{"id":1181,"date":"2025-09-08T11:16:30","date_gmt":"2025-09-08T11:16:30","guid":{"rendered":"https:\/\/davidka.net\/?p=1181"},"modified":"2025-09-15T23:57:32","modified_gmt":"2025-09-15T21:57:32","slug":"ci-cd-from-basics-to-production","status":"publish","type":"post","link":"https:\/\/ru.davidka.net\/ru\/ci-cd-from-basics-to-production\/","title":{"rendered":"\ud83d\ude80 CI\/CD: \u041e\u0442 \u043e\u0441\u043d\u043e\u0432 \u0434\u043e Production \u043d\u0430 GCP \u0441 GitHub Actions \u2013 \u041f\u043e\u043b\u043d\u044b\u0439 \u0433\u0438\u0434 \u0441 \u043f\u0440\u0438\u043c\u0435\u0440\u0430\u043c\u0438 \ud83d\ude80"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u041f\u0440\u0438\u0432\u0435\u0442, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438! \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0443 \u043e CI\/CD \u2013 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438.<\/p>\n\n\n\n<div id=\"rtoc-mokuji-wrapper\" class=\"rtoc-mokuji-content frame2 preset1 animation-fade rtoc_open default\" data-id=\"1181\" data-theme=\"Neve - Davidka\">\n\t\t\t<div id=\"rtoc-mokuji-title\" class=\"rtoc_btn_none rtoc_left\">\n\t\t\t\n\t\t\t<span>In Questo Articolo<\/span>\n\t\t\t<\/div><ol class=\"rtoc-mokuji decimal_ol level-1\"><li class=\"rtoc-item\"><a href=\"#rtoc-1\">\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f?<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-2\">\ud83d\udd04 \u0418\u0437 \u0447\u0435\u0433\u043e \u043e\u0431\u044b\u0447\u043d\u043e \u0441\u043e\u0441\u0442\u043e\u0438\u0442 CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d?<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-3\">\ud83d\udee0 \u041f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043b\u044f CI\/CD:<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-4\">\ud83e\udde0 \u0417\u0430\u0447\u0435\u043c \u0432\u043e\u043e\u0431\u0449\u0435 \u043d\u0443\u0436\u0435\u043d CI\/CD?<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-5\">\ud83d\udce6 \u041f\u0440\u043e\u0441\u0442\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b CI\/CD \u0441 GitHub Actions<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-6\">\ud83d\udc0d CI\/CD \u0434\u043b\u044f Python (\u0441 <code class=\"\" data-line=\"\">pytest<\/code> \u0438 <code class=\"\" data-line=\"\">flake8<\/code>)<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-7\">\ud83c\udf10 CI\/CD \u0434\u043b\u044f Node.js (\u0441 <code class=\"\" data-line=\"\">npm test<\/code> \u0438 <code class=\"\" data-line=\"\">eslint<\/code>)<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-8\">\ud83d\udc33 CI\/CD \u0434\u043b\u044f Docker (\u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0443\u0448 \u0432 Docker Hub)<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-9\">\ud83d\ude9a \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-10\">\ud83d\udfe3 \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 Heroku<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-11\">\ud83d\udfe8 \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 AWS (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0441\u0442\u0430\u0442\u0438\u043a\u0430 \u0432 S3)<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-12\">\ud83d\udd35 \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 Google Cloud Platform (GCP App Engine)<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-13\">\ud83d\udfea \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 Render.com<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-14\">\ud83c\udf1f \u041f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0439 CI\/CD: Build Docker \u2192 Push \u0432 GHCR \u2192 Staging\/Production \u043d\u0430 GCP Cloud Run<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-15\">1. \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f Docker-\u043e\u0431\u0440\u0430\u0437\u0430 \u0432 GHCR<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-16\">2. \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u0435\u043f\u043b\u043e\u0439 \u0432 Staging (GCP Cloud Run)<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-17\">3. \u0414\u0435\u043f\u043b\u043e\u0439 \u0432 Production \u0441 \u0440\u0443\u0447\u043d\u044b\u043c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c (GCP Cloud Run)<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-18\">\ud83d\udd10 \u0411\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u2013 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e!<\/a><\/li><\/ol><\/div><h2 id=\"rtoc-1\"  class=\"wp-block-heading\">\u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d (Continuous Integration \/ Continuous Delivery \u0438\u043b\u0438 Continuous Deployment)<\/strong> \u2014 \u044d\u0442\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u043f\u0440\u043e\u0446\u0435\u0441\u0441, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u043f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0430\u043c \u0431\u044b\u0441\u0442\u0440\u043e \u0438 \u043d\u0430\u0434\u0435\u0436\u043d\u043e \u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0442\u044c \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043a\u043e\u0434\u0435 \u0432 \u0440\u0430\u0431\u043e\u0447\u0435\u0435 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435 (\u043f\u0440\u043e\u0434\u0430\u043a\u0448\u043d).<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u0440\u0430\u0437\u0431\u0435\u0440\u0435\u043c \u043a\u043b\u044e\u0447\u0435\u0432\u044b\u0435 \u043f\u043e\u043d\u044f\u0442\u0438\u044f:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udd27 <strong>CI \u2014 Continuous Integration (\u041d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u0430\u044f \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u044f)<\/strong><br>\u042d\u0442\u043e \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430, \u043f\u0440\u0438 \u043a\u043e\u0442\u043e\u0440\u043e\u0439 \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 \u0447\u0430\u0441\u0442\u043e \u0432\u043d\u043e\u0441\u044f\u0442 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0432 \u043e\u0431\u0449\u0443\u044e \u043a\u043e\u0434\u043e\u0432\u0443\u044e \u0431\u0430\u0437\u0443. \u041a\u0430\u0436\u0434\u043e\u0435 \u0442\u0430\u043a\u043e\u0435 \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u0435 \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0421\u043e\u0431\u0438\u0440\u0430\u0435\u0442\u0441\u044f<\/strong> (build)<\/li>\n\n\n\n<li><strong>\u0422\u0435\u0441\u0442\u0438\u0440\u0443\u0435\u0442\u0441\u044f<\/strong> (\u044e\u043d\u0438\u0442-\u0442\u0435\u0441\u0442\u044b, \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435 \u0442\u0435\u0441\u0442\u044b)<\/li>\n\n\n\n<li><strong>\u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u0442\u0441\u044f \u043d\u0430 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u0442\u0430\u043d\u0434\u0430\u0440\u0442\u0430\u043c<\/strong> (\u043b\u0438\u043d\u0442\u0438\u043d\u0433, \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0430\u043d\u0430\u043b\u0438\u0437)<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <strong>\u0426\u0435\u043b\u044c CI:<\/strong> \u0412\u044b\u044f\u0432\u043b\u044f\u0442\u044c \u043e\u0448\u0438\u0431\u043a\u0438 \u043d\u0430 \u0441\u0430\u043c\u043e\u043c \u0440\u0430\u043d\u043d\u0435\u043c \u044d\u0442\u0430\u043f\u0435, \u0434\u043e \u0442\u043e\u0433\u043e \u043a\u0430\u043a \u043e\u043d\u0438 \u0441\u043b\u043e\u043c\u0430\u044e\u0442 \u0447\u0442\u043e-\u0442\u043e \u0432\u0430\u0436\u043d\u043e\u0435 \u0438\u043b\u0438 \u043f\u043e\u043f\u0430\u0434\u0443\u0442 \u0432 \u0440\u0435\u043b\u0438\u0437.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\ude80 <strong>CD \u2014 Continuous Delivery (\u041d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u0430\u044f \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0430) \u0438\u043b\u0438 Continuous Deployment (\u041d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u043e\u0435 \u0440\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435)<\/strong><br>\u0417\u0434\u0435\u0441\u044c \u0435\u0441\u0442\u044c \u0434\u0432\u0430 \u0432\u0430\u0440\u0438\u0430\u043d\u0442\u0430:<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u2705 <strong>Continuous Delivery (\u041d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u0430\u044f \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0430)<\/strong><br>\u041f\u043e\u0441\u043b\u0435 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u043f\u0440\u043e\u0445\u043e\u0436\u0434\u0435\u043d\u0438\u044f \u044d\u0442\u0430\u043f\u0430 CI, \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u041f\u0440\u043e\u0445\u043e\u0434\u044f\u0442 \u0434\u043e\u043f\u043e\u043b\u043d\u0438\u0442\u0435\u043b\u044c\u043d\u044b\u0435 \u0442\u0435\u0441\u0442\u044b (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, E2E \u2013 end-to-end \u0442\u0435\u0441\u0442\u044b)<\/li>\n\n\n\n<li>\u041f\u043e\u043f\u0430\u0434\u0430\u044e\u0442 \u043d\u0430 staging (\u0442\u0435\u0441\u0442\u043e\u0432\u044b\u0439) \u0441\u0435\u0440\u0432\u0435\u0440<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83d\udc49 <strong>\u041d\u043e \u0434\u0435\u043f\u043b\u043e\u0439 \u0432 \u043f\u0440\u043e\u0434\u0430\u043a\u0448\u043d \u0432\u0441\u0451 \u0435\u0449\u0451 \u0442\u0440\u0435\u0431\u0443\u0435\u0442 \u0440\u0443\u0447\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f.<\/strong> \u042d\u0442\u043e \u0434\u0430\u0435\u0442 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c \u043d\u0430\u0434 \u0442\u0435\u043c, <em>\u043a\u043e\u0433\u0434\u0430<\/em> \u0438\u043c\u0435\u043d\u043d\u043e \u0438\u0437\u043c\u0435\u043d\u0435\u043d\u0438\u044f \u0443\u0432\u0438\u0434\u044f\u0442 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u0438.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\ud83e\udd16 <strong>Continuous Deployment (\u041d\u0435\u043f\u0440\u0435\u0440\u044b\u0432\u043d\u044b\u0439 \u0434\u0435\u043f\u043b\u043e\u0439)<\/strong><br>\u042d\u0442\u043e \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0439 \u0448\u0430\u0433 \u043f\u043e\u0441\u043b\u0435 Continuous Delivery. \u0417\u0434\u0435\u0441\u044c \u0434\u0435\u043f\u043b\u043e\u0439 \u0432 \u043f\u0440\u043e\u0434\u0430\u043a\u0448\u043d \u043f\u0440\u043e\u0438\u0441\u0445\u043e\u0434\u0438\u0442 <strong>\u043f\u043e\u043b\u043d\u043e\u0441\u0442\u044c\u044e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438<\/strong>, \u0435\u0441\u043b\u0438 \u0432\u0441\u0435 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0435 \u044d\u0442\u0430\u043f\u044b \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430 (\u0441\u0431\u043e\u0440\u043a\u0430, \u0432\u0441\u0435 \u0442\u0435\u0441\u0442\u044b) \u043f\u0440\u043e\u0448\u043b\u0438 \u0443\u0441\u043f\u0435\u0448\u043d\u043e. \u042d\u0442\u043e \u0441\u0430\u043c\u044b\u0439 \u043f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0439 \u0443\u0440\u043e\u0432\u0435\u043d\u044c \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u0438.<\/p>\n\n\n\n<h2 id=\"rtoc-2\"  class=\"wp-block-heading\">\ud83d\udd04 \u0418\u0437 \u0447\u0435\u0433\u043e \u043e\u0431\u044b\u0447\u043d\u043e \u0441\u043e\u0441\u0442\u043e\u0438\u0442 CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0422\u0438\u043f\u0438\u0447\u043d\u044b\u0439 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0432\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u0441\u043b\u0435\u0434\u0443\u044e\u0449\u0438\u0435 \u044d\u0442\u0430\u043f\u044b:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Checkout<\/strong> \u2014 \u041a\u043b\u043e\u043d\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e\u0441\u043b\u0435\u0434\u043d\u0435\u0439 \u0432\u0435\u0440\u0441\u0438\u0438 \u043a\u043e\u0434\u0430 \u0438\u0437 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.<\/li>\n\n\n\n<li><strong>Build<\/strong> \u2014 \u0421\u0431\u043e\u0440\u043a\u0430 \u043f\u0440\u043e\u0435\u043a\u0442\u0430 (\u043a\u043e\u043c\u043f\u0438\u043b\u044f\u0446\u0438\u044f, \u0441\u0431\u043e\u0440\u043a\u0430 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u043e\u0432, Docker-\u043e\u0431\u0440\u0430\u0437\u043e\u0432).<\/li>\n\n\n\n<li><strong>Test<\/strong> \u2014 \u0417\u0430\u043f\u0443\u0441\u043a \u0440\u0430\u0437\u043b\u0438\u0447\u043d\u044b\u0445 \u0432\u0438\u0434\u043e\u0432 \u0442\u0435\u0441\u0442\u043e\u0432 (\u044e\u043d\u0438\u0442, \u0438\u043d\u0442\u0435\u0433\u0440\u0430\u0446\u0438\u043e\u043d\u043d\u044b\u0435, E2E).<\/li>\n\n\n\n<li><strong>Lint\/Code Quality<\/strong> \u2014 \u041f\u0440\u043e\u0432\u0435\u0440\u043a\u0430 \u043a\u043e\u0434\u0430 \u043d\u0430 \u0441\u043e\u043e\u0442\u0432\u0435\u0442\u0441\u0442\u0432\u0438\u0435 \u0441\u0442\u0438\u043b\u044e \u0438 \u043f\u043e\u0442\u0435\u043d\u0446\u0438\u0430\u043b\u044c\u043d\u044b\u0435 \u043e\u0448\u0438\u0431\u043a\u0438 \u0441 \u043f\u043e\u043c\u043e\u0449\u044c\u044e \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0445 \u0430\u043d\u0430\u043b\u0438\u0437\u0430\u0442\u043e\u0440\u043e\u0432.<\/li>\n\n\n\n<li><strong>Deploy<\/strong> \u2014 \u0420\u0430\u0437\u0432\u0435\u0440\u0442\u044b\u0432\u0430\u043d\u0438\u0435 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f (\u043d\u0430 staging \u0438\u043b\u0438 production \u0441\u0435\u0440\u0432\u0435\u0440).<\/li>\n\n\n\n<li><strong>Notify<\/strong> \u2014 \u041e\u0442\u043f\u0440\u0430\u0432\u043a\u0430 \u0443\u0432\u0435\u0434\u043e\u043c\u043b\u0435\u043d\u0438\u0439 \u043e \u0441\u0442\u0430\u0442\u0443\u0441\u0435 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430 \u043a\u043e\u043c\u0430\u043d\u0434\u0435 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0432 Slack, Email).<\/li>\n<\/ol>\n\n\n\n<h2 id=\"rtoc-3\"  class=\"wp-block-heading\">\ud83d\udee0 \u041f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043b\u044f CI\/CD:<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GitHub Actions<\/strong> (\u043d\u0430\u0448 \u0444\u043e\u043a\u0443\u0441 \u0441\u0435\u0433\u043e\u0434\u043d\u044f!)<\/li>\n\n\n\n<li>GitLab CI\/CD<\/li>\n\n\n\n<li>Jenkins<\/li>\n\n\n\n<li>CircleCI<\/li>\n\n\n\n<li>Bitbucket Pipelines<\/li>\n\n\n\n<li>Azure DevOps<\/li>\n\n\n\n<li>TeamCity<\/li>\n<\/ul>\n\n\n\n<h2 id=\"rtoc-4\"  class=\"wp-block-heading\">\ud83e\udde0 \u0417\u0430\u0447\u0435\u043c \u0432\u043e\u043e\u0431\u0449\u0435 \u043d\u0443\u0436\u0435\u043d CI\/CD?<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0423\u043c\u0435\u043d\u044c\u0448\u0430\u0435\u0442 \u0447\u0435\u043b\u043e\u0432\u0435\u0447\u0435\u0441\u043a\u0438\u0439 \u0444\u0430\u043a\u0442\u043e\u0440:<\/strong> \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0438\u0441\u043a\u043b\u044e\u0447\u0430\u0435\u0442 \u043e\u0448\u0438\u0431\u043a\u0438, \u0441\u0432\u044f\u0437\u0430\u043d\u043d\u044b\u0435 \u0441 \u0440\u0443\u0447\u043d\u044b\u043c\u0438 \u043e\u043f\u0435\u0440\u0430\u0446\u0438\u044f\u043c\u0438.<\/li>\n\n\n\n<li><strong>\u0411\u044b\u0441\u0442\u0440\u043e\u0435 \u043e\u0431\u043d\u0430\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u0431\u0430\u0433\u043e\u0432:<\/strong> \u041e\u0448\u0438\u0431\u043a\u0438 \u043d\u0430\u0445\u043e\u0434\u044f\u0442\u0441\u044f \u0440\u0430\u043d\u044c\u0448\u0435, \u0438\u0445 \u043f\u0440\u043e\u0449\u0435 \u0438 \u0434\u0435\u0448\u0435\u0432\u043b\u0435 \u0438\u0441\u043f\u0440\u0430\u0432\u0438\u0442\u044c.<\/li>\n\n\n\n<li><strong>\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0437\u0430\u0446\u0438\u044f \u0440\u0443\u0442\u0438\u043d\u043d\u044b\u0445 \u0437\u0430\u0434\u0430\u0447:<\/strong> \u0420\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438 \u0442\u0440\u0430\u0442\u044f\u0442 \u043c\u0435\u043d\u044c\u0448\u0435 \u0432\u0440\u0435\u043c\u0435\u043d\u0438 \u043d\u0430 \u0441\u0431\u043e\u0440\u043a\u0443 \u0438 \u0434\u0435\u043f\u043b\u043e\u0439, \u0431\u043e\u043b\u044c\u0448\u0435 \u2013 \u043d\u0430 \u043a\u043e\u0434.<\/li>\n\n\n\n<li><strong>\u0423\u043b\u0443\u0447\u0448\u0435\u043d\u0438\u0435 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430 \u043a\u043e\u0434\u0430:<\/strong> \u041f\u043e\u0441\u0442\u043e\u044f\u043d\u043d\u044b\u0435 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0438 \u0438 \u0442\u0435\u0441\u0442\u044b \u043f\u043e\u0432\u044b\u0448\u0430\u044e\u0442 \u043e\u0431\u0449\u0443\u044e \u043f\u043b\u0430\u043d\u043a\u0443 \u043a\u0430\u0447\u0435\u0441\u0442\u0432\u0430.<\/li>\n\n\n\n<li><strong>\u0411\u044b\u0441\u0442\u0440\u0430\u044f \u0434\u043e\u0441\u0442\u0430\u0432\u043a\u0430 \u0444\u0438\u0447 \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f\u043c:<\/strong> \u041d\u043e\u0432\u044b\u0435 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u0438 \u0434\u043e\u0445\u043e\u0434\u044f\u0442 \u0434\u043e \u043a\u043e\u043d\u0435\u0447\u043d\u043e\u0433\u043e \u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u0435\u043b\u044f \u0431\u044b\u0441\u0442\u0440\u0435\u0435 \u0438 \u0447\u0430\u0449\u0435.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"rtoc-5\"  class=\"wp-block-heading\">\ud83d\udce6 \u041f\u0440\u043e\u0441\u0442\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b CI\/CD \u0441 GitHub Actions<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u0430\u0432\u0430\u0439\u0442\u0435 \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c \u043d\u0430 \u0431\u0430\u0437\u043e\u0432\u044b\u0435 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u044b \u0434\u043b\u044f \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0445 \u0442\u0435\u0445\u043d\u043e\u043b\u043e\u0433\u0438\u0439. \u0412\u0441\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u044e\u0442 GitHub Actions \u0438 \u0441\u043e\u0445\u0440\u0430\u043d\u044f\u044e\u0442\u0441\u044f \u0432 \u0434\u0438\u0440\u0435\u043a\u0442\u043e\u0440\u0438\u0438 <code class=\"\" data-line=\"\">.github\/workflows\/<\/code> \u0432\u0430\u0448\u0435\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0430.<\/p>\n\n\n\n<h3 id=\"rtoc-6\"  class=\"wp-block-heading\">\ud83d\udc0d CI\/CD \u0434\u043b\u044f Python (\u0441 <code class=\"\" data-line=\"\">pytest<\/code> \u0438 <code class=\"\" data-line=\"\">flake8<\/code>)<\/h3>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/python-ci.yml\nname: Python CI\n\non: &#091;push, pull_request]\n\njobs:\n  build:\n    runs-on: ubuntu-latest\n\n    steps:\n      - uses: actions\/checkout@v3\n\n      - name: Set up Python\n        uses: actions\/setup-python@v4\n        with:\n          python-version: &#039;3.11&#039; # \u0423\u043a\u0430\u0436\u0438\u0442\u0435 \u0432\u0430\u0448\u0443 \u0432\u0435\u0440\u0441\u0438\u044e\n\n      - name: Install dependencies\n        run: |\n          python -m pip install --upgrade pip\n          pip install -r requirements.txt # \u0423\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e \u0443 \u0432\u0430\u0441 \u0435\u0441\u0442\u044c requirements.txt\n          pip install flake8 pytest\n\n      - name: Lint with flake8\n        run: |\n          # \u041f\u0440\u043e\u0432\u0435\u0440\u044f\u0435\u043c \u043a\u043e\u0434 \u0432 \u043f\u0430\u043f\u043a\u0430\u0445 src \u0438 tests (\u0430\u0434\u0430\u043f\u0442\u0438\u0440\u0443\u0439\u0442\u0435 \u043f\u043e\u0434 \u0441\u0432\u043e\u0439 \u043f\u0440\u043e\u0435\u043a\u0442)\n          flake8 src tests\n\n      - name: Run tests\n        run: |\n          pytest\n<\/code><\/pre>\n\n\n\n<h3 id=\"rtoc-7\"  class=\"wp-block-heading\">\ud83c\udf10 CI\/CD \u0434\u043b\u044f Node.js (\u0441 <code class=\"\" data-line=\"\">npm test<\/code> \u0438 <code class=\"\" data-line=\"\">eslint<\/code>)<\/h3>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/node-ci.yml\nname: Node.js CI\n\non: &#091;push, pull_request]\n\njobs:\n  build:\n    runs-on: ubuntu-latest\n\n    strategy:\n      matrix:\n        node-version: &#091;18.x] # \u0423\u043a\u0430\u0436\u0438\u0442\u0435 \u0432\u0430\u0448\u0443 \u0432\u0435\u0440\u0441\u0438\u044e Node.js\n\n    steps:\n      - uses: actions\/checkout@v3\n\n      - name: Use Node.js ${{ matrix.node-version }}\n        uses: actions\/setup-node@v4\n        with:\n          node-version: ${{ matrix.node-version }}\n\n      - name: Install dependencies\n        run: npm install # \u0438\u043b\u0438 npm ci \u0434\u043b\u044f \u0431\u043e\u043b\u0435\u0435 \u043f\u0440\u0435\u0434\u0441\u043a\u0430\u0437\u0443\u0435\u043c\u043e\u0439 \u0443\u0441\u0442\u0430\u043d\u043e\u0432\u043a\u0438\n\n      - name: Lint with ESLint\n        run: npx eslint . # \u0423\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e ESLint \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043d \u0432 \u043f\u0440\u043e\u0435\u043a\u0442\u0435\n\n      - name: Run tests\n        run: npm test\n<\/code><\/pre>\n\n\n\n<h3 id=\"rtoc-8\"  class=\"wp-block-heading\">\ud83d\udc33 CI\/CD \u0434\u043b\u044f Docker (\u0441\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0443\u0448 \u0432 Docker Hub)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043f\u0440\u0438\u043c\u0435\u0440\u0430 \u0432\u0430\u043c \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u044f\u0442\u0441\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u044b <code class=\"\" data-line=\"\">DOCKER_USERNAME<\/code> \u0438 <code class=\"\" data-line=\"\">DOCKER_PASSWORD<\/code> (\u0438\u043b\u0438 \u0442\u043e\u043a\u0435\u043d) \u0432 \u043d\u0430\u0441\u0442\u0440\u043e\u0439\u043a\u0430\u0445 \u0432\u0430\u0448\u0435\u0433\u043e GitHub \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f (<code class=\"\" data-line=\"\">Settings -&gt; Secrets and variables -&gt; Actions<\/code>).<\/p>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/docker-ci.yml\nname: Docker CI\/CD\n\non:\n  push:\n    branches: &#091; main ] # \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u0434\u043b\u044f main \u0432\u0435\u0442\u043a\u0438\n\njobs:\n  docker:\n    runs-on: ubuntu-latest\n\n    steps:\n      - uses: actions\/checkout@v3\n\n      - name: Log in to Docker Hub\n        run: echo &quot;${{ secrets.DOCKER_PASSWORD }}&quot; | docker login -u &quot;${{ secrets.DOCKER_USERNAME }}&quot; --password-stdin\n\n      - name: Build Docker image\n        # \u0417\u0430\u043c\u0435\u043d\u0438\u0442\u0435 myapp \u043d\u0430 \u0438\u043c\u044f \u0432\u0430\u0448\u0435\u0433\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\n        run: docker build -t ${{ secrets.DOCKER_USERNAME }}\/myapp:latest .\n\n      - name: Push Docker image\n        run: docker push ${{ secrets.DOCKER_USERNAME }}\/myapp:latest\n<\/code><\/pre>\n\n\n\n<h2 id=\"rtoc-9\"  class=\"wp-block-heading\">\ud83d\ude9a \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 \u043f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0435 \u043f\u043b\u0430\u0442\u0444\u043e\u0440\u043c\u044b<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0422\u0435\u043f\u0435\u0440\u044c, \u043a\u043e\u0433\u0434\u0430 \u0443 \u043d\u0430\u0441 \u0435\u0441\u0442\u044c \u0441\u043e\u0431\u0440\u0430\u043d\u043d\u044b\u0435 \u0438 \u043f\u0440\u043e\u0442\u0435\u0441\u0442\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0435 \u0430\u0440\u0442\u0435\u0444\u0430\u043a\u0442\u044b (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, Docker-\u043e\u0431\u0440\u0430\u0437), \u0434\u0430\u0432\u0430\u0439\u0442\u0435 \u043f\u043e\u0441\u043c\u043e\u0442\u0440\u0438\u043c, \u043a\u0430\u043a \u0438\u0445 \u043c\u043e\u0436\u043d\u043e \u0440\u0430\u0437\u0432\u0435\u0440\u043d\u0443\u0442\u044c.<\/p>\n\n\n\n<h3 id=\"rtoc-10\"  class=\"wp-block-heading\">\ud83d\udfe3 \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 Heroku<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udd10 \u0421\u0435\u043a\u0440\u0435\u0442\u044b GitHub:<\/strong> <code class=\"\" data-line=\"\">HEROKU_API_KEY<\/code>, <code class=\"\" data-line=\"\">HEROKU_APP_NAME<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/deploy-heroku.yml\nname: Deploy to Heroku\n\non:\n  push:\n    branches: &#091;main]\n\njobs:\n  deploy:\n    runs-on: ubuntu-latest\n    steps:\n      - uses: actions\/checkout@v3\n      - name: Install Heroku CLI\n        run: curl https:\/\/cli-assets.heroku.com\/install.sh | sh\n      - name: Login to Heroku\n        env:\n          HEROKU_API_KEY: ${{ secrets.HEROKU_API_KEY }}\n        run: heroku auth:token\n      - name: Deploy to Heroku\n        env:\n          HEROKU_API_KEY: ${{ secrets.HEROKU_API_KEY }}\n        run: |\n          heroku git:remote -a ${{ secrets.HEROKU_APP_NAME }}\n          git push heroku main -f # \u0411\u0443\u0434\u044c\u0442\u0435 \u043e\u0441\u0442\u043e\u0440\u043e\u0436\u043d\u044b \u0441 -f (force push)\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0415\u0441\u043b\u0438 \u0432\u044b \u0434\u0435\u043f\u043b\u043e\u0438\u0442\u0435 Docker-\u043e\u0431\u0440\u0430\u0437 \u043d\u0430 Heroku:<\/p>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># ... (\u0448\u0430\u0433\u0438 build \u0438 login to Docker Hub\/GHCR \u0438\u0437 \u043f\u0440\u0435\u0434\u044b\u0434\u0443\u0449\u0438\u0445 \u043f\u0440\u0438\u043c\u0435\u0440\u043e\u0432) ...\n# deploy:\n#   name: Deploy to Heroku\n#   needs: build # \u0417\u0430\u0432\u0438\u0441\u0438\u0442 \u043e\u0442 \u0434\u0436\u043e\u0431\u044b \u0441\u0431\u043e\u0440\u043a\u0438 \u043e\u0431\u0440\u0430\u0437\u0430\n#   runs-on: ubuntu-latest\n#   steps:\n#     # ...\n#     - name: Login to Heroku container registry\n#       run: echo &quot;${{ secrets.HEROKU_API_KEY }}&quot; | docker login --username=_ --password-stdin registry.heroku.com\n#     - name: Tag image for Heroku\n#       # \u041f\u0440\u0435\u0434\u043f\u043e\u043b\u0430\u0433\u0430\u0435\u043c, \u0447\u0442\u043e \u043e\u0431\u0440\u0430\u0437 \u0441\u043e\u0431\u0440\u0430\u043d \u043a\u0430\u043a ghcr.io\/username\/repo\/myapp:latest\n#       run: docker tag ghcr.io\/${{ github.repository_owner }}\/${{ github.event.repository.name }}\/myapp:latest registry.heroku.com\/${{ secrets.HEROKU_APP_NAME }}\/web\n#     - name: Push image to Heroku\n#       run: docker push registry.heroku.com\/${{ secrets.HEROKU_APP_NAME }}\/web\n#     - name: Release Heroku App\n#       env:\n#         HEROKU_API_KEY: ${{ secrets.HEROKU_API_KEY }}\n#       run: heroku container:release web --app ${{ secrets.HEROKU_APP_NAME }}\n<\/code><\/pre>\n\n\n\n<h3 id=\"rtoc-11\"  class=\"wp-block-heading\">\ud83d\udfe8 \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 AWS (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0441\u0442\u0430\u0442\u0438\u043a\u0430 \u0432 S3)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udd10 \u0421\u0435\u043a\u0440\u0435\u0442\u044b GitHub:<\/strong> <code class=\"\" data-line=\"\">AWS_ACCESS_KEY_ID<\/code>, <code class=\"\" data-line=\"\">AWS_SECRET_ACCESS_KEY<\/code>, <code class=\"\" data-line=\"\">AWS_REGION<\/code>, <code class=\"\" data-line=\"\">S3_BUCKET_NAME<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/deploy-aws-s3.yml\nname: Deploy Static Site to AWS S3\n\non:\n  push:\n    branches: &#091;main]\n\njobs:\n  deploy:\n    runs-on: ubuntu-latest\n    steps:\n      - uses: actions\/checkout@v3\n      - name: Configure AWS credentials\n        uses: aws-actions\/configure-aws-credentials@v4\n        with:\n          aws-access-key-id: ${{ secrets.AWS_ACCESS_KEY_ID }}\n          aws-secret-access-key: ${{ secrets.AWS_SECRET_ACCESS_KEY }}\n          aws-region: ${{ secrets.AWS_REGION }}\n      - name: Sync files to S3\n        # \u0417\u0430\u043c\u0435\u043d\u0438\u0442\u0435 .\/public \u043d\u0430 \u043f\u0443\u0442\u044c \u043a \u0432\u0430\u0448\u0438\u043c \u0441\u0442\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u043c \u0444\u0430\u0439\u043b\u0430\u043c\n        run: aws s3 sync .\/public s3:\/\/${{ secrets.S3_BUCKET_NAME }} --delete\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u0434\u0435\u043f\u043b\u043e\u044f \u043d\u0430 <strong>AWS Elastic Beanstalk<\/strong> \u043e\u0431\u044b\u0447\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0441\u044f EB CLI, \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0431\u0443\u0434\u0435\u0442 \u043f\u043e\u0445\u043e\u0436, \u043d\u043e \u0441 \u043a\u043e\u043c\u0430\u043d\u0434\u0430\u043c\u0438 <code class=\"\" data-line=\"\">eb deploy<\/code>.<\/p>\n\n\n\n<h3 id=\"rtoc-12\"  class=\"wp-block-heading\">\ud83d\udd35 \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 Google Cloud Platform (GCP App Engine)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\ud83d\udd10 \u0421\u0435\u043a\u0440\u0435\u0442\u044b GitHub:<\/strong> <code class=\"\" data-line=\"\">GCP_CREDENTIALS<\/code> (JSON \u043a\u043b\u044e\u0447 \u0441\u0435\u0440\u0432\u0438\u0441-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u0430), <code class=\"\" data-line=\"\">GCP_PROJECT_ID<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/deploy-gcp-app-engine.yml\nname: Deploy to GCP App Engine\n\non:\n  push:\n    branches: &#091;main]\n\njobs:\n  deploy:\n    runs-on: ubuntu-latest\n    steps:\n      - uses: actions\/checkout@v3\n      - name: Set up Cloud SDK\n        uses: google-github-actions\/setup-gcloud@v2\n        with:\n          project_id: ${{ secrets.GCP_PROJECT_ID }}\n          service_account_key: ${{ secrets.GCP_CREDENTIALS }}\n          export_default_credentials: true\n      - name: Deploy to App Engine\n        # \u0423\u0431\u0435\u0434\u0438\u0442\u0435\u0441\u044c, \u0447\u0442\u043e \u0443 \u0432\u0430\u0441 \u0435\u0441\u0442\u044c app.yaml \u0432 \u043a\u043e\u0440\u043d\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u0430\n        run: gcloud app deploy --quiet\n<\/code><\/pre>\n\n\n\n<h3 id=\"rtoc-13\"  class=\"wp-block-heading\">\ud83d\udfea \u0414\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 Render.com<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Render \u0447\u0430\u0441\u0442\u043e \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u0434\u0435\u043f\u043b\u043e\u0438\u0442 \u043f\u0440\u0438 push \u0432 GitHub, \u0435\u0441\u043b\u0438 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0439 \u043f\u043e\u0434\u043a\u043b\u044e\u0447\u0435\u043d. \u041d\u043e \u0434\u043b\u044f \u0440\u0443\u0447\u043d\u043e\u0433\u043e \u0442\u0440\u0438\u0433\u0433\u0435\u0440\u0430 (\u0438\u043b\u0438 \u043a\u0430\u043a \u0447\u0430\u0441\u0442\u044c \u0431\u043e\u043b\u0435\u0435 \u0441\u043b\u043e\u0436\u043d\u043e\u0433\u043e \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430) \u043c\u043e\u0436\u043d\u043e \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u043e\u0432\u0430\u0442\u044c Deploy Hook.<br><strong>\ud83d\udd10 \u0421\u0435\u043a\u0440\u0435\u0442\u044b GitHub:<\/strong> <code class=\"\" data-line=\"\">RENDER_DEPLOY_HOOK<\/code> (URL, \u043f\u043e\u043b\u0443\u0447\u0435\u043d\u043d\u044b\u0439 \u0438\u0437 \u043d\u0430\u0441\u0442\u0440\u043e\u0435\u043a \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u0432 Render).<\/p>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/deploy-render.yml\nname: Trigger Render Deploy\n\non:\n  workflow_dispatch: # \u0420\u0443\u0447\u043d\u043e\u0439 \u0437\u0430\u043f\u0443\u0441\u043a \u0438\u0437 UI GitHub\n\njobs:\n  deploy:\n    runs-on: ubuntu-latest\n    steps:\n      - name: Trigger Render Deploy Hook\n        run: curl -X POST ${{ secrets.RENDER_DEPLOY_HOOK }}\n<\/code><\/pre>\n\n\n\n<h2 id=\"rtoc-14\"  class=\"wp-block-heading\">\ud83c\udf1f \u041f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0439 CI\/CD: Build Docker \u2192 Push \u0432 GHCR \u2192 Staging\/Production \u043d\u0430 GCP Cloud Run<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u0410 \u0442\u0435\u043f\u0435\u0440\u044c \u0432\u0438\u0448\u0435\u043d\u043a\u0430 \u043d\u0430 \u0442\u043e\u0440\u0442\u0435! \u0421\u043e\u0431\u0435\u0440\u0435\u043c \u043f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u044b\u0439 \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u0421\u0431\u043e\u0440\u043a\u0430 Docker-\u043e\u0431\u0440\u0430\u0437\u0430.<\/li>\n\n\n\n<li>\u041f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f \u043e\u0431\u0440\u0430\u0437\u0430 \u0432 GitHub Container Registry (ghcr.io).<\/li>\n\n\n\n<li>\u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u0435\u043f\u043b\u043e\u0439 \u0432 <strong>staging<\/strong> \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043d\u0430 GCP Cloud Run.<\/li>\n\n\n\n<li>\u0414\u0435\u043f\u043b\u043e\u0439 \u0432 <strong>production<\/strong> \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u0435 \u043d\u0430 GCP Cloud Run <strong>\u043f\u043e\u0441\u043b\u0435 \u0440\u0443\u0447\u043d\u043e\u0433\u043e \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u044f<\/strong>.<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u0414\u043b\u044f \u044d\u0442\u043e\u0433\u043e \u043d\u0430\u043c \u043f\u043e\u043d\u0430\u0434\u043e\u0431\u0438\u0442\u0441\u044f \u043d\u0435\u0441\u043a\u043e\u043b\u044c\u043a\u043e \u0444\u0430\u0439\u043b\u043e\u0432 \u0432\u043e\u0440\u043a\u0444\u043b\u043e\u0443.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u041d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b\u0435 \u0441\u0435\u043a\u0440\u0435\u0442\u044b GitHub:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code class=\"\" data-line=\"\">GCP_PROJECT_ID<\/code>: ID \u0432\u0430\u0448\u0435\u0433\u043e \u043f\u0440\u043e\u0435\u043a\u0442\u0430 \u0432 GCP.<\/li>\n\n\n\n<li><code class=\"\" data-line=\"\">GCP_CREDENTIALS<\/code>: JSON-\u043a\u043b\u044e\u0447 \u0441\u0435\u0440\u0432\u0438\u0441-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u0430 GCP \u0441 \u043f\u0440\u0430\u0432\u0430\u043c\u0438 \u043d\u0430 \u0434\u0435\u043f\u043b\u043e\u0439 \u0432 Cloud Run \u0438 \u0434\u043e\u0441\u0442\u0443\u043f \u043a GHCR (\u0435\u0441\u043b\u0438 \u043d\u0443\u0436\u043d\u043e). \u041e\u0431\u044b\u0447\u043d\u043e <code class=\"\" data-line=\"\">GITHUB_TOKEN<\/code> \u0434\u043e\u0441\u0442\u0430\u0442\u043e\u0447\u043d\u043e \u0434\u043b\u044f \u0434\u043e\u0441\u0442\u0443\u043f\u0430 \u043a GHCR \u0438\u0437 Actions.<\/li>\n\n\n\n<li><code class=\"\" data-line=\"\">GCP_REGION<\/code>: \u0420\u0435\u0433\u0438\u043e\u043d \u0434\u043b\u044f Cloud Run (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, <code class=\"\" data-line=\"\">europe-west1<\/code>).<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-15\"  class=\"wp-block-heading\">1. \u0421\u0431\u043e\u0440\u043a\u0430 \u0438 \u043f\u0443\u0431\u043b\u0438\u043a\u0430\u0446\u0438\u044f Docker-\u043e\u0431\u0440\u0430\u0437\u0430 \u0432 GHCR<\/h3>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/build.yml\nname: Build &amp; Push to GHCR\n\non:\n  push:\n    branches: &#091;main] # \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u043c \u043f\u0440\u0438 \u043f\u0443\u0448\u0435 \u0432 main\n\njobs:\n  build-and-push:\n    runs-on: ubuntu-latest\n    permissions:\n      contents: read      # \u0414\u043b\u044f checkout\n      packages: write     # \u0414\u043b\u044f \u043f\u0443\u0448\u0430 \u0432 GHCR\n\n    steps:\n      - uses: actions\/checkout@v3\n\n      - name: Log in to GitHub Container Registry\n        uses: docker\/login-action@v3\n        with:\n          registry: ghcr.io\n          username: ${{ github.actor }}\n          password: ${{ secrets.GITHUB_TOKEN }}\n\n      - name: Build and push Docker image\n        uses: docker\/build-push-action@v5\n        with:\n          context: .\n          push: true\n          tags: ghcr.io\/${{ github.repository_owner }}\/${{ github.event.repository.name }}\/myapp:latest\n          # \u041c\u043e\u0436\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c \u0442\u0435\u0433\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u0435 \u043f\u043e SHA \u043a\u043e\u043c\u043c\u0438\u0442\u0430 \u0434\u043b\u044f \u0443\u043d\u0438\u043a\u0430\u043b\u044c\u043d\u043e\u0441\u0442\u0438:\n          # tags: |\n          #   ghcr.io\/${{ github.repository_owner }}\/${{ github.event.repository.name }}\/myapp:latest\n          #   ghcr.io\/${{ github.repository_owner }}\/${{ github.event.repository.name }}\/myapp:${{ github.sha }}\n<\/code><\/pre>\n\n\n\n<ul class=\"wp-block-list\">\n<li><code class=\"\" data-line=\"\">github.repository_owner<\/code>: \u0412\u043b\u0430\u0434\u0435\u043b\u0435\u0446 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f (\u0432\u0430\u0448 username \u0438\u043b\u0438 \u043e\u0440\u0433\u0430\u043d\u0438\u0437\u0430\u0446\u0438\u0438).<\/li>\n\n\n\n<li><code class=\"\" data-line=\"\">github.event.repository.name<\/code>: \u0418\u043c\u044f \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f.<\/li>\n\n\n\n<li><code class=\"\" data-line=\"\">myapp<\/code>: \u0418\u043c\u044f \u0432\u0430\u0448\u0435\u0433\u043e \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u044f\/\u043e\u0431\u0440\u0430\u0437\u0430.<\/li>\n<\/ul>\n\n\n\n<h3 id=\"rtoc-16\"  class=\"wp-block-heading\">2. \u0410\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438\u0439 \u0434\u0435\u043f\u043b\u043e\u0439 \u0432 Staging (GCP Cloud Run)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e\u0442 \u0432\u043e\u0440\u043a\u0444\u043b\u043e\u0443 \u0431\u0443\u0434\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c\u0441\u044f \u0430\u0432\u0442\u043e\u043c\u0430\u0442\u0438\u0447\u0435\u0441\u043a\u0438 \u043f\u043e\u0441\u043b\u0435 \u0443\u0441\u043f\u0435\u0448\u043d\u043e\u0433\u043e \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u044f <code class=\"\" data-line=\"\">build.yml<\/code>.<\/p>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/deploy-staging.yml\nname: Deploy to GCP Cloud Run (Staging)\n\non:\n  workflow_run:\n    workflows: &#091;&quot;Build &amp; Push to GHCR&quot;] # \u0418\u043c\u044f \u0432\u043e\u0440\u043a\u0444\u043b\u043e\u0443 \u0441\u0431\u043e\u0440\u043a\u0438\n    types:\n      - completed\n\njobs:\n  deploy-staging:\n    runs-on: ubuntu-latest\n    # \u0417\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u043c \u0442\u043e\u043b\u044c\u043a\u043e \u0435\u0441\u043b\u0438 \u0432\u043e\u0440\u043a\u0444\u043b\u043e\u0443 \u0441\u0431\u043e\u0440\u043a\u0438 \u0437\u0430\u0432\u0435\u0440\u0448\u0438\u043b\u0441\u044f \u0443\u0441\u043f\u0435\u0448\u043d\u043e\n    if: ${{ github.event.workflow_run.conclusion == &#039;success&#039; }}\n\n    # \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c GitHub Environments \u0434\u043b\u044f staging (\u043e\u043f\u0446\u0438\u043e\u043d\u0430\u043b\u044c\u043d\u043e, \u043d\u043e \u0445\u043e\u0440\u043e\u0448\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430)\n    environment:\n      name: staging\n      url: ${{ steps.deploy.outputs.url }} # URL \u0431\u0443\u0434\u0435\u0442 \u0434\u043e\u0441\u0442\u0443\u043f\u0435\u043d \u043f\u043e\u0441\u043b\u0435 \u0434\u0435\u043f\u043b\u043e\u044f\n\n    steps:\n      - name: Checkout repository\n        uses: actions\/checkout@v3 # \u041d\u0443\u0436\u0435\u043d, \u0435\u0441\u043b\u0438 \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u0442\u0435 \u043a\u043e\u043d\u0444\u0438\u0433\u0443\u0440\u0430\u0446\u0438\u0438 \u0438\u0437 \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u044f\n\n      - id: &#039;auth&#039;\n        uses: &#039;google-github-actions\/auth@v2&#039;\n        with:\n          credentials_json: &#039;${{ secrets.GCP_CREDENTIALS }}&#039;\n\n      - name: &#039;Deploy to Cloud Run (Staging)&#039;\n        id: deploy\n        uses: &#039;google-github-actions\/deploy-cloudrun@v2&#039;\n        with:\n          service: &#039;myapp-staging&#039; # \u0418\u043c\u044f \u0432\u0430\u0448\u0435\u0433\u043e staging \u0441\u0435\u0440\u0432\u0438\u0441\u0430 \u0432 Cloud Run\n          region: &#039;${{ secrets.GCP_REGION }}&#039;\n          # \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u043e\u0431\u0440\u0430\u0437, \u043a\u043e\u0442\u043e\u0440\u044b\u0439 \u0431\u044b\u043b \u0437\u0430\u043f\u0443\u0448\u0435\u043d \u0432 build.yml\n          image: &#039;ghcr.io\/${{ github.repository_owner }}\/${{ github.event.repository.name }}\/myapp:latest&#039;\n          project_id: &#039;${{ secrets.GCP_PROJECT_ID }}&#039;\n          flags: &#039;--allow-unauthenticated --platform=managed&#039; # \u0420\u0430\u0437\u0440\u0435\u0448\u0430\u0435\u043c \u043d\u0435\u0430\u0443\u0442\u0435\u043d\u0442\u0438\u0444\u0438\u0446\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0439 \u0434\u043e\u0441\u0442\u0443\u043f \u0434\u043b\u044f \u043f\u0440\u0438\u043c\u0435\u0440\u0430\n<\/code><\/pre>\n\n\n\n<h3 id=\"rtoc-17\"  class=\"wp-block-heading\">3. \u0414\u0435\u043f\u043b\u043e\u0439 \u0432 Production \u0441 \u0440\u0443\u0447\u043d\u044b\u043c \u043f\u043e\u0434\u0442\u0432\u0435\u0440\u0436\u0434\u0435\u043d\u0438\u0435\u043c (GCP Cloud Run)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u042d\u0442\u043e\u0442 \u0432\u043e\u0440\u043a\u0444\u043b\u043e\u0443 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0435\u0442\u0441\u044f \u0432\u0440\u0443\u0447\u043d\u0443\u044e \u0447\u0435\u0440\u0435\u0437 UI GitHub Actions.<\/p>\n\n\n\n<pre class=\"wp-block-code line-numbers\"><code class=\" language-python\" data-line=\"\"># .github\/workflows\/deploy-prod.yml\nname: Deploy to GCP Cloud Run (Production)\n\non:\n  workflow_dispatch: # \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0440\u0443\u0447\u043d\u043e\u0439 \u0437\u0430\u043f\u0443\u0441\u043a\n\njobs:\n  deploy-production:\n    runs-on: ubuntu-latest\n\n    environment:\n      name: production\n      url: ${{ steps.deploy.outputs.url }}\n\n    steps:\n      - name: Checkout repository\n        uses: actions\/checkout@v3\n\n      - id: &#039;auth&#039;\n        uses: &#039;google-github-actions\/auth@v2&#039;\n        with:\n          credentials_json: &#039;${{ secrets.GCP_CREDENTIALS }}&#039;\n\n      - name: &#039;Deploy to Cloud Run (Production)&#039;\n        id: deploy\n        uses: &#039;google-github-actions\/deploy-cloudrun@v2&#039;\n        with:\n          service: &#039;myapp-production&#039; # \u0418\u043c\u044f \u0432\u0430\u0448\u0435\u0433\u043e production \u0441\u0435\u0440\u0432\u0438\u0441\u0430\n          region: &#039;${{ secrets.GCP_REGION }}&#039;\n          image: &#039;ghcr.io\/${{ github.repository_owner }}\/${{ github.event.repository.name }}\/myapp:latest&#039; # \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u0442\u043e\u0442 \u0436\u0435 &#039;latest&#039; \u043e\u0431\u0440\u0430\u0437\n          project_id: &#039;${{ secrets.GCP_PROJECT_ID }}&#039;\n          flags: &#039;--allow-unauthenticated --platform=managed&#039;\n          # \u0414\u043b\u044f production \u043c\u043e\u0436\u043d\u043e \u0434\u043e\u0431\u0430\u0432\u0438\u0442\u044c --no-traffic \u0438 \u0437\u0430\u0442\u0435\u043c \u043f\u043e\u0441\u0442\u0435\u043f\u0435\u043d\u043d\u043e \u043f\u0435\u0440\u0435\u043a\u043b\u044e\u0447\u0430\u0442\u044c \u0442\u0440\u0430\u0444\u0438\u043a\n          # traffic:\n          #   latest: true\n          #   percent: 100\n<\/code><\/pre>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u0412\u0430\u0436\u043d\u044b\u0435 \u043c\u043e\u043c\u0435\u043d\u0442\u044b \u044d\u0442\u043e\u0433\u043e \u043f\u0440\u043e\u0434\u0432\u0438\u043d\u0443\u0442\u043e\u0433\u043e \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d\u0430:<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>GitHub Container Registry (ghcr.io):<\/strong> \u041c\u044b \u0438\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0435\u043c \u0435\u0433\u043e \u0434\u043b\u044f \u0445\u0440\u0430\u043d\u0435\u043d\u0438\u044f Docker-\u043e\u0431\u0440\u0430\u0437\u043e\u0432. \u042d\u0442\u043e \u0443\u0434\u043e\u0431\u043d\u043e, \u0442\u0430\u043a \u043a\u0430\u043a \u043e\u043d \u0442\u0435\u0441\u043d\u043e \u0438\u043d\u0442\u0435\u0433\u0440\u0438\u0440\u043e\u0432\u0430\u043d \u0441 GitHub Actions.<\/li>\n\n\n\n<li><strong><code class=\"\" data-line=\"\">workflow_run<\/code>:<\/strong> \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u0435\u0442 \u0437\u0430\u043f\u0443\u0441\u043a\u0430\u0442\u044c \u043e\u0434\u0438\u043d \u0432\u043e\u0440\u043a\u0444\u043b\u043e\u0443 (\u0434\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 staging) \u043f\u043e \u0437\u0430\u0432\u0435\u0440\u0448\u0435\u043d\u0438\u0438 \u0434\u0440\u0443\u0433\u043e\u0433\u043e (\u0441\u0431\u043e\u0440\u043a\u0430).<\/li>\n\n\n\n<li><strong><code class=\"\" data-line=\"\">workflow_dispatch<\/code>:<\/strong> \u0414\u0430\u0435\u0442 \u0432\u043e\u0437\u043c\u043e\u0436\u043d\u043e\u0441\u0442\u044c \u0440\u0443\u0447\u043d\u043e\u0433\u043e \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u0432\u043e\u0440\u043a\u0444\u043b\u043e\u0443 (\u0434\u0435\u043f\u043b\u043e\u0439 \u043d\u0430 production), \u0447\u0442\u043e \u043e\u0431\u0435\u0441\u043f\u0435\u0447\u0438\u0432\u0430\u0435\u0442 \u043a\u043e\u043d\u0442\u0440\u043e\u043b\u044c.<\/li>\n\n\n\n<li><strong>GitHub Environments:<\/strong> \u041f\u043e\u0437\u0432\u043e\u043b\u044f\u044e\u0442 \u043d\u0430\u0441\u0442\u0440\u043e\u0438\u0442\u044c \u043f\u0440\u0430\u0432\u0438\u043b\u0430 \u0437\u0430\u0449\u0438\u0442\u044b \u0434\u043b\u044f production (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, \u0442\u0440\u0435\u0431\u043e\u0432\u0430\u0442\u044c \u043e\u0434\u043e\u0431\u0440\u0435\u043d\u0438\u044f \u043e\u0442 \u043e\u043f\u0440\u0435\u0434\u0435\u043b\u0435\u043d\u043d\u044b\u0445 \u0440\u0435\u0432\u044c\u044e\u0435\u0440\u043e\u0432) \u0438 \u0445\u0440\u0430\u043d\u0438\u0442\u044c \u0441\u043f\u0435\u0446\u0438\u0444\u0438\u0447\u043d\u044b\u0435 \u0434\u043b\u044f \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f \u0441\u0435\u043a\u0440\u0435\u0442\u044b.<\/li>\n\n\n\n<li><strong>GCP Cloud Run:<\/strong> \u041e\u0442\u043b\u0438\u0447\u043d\u044b\u0439 serverless-\u0432\u0430\u0440\u0438\u0430\u043d\u0442 \u0434\u043b\u044f \u0437\u0430\u043f\u0443\u0441\u043a\u0430 \u043a\u043e\u043d\u0442\u0435\u0439\u043d\u0435\u0440\u0438\u0437\u0438\u0440\u043e\u0432\u0430\u043d\u043d\u044b\u0445 \u043f\u0440\u0438\u043b\u043e\u0436\u0435\u043d\u0438\u0439.<\/li>\n<\/ul>\n\n\n\n<h2 id=\"rtoc-18\"  class=\"wp-block-heading\">\ud83d\udd10 \u0411\u0435\u0437\u043e\u043f\u0430\u0441\u043d\u043e\u0441\u0442\u044c \u2013 \u044d\u0442\u043e \u0432\u0430\u0436\u043d\u043e!<\/h2>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 GitHub Secrets:<\/strong> \u041d\u0438\u043a\u043e\u0433\u0434\u0430 \u043d\u0435 \u0445\u0440\u0430\u043d\u0438\u0442\u0435 \u0442\u043e\u043a\u0435\u043d\u044b, \u043f\u0430\u0440\u043e\u043b\u0438, \u043a\u043b\u044e\u0447\u0438 API \u043f\u0440\u044f\u043c\u043e \u0432 YAML-\u0444\u0430\u0439\u043b\u0430\u0445. \u0418\u0441\u043f\u043e\u043b\u044c\u0437\u0443\u0439\u0442\u0435 <code class=\"\" data-line=\"\">Settings -&gt; Secrets and variables -&gt; Actions<\/code> \u0432 \u0432\u0430\u0448\u0435\u043c \u0440\u0435\u043f\u043e\u0437\u0438\u0442\u043e\u0440\u0438\u0438.<\/li>\n\n\n\n<li><strong>\u041c\u0438\u043d\u0438\u043c\u0430\u043b\u044c\u043d\u044b\u0435 \u043f\u0440\u0438\u0432\u0438\u043b\u0435\u0433\u0438\u0438:<\/strong> \u0414\u043b\u044f \u0441\u0435\u0440\u0432\u0438\u0441-\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u043e\u0432 (\u043d\u0430\u043f\u0440\u0438\u043c\u0435\u0440, GCP) \u043f\u0440\u0435\u0434\u043e\u0441\u0442\u0430\u0432\u043b\u044f\u0439\u0442\u0435 \u0442\u043e\u043b\u044c\u043a\u043e \u0442\u0435 \u043f\u0440\u0430\u0432\u0430, \u043a\u043e\u0442\u043e\u0440\u044b\u0435 \u0434\u0435\u0439\u0441\u0442\u0432\u0438\u0442\u0435\u043b\u044c\u043d\u043e \u043d\u0435\u043e\u0431\u0445\u043e\u0434\u0438\u043c\u044b \u0434\u043b\u044f \u0432\u044b\u043f\u043e\u043b\u043d\u0435\u043d\u0438\u044f \u0437\u0430\u0434\u0430\u0447 CI\/CD.<\/li>\n\n\n\n<li><strong>\u0418\u0437\u043e\u043b\u0438\u0440\u0443\u0439\u0442\u0435 \u043e\u043a\u0440\u0443\u0436\u0435\u043d\u0438\u044f:<\/strong> Staging \u0438 Production \u0434\u043e\u043b\u0436\u043d\u044b \u0431\u044b\u0442\u044c \u043c\u0430\u043a\u0441\u0438\u043c\u0430\u043b\u044c\u043d\u043e \u0438\u0437\u043e\u043b\u0438\u0440\u043e\u0432\u0430\u043d\u044b. \u0420\u0430\u0437\u043d\u044b\u0435 \u043f\u0440\u043e\u0435\u043a\u0442\u044b\/\u0430\u043a\u043a\u0430\u0443\u043d\u0442\u044b \u0432 \u043e\u0431\u043b\u0430\u0447\u043d\u044b\u0445 \u043f\u0440\u043e\u0432\u0430\u0439\u0434\u0435\u0440\u0430\u0445 \u2013 \u0445\u043e\u0440\u043e\u0448\u0430\u044f \u043f\u0440\u0430\u043a\u0442\u0438\u043a\u0430.<\/li>\n\n\n\n<li><strong>\u0417\u0430\u0449\u0438\u0442\u0430 \u0432\u0435\u0442\u043e\u043a:<\/strong> \u041d\u0430\u0441\u0442\u0440\u043e\u0439\u0442\u0435 \u0437\u0430\u0449\u0438\u0442\u0443 \u0434\u043b\u044f <code class=\"\" data-line=\"\">main<\/code> (\u0438\u043b\u0438 <code class=\"\" data-line=\"\">master<\/code>) \u0432\u0435\u0442\u043a\u0438, \u0447\u0442\u043e\u0431\u044b \u043f\u0443\u0448\u0438\u0442\u044c \u0432 \u043d\u0435\u0435 \u043c\u043e\u0436\u043d\u043e \u0431\u044b\u043b\u043e \u0442\u043e\u043b\u044c\u043a\u043e \u0447\u0435\u0440\u0435\u0437 Pull Request \u0441 \u043e\u0431\u044f\u0437\u0430\u0442\u0435\u043b\u044c\u043d\u044b\u043c\u0438 \u043f\u0440\u043e\u0432\u0435\u0440\u043a\u0430\u043c\u0438 CI.<\/li>\n<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u041f\u0440\u0438\u0432\u0435\u0442, \u0440\u0430\u0437\u0440\u0430\u0431\u043e\u0442\u0447\u0438\u043a\u0438! \u0412 \u044d\u0442\u043e\u0439 \u0441\u0442\u0430\u0442\u044c\u0435 \u044f \u0440\u0430\u0441\u0441\u043a\u0430\u0436\u0443 \u043e CI\/CD \u2013 \u043a\u043e\u043d\u0446\u0435\u043f\u0446\u0438\u0438. In Questo Articolo \u0427\u0442\u043e \u0442\u0430\u043a\u043e\u0435 CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d \u0432 \u043a\u043e\u043d\u0442\u0435\u043a\u0441\u0442\u0435 \u043f\u0440\u043e\u0433\u0440\u0430\u043c\u043c\u0438\u0440\u043e\u0432\u0430\u043d\u0438\u044f? \ud83d\udd04 \u0418\u0437 \u0447\u0435\u0433\u043e \u043e\u0431\u044b\u0447\u043d\u043e \u0441\u043e\u0441\u0442\u043e\u0438\u0442 CI\/CD \u043f\u0430\u0439\u043f\u043b\u0430\u0439\u043d? \ud83d\udee0 \u041f\u043e\u043f\u0443\u043b\u044f\u0440\u043d\u044b\u0435 \u0438\u043d\u0441\u0442\u0440\u0443\u043c\u0435\u043d\u0442\u044b \u0434\u043b\u044f CI\/CD: \ud83e\udde0 \u0417\u0430\u0447\u0435\u043c \u0432\u043e\u043e\u0431\u0449\u0435 \u043d\u0443\u0436\u0435\u043d CI\/CD? \ud83d\udce6 \u041f\u0440\u043e\u0441\u0442\u044b\u0435 \u043f\u0440\u0438\u043c\u0435\u0440\u044b CI\/CD \u0441 GitHub Actions \ud83d\udc0d CI\/CD \u0434\u043b\u044f Python (\u0441 pytest \u0438 flake8) \ud83c\udf10 CI\/CD&hellip;&nbsp;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"off","neve_meta_content_width":70,"neve_meta_title_alignment":"left","neve_meta_author_avatar":"on","neve_post_elements_order":"[\"content\",\"tags\",\"comments\"]","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","_themeisle_gutenberg_block_has_review":false,"footnotes":""},"categories":[660],"tags":[614],"class_list":["post-1181","post","type-post","status-publish","format-standard","hentry","category-devops","tag-tag-github-actions"],"acf":[],"_links":{"self":[{"href":"https:\/\/ru.davidka.net\/ru\/wp-json\/wp\/v2\/posts\/1181","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ru.davidka.net\/ru\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ru.davidka.net\/ru\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ru.davidka.net\/ru\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/ru.davidka.net\/ru\/wp-json\/wp\/v2\/comments?post=1181"}],"version-history":[{"count":0,"href":"https:\/\/ru.davidka.net\/ru\/wp-json\/wp\/v2\/posts\/1181\/revisions"}],"wp:attachment":[{"href":"https:\/\/ru.davidka.net\/ru\/wp-json\/wp\/v2\/media?parent=1181"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ru.davidka.net\/ru\/wp-json\/wp\/v2\/categories?post=1181"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ru.davidka.net\/ru\/wp-json\/wp\/v2\/tags?post=1181"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}