540c\u65f6\u8dd1，\u4e92\u4e0d\u963b\u585e<\/td>\nparallel: matrix \u8bed\u6cd5，\u591a\u7248\u672c JDK\/Python \u540c\u65f6\u6d4b\u8bd5<\/td>\n<\/tr>\n
GitOps \u90e8\u7f72<\/td>\n3 \u4e07\u53f0\u670d\u52a1\u5668\u540c\u6b65\u5ef6\u8fdf < 30 \u79d2<\/td>\nArgoCD \u81ea\u52a8\u8f6e\u8be2 Git \u4ed3\u5e93\u53d8\u66f4，\u6279\u91cf apply \u5230\u591a\u96c6\u7fa4<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

\u5927\u89c4\u6a21\u9a8c\u8bc1：GitLab.com \u5b98\u65b9 Runner \u96c6\u7fa4\u4f7f\u7528 7 \u4e2a Runner Manager，\u6bcf\u6708\u5904\u7406\u6570\u767e\u4e07\u4e2a CI\/CD \u4f5c\u4e1a，\u67b6\u6784\u53ef\u501f\u9274\u3002<\/p>\n

\n

\u4e09\u3001\u9488\u5bf9 Python + Java \u5404\u5360 50% \u7684\u5177\u4f53\u5b9e\u73b0<\/h3>\n

\u6807\u51c6\u5316 .gitlab-ci.yml \u6a21\u677f（\u6240\u6709\u9879\u76ee\u590d\u7528）<\/h4>\n

# \u6839\u76ee\u5f55\u653e\u7f6e .gitlab-ci-template.yml，\u5404\u9879\u76ee include \u5f15\u5165<\/span>
\nvariables<\/span>:<\/span>
\n MAVEN_CACHE<\/span>:<\/span> "$CI_PROJECT_DIR\/.m2"<\/span>
\n PIP_CACHE<\/span>:<\/span> "$CI_PROJECT_DIR\/.cache\/pip"<\/span>
\n DOCKER_REGISTRY<\/span>:<\/span> "harbor.company.com"<\/span><\/p>\n

stages<\/span>:<\/span> [<\/span>build,<\/span> test,<\/span> security,<\/span> package,<\/span> deploy]<\/span><\/p>\n

# \u2500\u2500 Java \u9879\u76ee \u2500\u2500<\/span>
\n.build_java<\/span>:<\/span>
\n image<\/span>:<\/span> harbor.company.com\/builder\/java:<\/span>17–<\/span>maven3.9
\n cache<\/span>:<\/span>
\n key<\/span>:<\/span> ${<\/span>CI_COMMIT_REF_SLUG}<\/span>
\n paths<\/span>:<\/span> [<\/span>$MAVEN_CACHE]<\/span>
\n script<\/span>:<\/span>
\n –<\/span> mvn –<\/span>Dmaven.repo.local=$MAVEN_CACHE clean package –<\/span>DskipTests
\n artifacts<\/span>:<\/span>
\n paths<\/span>:<\/span> [<\/span>target\/*.jar<\/span>]<\/span><\/p>\n

.test_java<\/span>:<\/span>
\n image<\/span>:<\/span> harbor.company.com\/builder\/java:<\/span>17–<\/span>maven3.9
\n script<\/span>:<\/span>
\n –<\/span> mvn –<\/span>Dmaven.repo.local=$MAVEN_CACHE test
\n coverage<\/span>:<\/span> '\/Total.*?(\\\\d+\\\\%)\/'<\/span><\/p>\n

# \u2500\u2500 Python \u9879\u76ee \u2500\u2500<\/span>
\n.build_python<\/span>:<\/span>
\n image<\/span>:<\/span> harbor.company.com\/builder\/python:<\/span>3.11–<\/span>poetry
\n cache<\/span>:<\/span>
\n key<\/span>:<\/span> ${<\/span>CI_COMMIT_REF_SLUG}<\/span>
\n paths<\/span>:<\/span> [<\/span>$PIP_CACHE]<\/span>
\n script<\/span>:<\/span>
\n –<\/span> poetry config cache–<\/span>dir $PIP_CACHE
\n –<\/span> poetry install –<\/span>–<\/span>no–<\/span>interaction
\n –<\/span> poetry build
\n artifacts<\/span>:<\/span>
\n paths<\/span>:<\/span> [<\/span>dist\/*.whl<\/span>]<\/span><\/p>\n

.test_python<\/span>:<\/span>
\n image<\/span>:<\/span> harbor.company.com\/builder\/python:<\/span>3.11–<\/span>poetry
\n script<\/span>:<\/span>
\n –<\/span> poetry install –<\/span>–<\/span>no–<\/span>interaction
\n –<\/span> poetry run pytest –<\/span>–<\/span>cov=src –<\/span>–<\/span>cov–<\/span>report=xml
\n coverage<\/span>:<\/span> '\/TOTAL.*?(\\\\d+\\\\%)\/'<\/span><\/p>\n

# \u2500\u2500 \u5b89\u5168\u626b\u63cf（\u7edf\u4e00\u5361\u70b9） \u2500\u2500<\/span>
\nsecurity_scan<\/span>:<\/span>
\n stage<\/span>:<\/span> security
\n image<\/span>:<\/span> returntocorp\/semgrep
\n script<\/span>:<\/span> [<\/span>semgrep –<\/span>–<\/span>config=auto –<\/span>–<\/span>error .]<\/span>
\n allow_failure<\/span>:<\/span> false<\/span><\/p>\n

# \u2500\u2500 \u5bb9\u5668\u5316\u6253\u5305 \u2500\u2500<\/span>
\ndocker_build<\/span>:<\/span>
\n stage<\/span>:<\/span> package
\n image<\/span>:<\/span> docker:<\/span>24–<\/span>dind
\n script<\/span>:<\/span>
\n –<\/span> docker build –<\/span>t $DOCKER_REGISTRY\/$CI_PROJECT_NAME:<\/span>$CI_COMMIT_SHA .
\n –<\/span> docker push $DOCKER_REGISTRY\/$CI_PROJECT_NAME:<\/span>$CI_COMMIT_SHA<\/p>\n

# \u2500\u2500 \u89e6\u53d1 ArgoCD \u90e8\u7f72（GitOps） \u2500\u2500<\/span>
\ntrigger_deploy<\/span>:<\/span>
\n stage<\/span>:<\/span> deploy
\n image<\/span>:<\/span> alpine\/curl
\n script<\/span>:<\/span>
\n –<\/span> 'curl -X POST "$ARGOCD_WEBHOOK_URL" -d "{\\\\"git_sha\\\\":\\\\"$CI_COMMIT_SHA\\\\"}"'<\/span>
\n only<\/span>:<\/span> [<\/span>main]<\/span><\/p>\n

\u5173\u952e\u8bbe\u8ba1：<\/p>\n

    \n
  • \u6a21\u677f\u7ee7\u627f：\u901a\u8fc7 include \u673a\u5236，3000+ \u4e2a\u9879\u76ee\u5171\u7528\u540c\u4e00\u4efd\u6a21\u677f，\u53d8\u66f4\u4e00\u6b21\u5168\u5c40\u751f\u6548\u3002<\/li>\n
  • \u8bed\u8a00\u9694\u79bb：Java \u7528 Maven \u672c\u5730\u4ed3\u5e93\u7f13\u5b58，Python \u7528 Poetry\/pip \u7f13\u5b58，\u4e92\u4e0d\u5f71\u54cd\u3002<\/li>\n
  • \u6784\u5efa\u5373\u4ee3\u7801：\u6d41\u6c34\u7ebf\u5b9a\u4e49\u5728\u4ee3\u7801\u4ed3\u5e93\u4e2d，Code Review \u65f6\u5c31\u80fd\u5ba1\u67e5\u6d41\u6c34\u7ebf\u53d8\u66f4\u3002<\/li>\n<\/ul>\n
    \n

    \u56db\u30013 \u4e07\u53f0\u670d\u52a1\u5668\u89c4\u6a21\u7684\u7279\u522b\u8bbe\u8ba1<\/h3>\n

    1. Runner \u96c6\u7fa4\u67b6\u6784（\u907f\u514d\u5355\u70b9\u74f6\u9888）<\/h4>\n

    # Helm values.yaml \u793a\u4f8b<\/span>
    \ngitlab-runner<\/span>:<\/span>
    \n runners<\/span>:<\/span>
    \n config<\/span>:<\/span> |<\/span>
    \n [[runners]]
    \n [runners.kubernetes]
    \n # \u6309\u8bed\u8a00\u6253\u6807\u7b7e，\u7cbe\u51c6\u8c03\u5ea6
    \n [runners.kubernetes.node_selector]
    \n workload = "ci-build"
    \n [runners.cache]
    \n Type = "s3"
    \n Path = "gitlab-runner"
    \n Shared = true
    \n [runners.cache.s3]
    \n ServerAddress = "s3.internal.company.com"
    \n BucketName = "gitlab-runner-cache"<\/span>
    \n resources<\/span>:<\/span>
    \n requests<\/span>:<\/span> {<\/span>cpu<\/span>:<\/span> "500m"<\/span>,<\/span> memory<\/span>:<\/span> "512Mi"<\/span>}<\/span><\/p>\n

      \n
    • \u6807\u7b7e\u5206\u7ec4：java-build \/ python-build \/ security-scan \u5206\u522b\u8c03\u5ea6\u5230\u4e0d\u540c\u8282\u70b9\u6c60，\u907f\u514d\u8d44\u6e90\u4e89\u62a2\u3002<\/li>\n
    • \u81ea\u52a8\u6269\u7f29\u5bb9：\u5229\u7528 K8s HPA + Cluster Autoscaler，\u591c\u95f4\u4f4e\u5cf0\u7f29\u5bb9\u81f3 10 \u8282\u70b9，\u53d1\u5e03\u9ad8\u5cf0\u671f\u6269\u5bb9\u81f3 200+ \u8282\u70b9\u3002<\/li>\n<\/ul>\n

      2. \u90e8\u7f72\u5230 3 \u4e07\u53f0\u670d\u52a1\u5668\u7684 CD \u7b56\u7565<\/h4>\n

      \u4e0d\u8981\u7528 GitLab CI \u76f4\u63a5 ssh \u90e8\u7f72\u5230 3 \u4e07\u53f0\u673a\u5668，\u8fd9\u4f1a\u5bfc\u81f4：<\/p>\n

        \n
      • \u5e76\u53d1 SSH \u8fde\u63a5\u6253\u7206\u7f51\u7edc<\/li>\n
      • \u65e0\u56de\u6eda\u80fd\u529b，\u4e00\u53f0\u5931\u8d25\u5f71\u54cd\u6574\u4f53<\/li>\n
      • \u65e0\u90e8\u7f72\u72b6\u6001\u53ef\u89c6\u5316<\/li>\n<\/ul>\n

        \u6b63\u786e\u505a\u6cd5：ArgoCD GitOps<\/p>\n

          \n
        • GitLab CI \u53ea\u8d1f\u8d23"\u6784\u5efa\u955c\u50cf + \u66f4\u65b0 GitOps \u4ed3\u5e93\u4e2d\u7684\u955c\u50cf Tag"<\/li>\n
        • ArgoCD \u76d1\u542c Git \u53d8\u66f4，\u81ea\u52a8\u5c06\u65b0\u955c\u50cf\u540c\u6b65\u5230 3 \u4e07\u53f0\u670d\u52a1\u5668\u6240\u5728\u7684 K8s \u96c6\u7fa4<\/li>\n
        • \u652f\u6301\u84dd\u7eff\u53d1\u5e03\u3001\u91d1\u4e1d\u96c0\u3001\u81ea\u52a8\u56de\u6eda，\u4e14\u90e8\u7f72\u8fdb\u5ea6\u53ef\u89c6\u5316<\/li>\n<\/ul>\n
          \n

          \u4e94\u3001\u4e3a\u4ec0\u4e48\u4e0d\u9009\u5176\u4ed6\u65b9\u6848？<\/h3>\n\n\u65b9\u6848\u4e0d\u9009\u539f\u56e0<\/tr>\n\n\n\n\n\n
          Jenkins<\/td>\n3 \u4e07\u53f0\u670d\u52a1\u5668\u610f\u5473\u7740\u6570\u5343\u6761\u6d41\u6c34\u7ebf，Jenkins \u7684\u63d2\u4ef6\u7ef4\u62a4\u3001Groovy \u811a\u672c\u6cbb\u7406\u3001Master \u5355\u70b9\u95ee\u9898\u4f1a\u5728 6 \u4e2a\u6708\u540e\u7206\u53d1，\u9700\u8981 3-5 \u4eba\u4e13\u804c\u56e2\u961f\u7ef4\u62a4，\u65b0\u4eba\u4e0a\u624b\u9700 1-2 \u5468\u3002<\/td>\n<\/tr>\n
          GitHub Actions（\u81ea\u6258\u7ba1）<\/td>\n\u4f01\u4e1a\u7ea7\u5ba1\u8ba1\u3001\u6743\u9650\u7c92\u5ea6\u3001Runner \u8c03\u5ea6\u80fd\u529b\u4e0d\u5982 GitLab EE；3 \u4e07\u53f0\u89c4\u6a21\u4e0b\u81ea\u6258\u7ba1 Runner \u7684\u8fd0\u7ef4\u6210\u672c\u4e0e GitLab \u76f8\u5f53，\u4f46\u7f3a\u5c11\u4e00\u4f53\u5316\u6743\u9650\u7ba1\u7406\u3002<\/td>\n<\/tr>\n
          \u7eaf\u81ea\u7814 CI\/CD<\/td>\n\u642d\u5efa\u5468\u671f 6 \u4e2a\u6708\u4ee5\u4e0a，\u9700\u8981 10+ \u4eba\u5e73\u53f0\u56e2\u961f，\u65b0\u4eba\u63a5\u66ff\u96be\u5ea6\u6781\u9ad8，\u4e0d\u7b26\u5408"\u4e0d\u9700\u8981\u53cd\u590d\u6d4b\u8bd5"\u7684\u8981\u6c42\u3002<\/td>\n<\/tr>\n
          GitLab SaaS \u7248<\/td>\n3 \u4e07\u53f0\u670d\u52a1\u5668\u7684\u6784\u5efa\u5206\u949f\u6570\u5c06\u4ea7\u751f\u5929\u4ef7\u8d26\u5355，\u4e14\u4f01\u4e1a\u6570\u636e\u5b89\u5168\u8981\u6c42\u901a\u5e38\u7981\u6b62\u4ee3\u7801\u51fa\u57df\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n
          \n

          \u516d\u3001\u843d\u5730\u65f6\u95f4\u7ebf\u4e0e\u8d44\u6e90\u6295\u5165<\/h3>\n\n\u9636\u6bb5\u5468\u671f\u4ea4\u4ed8\u7269<\/tr>\n\n\n\n\n\n\n
          \u73af\u5883\u642d\u5efa<\/td>\n\u7b2c 1-2 \u5468<\/td>\nGitLab EE \u4e3b\u8282\u70b9\u3001K8s Runner \u96c6\u7fa4\u3001Harbor \u955c\u50cf\u4ed3\u5e93<\/td>\n<\/tr>\n
          \u6a21\u677f\u6807\u51c6\u5316<\/td>\n\u7b2c 3-4 \u5468<\/td>\nJava\/Python \u6784\u5efa\u6a21\u677f\u3001\u5b89\u5168\u626b\u63cf\u5361\u70b9\u3001ArgoCD \u5e94\u7528\u6a21\u677f<\/td>\n<\/tr>\n
          \u8bd5\u70b9\u8fc1\u79fb<\/td>\n\u7b2c 5-8 \u5468<\/td>\n5-10 \u4e2a\u6838\u5fc3\u9879\u76ee\u8fc1\u79fb，\u5e76\u884c\u8fd0\u884c\u9a8c\u8bc1<\/td>\n<\/tr>\n
          \u6279\u91cf\u63a8\u5e7f<\/td>\n\u7b2c 9-16 \u5468<\/td>\n\u6309\u4e1a\u52a1\u57df\u5206\u6279\u8fc1\u79fb，\u57f9\u8bad\u6587\u6863+\u89c6\u9891\u540c\u6b65\u8f93\u51fa<\/td>\n<\/tr>\n
          \u5168\u9762\u6295\u4ea7<\/td>\n\u7b2c 17-20 \u5468<\/td>\n\u65e7 Jenkins \u4e0b\u7ebf，FinOps \u6210\u672c\u76d1\u63a7\u4e0a\u7ebf<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n

          \u6700\u5c0f\u56e2\u961f\u914d\u7f6e：1 \u540d SRE（\u8d1f\u8d23 GitLab\/ArgoCD \u5e73\u53f0）+ 1 \u540d\u8d44\u6df1\u5f00\u53d1（\u8d1f\u8d23\u6a21\u677f\u8bbe\u8ba1），\u5373\u53ef\u542f\u52a8\u3002<\/p>\n

          \n

          \u603b\u7ed3：\u5728 2026 \u5e74\u7684\u6280\u672f\u6808\u4e0b，\u5bf9\u4e8e 3 \u4e07\u53f0\u670d\u52a1\u5668\u3001Python\/Java \u53cc\u8bed\u8a00\u5404\u5360\u534a\u58c1\u6c5f\u5c71\u7684\u8d85\u5927\u89c4\u6a21\u573a\u666f，GitLab CI + K8s Runner + ArgoCD \u662f\u552f\u4e00\u80fd\u540c\u65f6\u6ee1\u8db3"\u4f4e\u7ef4\u62a4\u6210\u672c\u3001\u4f4e\u65b0\u4eba\u63a5\u66ff\u96be\u5ea6\u3001\u9ad8\u81ea\u52a8\u5316\u6548\u7387"\u7684\u65b9\u6848\u3002\u5b83\u7528 YAML \u66ff\u4ee3 Groovy \u964d\u4f4e\u8ba4\u77e5\u8d1f\u62c5，\u7528 K8s \u5f39\u6027\u66ff\u4ee3\u9759\u6001 Agent \u964d\u4f4e\u8fd0\u7ef4\u8d1f\u62c5，\u7528 GitOps \u66ff\u4ee3\u811a\u672c\u5f0f\u90e8\u7f72\u964d\u4f4e\u751f\u4ea7\u98ce\u9669\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"

          \u5047\u8bbe\u4f60\u6709\u670d\u52a1\u5668\u67093 \u4e07\u53f0，\u4e1a\u52a1\u7c7b\u578b\u6709Python \u4e0e Java \u5404\u5360 50% \u7684\u8d85\u5927\u89c4\u6a21\u573a\u666f，\u6700\u7ec8\u63a8\u8350\u65b9\u6848\u4e3a：\u4e00\u53e5\u8bdd\u7ed3\u8bba：\u7528 GitLab CI \u505a\\”\u6784\u5efa\u548c\u6d4b\u8bd5\\”（CI），\u7528 ArgoCD \u505a\\”\u90e8\u7f72\u5230 3 \u4e07\u53f0\u670d\u52a1\u5668\\”（CD），\u4e24\u8005\u901a\u8fc7\u5bb9\u5668\u955c\u50cf\u4ed3\u5e93\u8054\u52a8\u3002\u8fd9\u662f\u5f53\u524d（2026 \u5e74）\u8d85\u5927\u89c4\u6a21\u591a\u8bed\u8a00\u73af\u5883\u4e0b&#xff0c<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[9137,597,273,120,78,44],"topic":[],"class_list":["post-92275","post","type-post","status-publish","format-standard","hentry","category-server","tag-atomgit","tag-ci-cd","tag-gitlab","tag-kubernetes","tag-78","tag-44"],"yoast_head":"\nGitLab CI\/CD \u81ea\u6258\u7ba1\uff08EE \u4f01\u4e1a\u7248\uff09+ Kubernetes Runner \u96c6\u7fa4 + ArgoCD\uff08GitOps \u90e8\u7f72\uff09 - 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