{"id":11997,"date":"2023-12-30T15:11:18","date_gmt":"2023-12-30T11:41:18","guid":{"rendered":"https:\/\/rasanegar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/"},"modified":"2023-12-30T15:11:18","modified_gmt":"2023-12-30T11:41:18","slug":"%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7","status":"publish","type":"post","link":"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/","title":{"rendered":"\u0627\u062c\u0631\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0627 \u062f\u0627\u06a9\u0631: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0641\u0646\u06cc"},"content":{"rendered":"<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\"><p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0633\u0631\u0641\u0635\u0644\u0647\u0627\u06cc \u0645\u0637\u0644\u0628<\/p>\n<\/div><nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d9%85%d8%b9%d8%b1%d9%81%db%8c\" >\u0645\u0639\u0631\u0641\u06cc<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_%d8%b4%d9%85%d8%a7_local_%d9%85%d8%ad%db%8c%d8%b7\" >\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u0645\u0627 Local \u0645\u062d\u06cc\u0637<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\" >\u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#docker_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\" >Docker \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#docker_compose_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\" >Docker Compose \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d8%b3%d8%a7%d8%ae%d8%aa%d8%a7%d8%b1_%d9%be%d8%b1%d9%88%da%98%d9%87\" >\u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0631\u0648\u0698\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d8%b4%d8%ae%d8%b5%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d8%b1%d8%a7%d9%87%e2%80%8c%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_airflow-docker\" >\u0634\u062e\u0635\u06cc \u06a9\u0631\u062f\u0646 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc Airflow-Docker<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#docker_compose\" >Docker Compose<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d9%be%db%8c%da%a9%d8%b1%d8%a8%d9%86%d8%af%db%8c_%d9%81%d8%a7%db%8c%d9%84_docker_compose\" >\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0641\u0627\u06cc\u0644 Docker Compose<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_%d8%ae%d8%af%d9%85%d8%a7%d8%aa_%d8%ac%d8%b1%db%8c%d8%a7%d9%86_%d9%87%d9%88%d8%a7\" >\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062e\u062f\u0645\u0627\u062a \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%da%a9%d8%a7%d8%b1%d8%a8%d8%b1_%d8%af%d8%b1_%d8%ac%d8%b1%db%8c%d8%a7%d9%86_%d9%87%d9%88%d8%a7\" >\u0627\u06cc\u062c\u0627\u062f \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d9%87%d8%a7_%d9%88_%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%af%d9%87%d8%a7\" >\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d8%a7%d9%81%d8%b2%d8%a7%db%8c%d8%b4_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af\" >\u0627\u0641\u0632\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%da%86%d9%87_%d8%b2%d9%85%d8%a7%d9%86%db%8c_%d9%88_%da%86%d8%b1%d8%a7_%d8%a7%d8%b2_airflow_%d8%a8%d8%a7_docker_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d9%85%db%8c_%da%a9%d9%86%d9%85\" >\u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0648 \u0686\u0631\u0627 \u0627\u0632 Airflow \u0628\u0627 Docker \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d9%85%d8%b7%d8%a7%d9%84%d8%b9%d9%87_%d9%85%d9%88%d8%b1%d8%af%db%8c_%da%af%d8%b1%d8%af%d8%b4_%da%a9%d8%a7%d8%b1_%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d9%88_%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_quizlet\" >\u0645\u0637\u0627\u0644\u0639\u0647 \u0645\u0648\u0631\u062f\u06cc: \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Quizlet<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/rasanegaar.com\/blog\/%d8%a7%d8%ac%d8%b1%d8%a7%db%8c-%d8%ac%d8%b1%db%8c%d8%a7%d9%86-%d9%87%d9%88%d8%a7-%d8%a8%d9%87-%d8%b5%d9%88%d8%b1%d8%aa-%d9%85%d8%ad%d9%84%db%8c-%d8%a8%d8%a7-%d8%af%d8%a7%da%a9%d8%b1-%d8%b1%d8%a7\/#%d9%86%d8%aa%db%8c%d8%ac%d9%87\" >\u0646\u062a\u06cc\u062c\u0647<\/a><\/li><\/ul><\/nav><\/div>\n<span class=\"span-reading-time rt-reading-time\" style=\"display: block;\"><span class=\"rt-label rt-prefix\">\u0632\u0645\u0627\u0646 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u0637\u0627\u0644\u0639\u0647: <\/span> <span class=\"rt-time\"> 10<\/span> <span class=\"rt-label rt-postfix\">\u062f\u0642\u06cc\u0642\u0647<\/span><\/span><p> <br \/>\n<\/p>\n<div><noscript><\/noscript><\/p>\n<h2 id=\"introduction\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b9%d8%b1%d9%81%db%8c\"><\/span>\u0645\u0639\u0631\u0641\u06cc<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Apache Airflow \u0648 Docker \u062f\u0648 \u0627\u0628\u0632\u0627\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0634\u06cc\u0648\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0646\u062f.  Apache Airflow \u06cc\u06a9 \u067e\u0644\u062a \u0641\u0631\u0645 \u0645\u0646\u0628\u0639 \u0628\u0627\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc\u060c \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0648 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f.  \u062f\u0627\u06a9\u0631\u060c \u0631\u0648\u06cc \u0627\u0632 \u0633\u0648\u06cc \u062f\u06cc\u06af\u0631\u060c \u067e\u0644\u062a\u0641\u0631\u0645\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0645\u06cc \u0633\u0627\u0632\u062f \u062a\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627 \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u06a9\u0646\u0646\u062f &#8211; \u0627\u062c\u0632\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0634\u062f\u0647 \u06a9\u0647 \u06a9\u062f \u0645\u0646\u0628\u0639 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u0627 \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0622\u0646 \u06a9\u062f \u062f\u0631 \u0647\u0631 \u0645\u062d\u06cc\u0637\u06cc \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc \u06a9\u0646\u0646\u062f.<\/p>\n<p>\u0627\u062c\u0631\u0627\u06cc Airflow \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0627 Docker \u0628\u0647 \u062f\u0644\u0627\u06cc\u0644 \u0645\u062e\u062a\u0644\u0641\u06cc \u0627\u06cc\u062f\u0647 \u062e\u0648\u0628\u06cc \u0627\u0633\u062a.  \u0627\u0628\u062a\u062f\u0627\u060c Docker \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u0645\u0646\u0632\u0648\u06cc \u0648 \u062b\u0627\u0628\u062a \u0628\u0631\u0627\u06cc \u062a\u0646\u0638\u06cc\u0645 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627\u06cc \u0634\u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0627\u062d\u062a\u0645\u0627\u0644 \u0645\u0648\u0627\u062c\u0647\u0647 \u0628\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0627 \u0628\u0647 \u062f\u0644\u06cc\u0644 \u062a\u0641\u0627\u0648\u062a \u062f\u0631 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u060c \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u06cc\u0627 \u062d\u062a\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0639\u0627\u0645\u0644 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.  \u062f\u0648\u0645\u060c Docker \u0646\u0633\u062e\u0647\u060c \u062a\u0648\u0632\u06cc\u0639 \u0648 \u062a\u06a9\u0631\u0627\u0631 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627 \u0631\u0627 \u0622\u0633\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647 \u0648\u06cc\u0698\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u062a\u06cc\u0645\u06cc \u06cc\u0627 \u0647\u0646\u06af\u0627\u0645 \u0627\u0646\u062a\u0642\u0627\u0644 \u0627\u0632 \u062a\u0648\u0633\u0639\u0647 \u0628\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u0641\u06cc\u062f \u0628\u0627\u0634\u062f.<\/p>\n<h2 id=\"settingupyourlocalenvironment\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_%d8%b4%d9%85%d8%a7_local_%d9%85%d8%ad%db%8c%d8%b7\"><\/span>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u0645\u0627 Local \u0645\u062d\u06cc\u0637<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639\u060c \u0628\u0627\u06cc\u062f \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0632\u06cc\u0631 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0634\u0645\u0627:<\/p>\n<ul>\n<li>\u067e\u0627\u06cc\u062a\u0648\u0646 (\u0646\u0633\u062e\u0647 3.6 \u06cc\u0627 \u0628\u0627\u0644\u0627\u062a\u0631)<\/li>\n<li>\u062f\u0627\u06a9\u0631 (\u0646\u0633\u062e\u0647 20.10.11)<\/li>\n<li>Docker Compose (\u0646\u0633\u062e\u0647 2.2.1)<\/li>\n<\/ul>\n<p>\u0646\u0635\u0628 Python\u060c Docker \u0648 Airflow \u0633\u0627\u062f\u0647 \u0627\u0633\u062a.  \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u062f\u0627\u06a9\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0646\u0635\u0628 \u0631\u0633\u0645\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u062e\u0627\u0635 \u062e\u0648\u062f \u0631\u0627 \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f.  \u0628\u0631\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f pip\u060c \u0646\u0635\u0628 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0633\u062a\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646.<\/p>\n<h3 id=\"installpython\"><span class=\"ez-toc-section\" id=\"%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\"><\/span>\u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Apache Airflow \u0628\u0647 \u0632\u0628\u0627\u0646 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u0627\u06cc\u062f \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0634\u0645\u0627  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646 \u0631\u0627 \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.python.org\/downloads\/\">\u0648\u0628 \u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646<\/a>.  \u062f\u0631 \u0632\u0645\u0627\u0646 \u0646\u06af\u0627\u0631\u0634\u060c Airflow \u0628\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 3.6 \u06cc\u0627 \u0628\u0627\u0644\u0627\u062a\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u062f.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0628\u0631\u0631\u0633\u06cc \u0646\u0635\u0628 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 \u062f\u06cc\u062f\u0646 \u0646\u0633\u062e\u0647 \u0622\u0646\u060c a \u0631\u0627 \u0628\u0627\u0632 \u06a9\u0646\u06cc\u062f terminal \u067e\u0646\u062c\u0631\u0647 \u0648 \u0646\u0648\u0639:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> python --version<\/span>\n<\/code><\/pre>\n<h3 id=\"installdocker\"><span class=\"ez-toc-section\" id=\"docker_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\"><\/span>Docker \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Docker \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627 \u0631\u0627 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u06cc \u06a9\u0646\u06cc\u0645.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f Docker \u0631\u0627 \u0627\u0632 <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/www.docker.com\/products\/docker-desktop\">\u0648\u0628 \u0633\u0627\u06cc\u062a \u0631\u0633\u0645\u06cc \u062f\u0627\u06a9\u0631<\/a>.  \u0646\u0633\u062e\u0647 \u0627\u06cc \u0631\u0627 \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645 \u0639\u0627\u0645\u0644 \u0634\u0645\u0627 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0646\u0635\u0628\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0628\u0627\u0632 \u06a9\u0631\u062f\u0646 a \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 Docker \u0628\u0647 \u062f\u0631\u0633\u062a\u06cc \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a terminal \u067e\u0646\u062c\u0631\u0647 \u0648 \u062a\u0627\u06cc\u067e:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> docker --version<\/span>\n<\/code><\/pre>\n<h3 id=\"installdockercompose\"><span class=\"ez-toc-section\" id=\"docker_compose_%d8%b1%d8%a7_%d9%86%d8%b5%d8%a8_%da%a9%d9%86%db%8c%d8%af\"><\/span>Docker Compose \u0631\u0627 \u0646\u0635\u0628 \u06a9\u0646\u06cc\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Docker Compose \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0639\u0631\u06cc\u0641 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0646\u062fcontainer \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc Docker\u060c \u06a9\u0647 \u0647\u0645\u0627\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627 \u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f.  \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0628\u0627 \u0646\u0635\u0628 Docker \u0647\u0645\u0631\u0627\u0647 \u0627\u0633\u062a \u0631\u0648\u06cc \u0648\u06cc\u0646\u062f\u0648\u0632 \u0648 \u0645\u06a9\u060c \u0627\u0645\u0627 \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0646\u0635\u0628 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0631\u0648\u06cc \u0628\u0631\u062e\u06cc \u0627\u0632 \u062a\u0648\u0632\u06cc\u0639 \u0647\u0627\u06cc \u0644\u06cc\u0646\u0648\u06a9\u0633  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0631\u0631\u0633\u06cc \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u0622\u06cc\u0627 Docker Compose \u0646\u0635\u0628 \u0634\u062f\u0647 \u0627\u0633\u062a \u0648 \u0646\u0633\u062e\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u062a\u0627\u06cc\u067e \u06a9\u0631\u062f\u0646 \u0628\u0628\u06cc\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> docker-compose --version<\/span>\n<\/code><\/pre>\n<p>\u0627\u06af\u0631 \u0646\u0635\u0628 \u0646\u0634\u062f\u0647 \u0627\u0633\u062a\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0646\u0628\u0627\u0644 \u06a9\u0646\u06cc\u062f <a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/docs.docker.com\/compose\/install\/\">\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0646\u0635\u0628 \u0631\u0633\u0645\u06cc Docker Compose<\/a>.<\/p>\n<h3 id=\"projectstructure\"><span class=\"ez-toc-section\" id=\"%d8%b3%d8%a7%d8%ae%d8%aa%d8%a7%d8%b1_%d9%be%d8%b1%d9%88%da%98%d9%87\"><\/span>\u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0631\u0648\u0698\u0647<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u062d\u0641\u0638 \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u0631\u0648\u0698\u0647 \u062a\u0645\u06cc\u0632 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0634\u062f\u0647\u060c \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0647\u0645\u0647 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627 \u062f\u0631 \u06cc\u06a9 \u0641\u0647\u0631\u0633\u062a \u0627\u062e\u062a\u0635\u0627\u0635\u06cc\u060c \u062a\u0645\u0631\u06cc\u0646 \u062e\u0648\u0628\u06cc \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">my_project\/\n\u2502\n\u251c\u2500\u2500 airflow\/                  # Directory for all Airflow-related files\n\u2502   \u251c\u2500\u2500 dags\/                 # Directory to store your Airflow DAGs\n\u2502   \u2502   \u251c\u2500\u2500 dag1.py\n\u2502   \u2502   \u251c\u2500\u2500 dag2.py\n\u2502   \u2502   \u2514\u2500\u2500 ...\n\u2502   \u2502\n\u2502   \u251c\u2500\u2500 Dockerfile            # Dockerfile for building your custom Airflow image\n\u2502   \u251c\u2500\u2500 docker-compose.yml    # Docker Compose file for defining your services\n\u2502\n\u2514\u2500\u2500 ...                       # Other directories and files for your project\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631:<\/p>\n<ul>\n<li>\n<p>\u0627\u06cc\u0646 <code>airflow\/<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0647\u0645\u0647 \u0641\u0627\u06cc\u0644 \u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627 \u0631\u0627 \u062f\u0631 \u0622\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f.  \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u062a\u0646\u0638\u06cc\u0645 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627 \u0631\u0627 \u0627\u0632 \u0628\u0642\u06cc\u0647 \u067e\u0631\u0648\u0698\u0647\u200c\u062a\u0627\u0646 \u062c\u062f\u0627 \u0646\u06af\u0647 \u0645\u06cc\u200c\u062f\u0627\u0631\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0622\u0646 \u0631\u0627 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/li>\n<li>\n<p>\u0627\u06cc\u0646 <code>dags\/<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062f\u0627\u062e\u0644 <code>airflow\/<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 Airflow DAG \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u06cc\u062f.  \u0627\u06cc\u0646\u0647\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0634\u0645\u0627 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u0646\u062f.  \u062f\u0631 \u0641\u0627\u06cc\u0644 Docker Compose \u062e\u0648\u062f\u060c \u0627\u06cc\u0646 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0631\u0627 \u0628\u0647 \u0622\u0646 \u0646\u06af\u0627\u0634\u062a \u0645\u06cc \u06a9\u0646\u06cc\u062f <code>\/usr\/local\/airflow\/dags<\/code> \u062f\u0631 \u0638\u0631\u0648\u0641 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627\u06cc \u0634\u0645\u0627<\/p>\n<\/li>\n<li>\n<p>\u0627\u06cc\u0646 <code>Dockerfile<\/code> \u062f\u0631\u0648\u0646 <code>airflow\/<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062a\u0635\u0648\u06cc\u0631 \u0633\u0641\u0627\u0631\u0634\u06cc Airflow Docker \u0634\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f.  \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u062d\u0627\u0648\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 Airflow \u0648 \u06a9\u067e\u06cc \u06a9\u0631\u062f\u0646 \u0633\u0641\u0627\u0631\u0634\u06cc \u0634\u0645\u0627 \u0627\u0633\u062a <code>airflow.cfg<\/code> \u0641\u0627\u06cc\u0644 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631<\/p>\n<\/li>\n<li>\n<p>\u0627\u06cc\u0646 <code>docker-compose.yml<\/code> \u0641\u0627\u06cc\u0644 \u062f\u0627\u062e\u0644 <code>airflow\/<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u062e\u062f\u0645\u0627\u062a \u062e\u0648\u062f (\u0648\u0628 \u0633\u0631\u0648\u0631\u060c \u0632\u0645\u0627\u0646\u0628\u0646\u062f\u06cc\u060c \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648 \u063a\u06cc\u0631\u0647) \u0631\u0627 \u0628\u0631\u0627\u06cc Docker Compose \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<h3 id=\"personalizingyourairflowdockersetup\"><span class=\"ez-toc-section\" id=\"%d8%b4%d8%ae%d8%b5%db%8c_%da%a9%d8%b1%d8%af%d9%86_%d8%b1%d8%a7%d9%87%e2%80%8c%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_airflow-docker\"><\/span>\u0634\u062e\u0635\u06cc \u06a9\u0631\u062f\u0646 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc Airflow-Docker<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f Airflow \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0622\u0646 \u0631\u0627 \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u06cc\u06a9 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc Dockerized\u060c \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627 \u0648 \u0633\u0641\u0627\u0631\u0634\u06cc \u0633\u0627\u0632\u06cc \u0622\u0646 <code>airflow.cfg<\/code> \u0641\u0627\u06cc\u0644 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u062f\u0631 \u062f\u0627\u06a9\u0631 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f container\u060c \u0646\u0647 \u0631\u0648\u06cc \u0631\u0627 host \u062f\u0633\u062a\u06af\u0627\u0647.<\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u0646\u062c\u0627\u0645 \u0627\u06cc\u0646 \u06a9\u0627\u0631\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u06cc\u06a9 Dockerfile \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0633\u0641\u0627\u0631\u0634\u06cc Airflow Docker \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u062f\u0631 \u0627\u06cc\u0646 Dockerfile\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0633\u062a\u0648\u0631\u0627\u062a\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0642\u062f\u0627\u0631\u062f\u0647\u06cc \u0627\u0648\u0644\u06cc\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 Airflow \u0648 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0622\u0646 \u0645\u0634\u062e\u0635 \u06a9\u0646\u06cc\u062f <code>airflow.cfg<\/code> \u0641\u0627\u06cc\u0644.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 Dockerfile \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\">\n<span class=\"hljs-keyword\">FROM<\/span> apache\/airflow:latest\n\n\n<span class=\"hljs-keyword\">ENV<\/span> AIRFLOW_HOME=\/usr\/local\/airflow\n\n\n<span class=\"hljs-keyword\">USER<\/span> root\n\n\n<span class=\"hljs-keyword\">RUN<\/span><span class=\"bash\"> mkdir -p <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span> &amp;&amp; chown -R airflow: <span class=\"hljs-variable\">${AIRFLOW_HOME<\/span><\/span>\n\n\n<span class=\"hljs-keyword\">USER<\/span> airflow\n\n\n<span class=\"hljs-keyword\">RUN<\/span><span class=\"bash\"><span class=\"hljs-variable\"> airflow db init<\/span><\/span>\n\n\n<span class=\"hljs-keyword\">RUN<\/span><span class=\"bash\"><span class=\"hljs-variable\"> echo \"(core)\" &gt; <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span>\/airflow.cfg &amp;&amp; \\\n    echo \"airflow_home = <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span>\" &gt;&gt; <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span>\/airflow.cfg &amp;&amp; \\\n    echo \"executor = LocalExecutor\" &gt;&gt; <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span>\/airflow.cfg &amp;&amp; \\\n    echo \"\" &gt;&gt; <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span>\/airflow.cfg &amp;&amp; \\\n    echo \"(webserver)\" &gt; <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span>\/airflow.cfg &amp;&amp; \\\n    echo \"base_url = http:\/\/localhost:8080\" &gt;&gt; <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span>\/airflow.cfg &amp;&amp; \\\n    echo \"web_server_host = 0.0.0.0\" &gt;&gt; <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span>\/airflow.cfg &amp;&amp; \\\n    echo \"web_server_port = 8080\" &gt;&gt; <span class=\"hljs-variable\">${AIRFLOW_HOME}<\/span>\/airflow.cfg{AIRFLOW_HOME}<\/span>\/airflow.cfg<\/span>\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 Dockerfile \u0627\u0628\u062a\u062f\u0627 \u0645\u0642\u062f\u0627\u0631 \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>AIRFLOW_HOME<\/code> \u0645\u062a\u063a\u06cc\u0631 \u0645\u062d\u06cc\u0637\u06cc \u0628\u0647 <code>\/usr\/local\/airflow<\/code>.  \u0633\u067e\u0633 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0647 \u06a9\u0627\u0631\u0628\u0631 \u0631\u06cc\u0634\u0647 \u0633\u0648\u0626\u06cc\u0686 \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>USER root<\/code> \u0628\u062e\u0634\u0646\u0627\u0645\u0647  \u0627\u06cc\u0646 \u0627\u0645\u0631 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a \u0632\u06cc\u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0627\u0644\u06a9\u06cc\u062a \u0622\u0646 \u0628\u0647 \u0645\u062c\u0648\u0632\u0647\u0627\u06cc \u0631\u06cc\u0634\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645.<\/p>\n<p>\u0628\u0639\u062f\u060c \u0645\u0627 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>AIRFLOW_HOME<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0645\u0627\u0644\u06a9\u06cc\u062a \u0622\u0646 \u0628\u0647 <code>airflow<\/code> \u06a9\u0627\u0631\u0628\u0631.  \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>RUN mkdir -p ${AIRFLOW_HOME} &amp;&amp; chown -R airflow: ${AIRFLOW_HOME}<\/code> \u0641\u0631\u0645\u0627\u0646  \u0627\u06cc\u0646 <code>-p<\/code> \u06af\u0632\u06cc\u0646\u0647 \u062f\u0631 <code>mkdir<\/code> \u0641\u0631\u0645\u0627\u0646 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u0627\u06af\u0631 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f\u060c \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0622\u0646\u060c \u0628\u0647 \u062d\u0627\u0644\u062a \u0627\u0648\u0644\u06cc\u0647 \u0628\u0631\u0645\u06cc \u06af\u0631\u062f\u06cc\u0645 <code>airflow<\/code> \u06a9\u0627\u0631\u0628\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>USER airflow<\/code> \u0628\u062e\u0634\u0646\u0627\u0645\u0647  \u0627\u06cc\u0646 \u06cc\u06a9 \u0631\u0648\u0634 \u062e\u0648\u0628 \u0628\u0647 \u062f\u0644\u0627\u06cc\u0644 \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u0633\u062a\u060c \u0632\u06cc\u0631\u0627 \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06a9\u0627\u0631\u0628\u0631 \u0627\u0635\u0644\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062e\u0637\u0631\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u062f.<\/p>\n<p>\u0633\u067e\u0633 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 Airflow \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>RUN airflow db init<\/code> \u0641\u0631\u0645\u0627\u0646<\/p>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0645\u0627 \u0622\u0646 \u0631\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc \u0645\u06cc \u06a9\u0646\u06cc\u0645 <code>airflow.cfg<\/code> \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u062f\u0631 \u062f\u0627\u06a9\u0631 \u0641\u0627\u06cc\u0644 \u06a9\u0646\u06cc\u062f container.  \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>RUN<\/code> \u0628\u062e\u0634\u0646\u0627\u0645\u0647 \u0628\u0627 \u06cc\u06a9 \u0633\u0631\u06cc \u0627\u0632 <code>echo<\/code> \u062f\u0633\u062a\u0648\u0631\u0627\u062a\u060c \u06a9\u0647 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0633\u0641\u0627\u0631\u0634\u06cc \u0645\u0627 \u0631\u0627 \u0628\u0647 <code>airflow.cfg<\/code> \u0641\u0627\u06cc\u0644.  \u0627\u06cc\u0646 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u0622\u0646 \u0631\u0627 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0646\u06cc\u0645 <code>airflow.cfg<\/code> \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u06cc\u062c\u0627\u062f \u0648 \u0633\u0641\u0627\u0631\u0634\u06cc \u06a9\u0631\u062f\u0646 \u0641\u0627\u06cc\u0644 \u0631\u0648\u06cc \u0631\u0627 host \u062f\u0633\u062a\u06af\u0627\u0647.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646 Dockerfile\u060c \u0645\u0627 \u0627\u0632 <code>&gt;<\/code> \u0627\u067e\u0631\u0627\u062a\u0648\u0631 \u0628\u0647 \u062c\u0627\u06cc <code>&gt;&gt;<\/code> \u0639\u0645\u0644\u06af\u0631 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0648\u0644\u06cc\u0646 \u0628\u0627\u0631 \u0628\u0647 \u0622\u0646 \u0645\u06cc \u0646\u0648\u06cc\u0633\u06cc\u0645 <code>airflow.cfg<\/code> \u0641\u0627\u06cc\u0644.  \u0627\u06cc\u0646 <code>&gt;<\/code> \u0627\u067e\u0631\u0627\u062a\u0648\u0631 \u0641\u0627\u06cc\u0644 \u0631\u0627 \u0628\u0627 \u0645\u062a\u0646 \u0645\u0634\u062e\u0635 \u0634\u062f\u0647 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u0645\u06cc \u06a9\u0646\u062f\u060c \u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 <code>&gt;&gt;<\/code> \u0627\u067e\u0631\u0627\u062a\u0648\u0631 \u0645\u062a\u0646 \u0631\u0627 \u0628\u0647 \u0641\u0627\u06cc\u0644 \u0627\u0636\u0627\u0641\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0627 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u0641\u0627\u06cc\u0644\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0645\u06cc \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0647\u0631 \u0628\u062e\u0634 \u0641\u0642\u0637 \u06cc\u06a9 \u0628\u0627\u0631 \u0627\u0639\u0644\u0627\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0645\u062b\u0627\u0644\u06cc \u0627\u0632 \u0631\u0648\u0634 \u0634\u0645\u0627 \u0622\u0648\u0631\u062f\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a <code>airflow.cfg<\/code> \u0628\u062e\u0634 \u0647\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u062f\u0631 \u0641\u0627\u06cc\u0644 \u0628\u0647 \u0634\u06a9\u0644 \u0632\u06cc\u0631 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-section\">(core)<\/span>\n\n<span class=\"hljs-attr\">airflow_home<\/span> = ~\/airflow\n\n\n<span class=\"hljs-attr\">executor<\/span> = LocalExecutor\n\n<span class=\"hljs-section\">(webserver)<\/span>\n\n<span class=\"hljs-attr\">base_url<\/span> = http:\/\/localhost:<span class=\"hljs-number\">8080<\/span>\n\n\n<span class=\"hljs-attr\">web_server_host<\/span> = <span class=\"hljs-number\">0.0<\/span>.<span class=\"hljs-number\">0.0<\/span>\n\n\n<span class=\"hljs-attr\">web_server_port<\/span> = <span class=\"hljs-number\">8080<\/span>\n<\/code><\/pre>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u0627\u06cc\u0646 Dockerfile \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u06cc\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u062a\u0635\u0648\u06cc\u0631 Airflow Docker \u0633\u0641\u0627\u0631\u0634\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0628\u0633\u0627\u0632\u06cc\u062f <code>docker build<\/code> \u0641\u0631\u0645\u0627\u0646  \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> docker build -t my-airflow-image .<\/span>\n<\/code><\/pre>\n<h3 id=\"dockercompose\"><span class=\"ez-toc-section\" id=\"docker_compose\"><\/span>Docker Compose<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Docker Compose \u0627\u0628\u0632\u0627\u0631\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u062a\u0639\u0631\u06cc\u0641 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0686\u0646\u062fcontainer \u0628\u0631\u0646\u0627\u0645\u0647 \u0647\u0627\u06cc Docker.  \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 YAML \u0628\u0631\u0627\u06cc \u0645\u0634\u062e\u0635 \u06a9\u0631\u062f\u0646 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u060c \u0634\u0628\u06a9\u0647\u200c\u0647\u0627 \u0648 \u062d\u062c\u0645 \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0633\u067e\u0633 \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u0645\u0624\u0644\u0641\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u062f\u0633\u062a\u0648\u0631 \u0648\u0627\u062d\u062f \u0645\u06cc\u200c\u0622\u0648\u0631\u062f.<\/p>\n<h3 id=\"configuringthedockercomposefile\"><span class=\"ez-toc-section\" id=\"%d9%be%db%8c%da%a9%d8%b1%d8%a8%d9%86%d8%af%db%8c_%d9%81%d8%a7%db%8c%d9%84_docker_compose\"><\/span>\u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0641\u0627\u06cc\u0644 Docker Compose<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0641\u0627\u06cc\u0644 Docker Compose \u062c\u0627\u06cc\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u062e\u062f\u0645\u0627\u062a \u0627\u067e\u0644\u06cc\u06a9\u06cc\u0634\u0646 \u062e\u0648\u062f \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u062f.  \u0628\u0631\u0627\u06cc Airflow\u060c \u06cc\u06a9 \u0641\u0627\u06cc\u0644 Docker Compose \u0645\u0645\u06a9\u0646 \u0627\u0633\u062a \u0634\u0627\u0645\u0644 \u062e\u062f\u0645\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u0648\u0628 \u0633\u0631\u0648\u0631\u060c \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0648 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627\u0634\u062f.  \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0647\u0645\u0627\u0646 \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc Dockerfile \u0634\u0645\u0627 \u0628\u0627\u0634\u062f.<\/p>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06cc\u06a9 \u0645\u062b\u0627\u0644 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-attr\">version:<\/span> <span class=\"hljs-string\">\"3\"<\/span>\n<span class=\"hljs-attr\">services:<\/span>\n  <span class=\"hljs-attr\">webserver:<\/span>\n    <span class=\"hljs-attr\">build:<\/span>\n      <span class=\"hljs-attr\">context:<\/span> <span class=\"hljs-string\">.<\/span>\n      <span class=\"hljs-attr\">dockerfile:<\/span> <span class=\"hljs-string\">Dockerfile<\/span>\n    <span class=\"hljs-attr\">command:<\/span> <span class=\"hljs-string\">webserver<\/span>\n    <span class=\"hljs-attr\">volumes:<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">.\/dags:\/usr\/local\/airflow\/dags<\/span>\n    <span class=\"hljs-attr\">ports:<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">\"8080:8080\"<\/span>\n  <span class=\"hljs-attr\">scheduler:<\/span>\n    <span class=\"hljs-attr\">build:<\/span>\n      <span class=\"hljs-attr\">context:<\/span> <span class=\"hljs-string\">.<\/span>\n      <span class=\"hljs-attr\">dockerfile:<\/span> <span class=\"hljs-string\">Dockerfile<\/span>\n    <span class=\"hljs-attr\">command:<\/span> <span class=\"hljs-string\">scheduler<\/span>\n    <span class=\"hljs-attr\">volumes:<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">.\/dags:\/usr\/local\/airflow\/dags<\/span>\n  <span class=\"hljs-attr\">postgres:<\/span>\n    <span class=\"hljs-attr\">image:<\/span> <span class=\"hljs-string\">postgres:latest<\/span>\n    <span class=\"hljs-attr\">environment:<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">POSTGRES_USER=airflow<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">POSTGRES_PASSWORD=airflow<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">POSTGRES_DB=airflow<\/span>\n<\/code><\/pre>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0641\u0627\u06cc\u0644 Docker Compose \u0633\u0647 \u0633\u0631\u0648\u06cc\u0633 \u0631\u0627 \u062a\u0639\u0631\u06cc\u0641 \u0645\u06cc \u06a9\u0646\u06cc\u0645: <code>webserver<\/code>\u060c <code>scheduler<\/code>\u060c \u0648 <code>postgres<\/code>.  \u0627\u06cc\u0646 <code>build<\/code> \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0628\u0647 Docker Compose \u0645\u06cc \u06af\u0648\u06cc\u062f \u06a9\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Dockerfile \u062f\u0631 \u0641\u0647\u0631\u0633\u062a \u0641\u0639\u0644\u06cc \u06cc\u06a9 \u062a\u0635\u0648\u06cc\u0631 \u0628\u0633\u0627\u0632\u062f.  \u0627\u06cc\u0646 <code>volumes<\/code> \u062f\u0633\u062a\u0648\u0631\u0627\u0644\u0639\u0645\u0644 \u0646\u0642\u0634\u0647 \u0645\u06cc \u062f\u0647\u062f <code>.\/dags<\/code> \u0641\u0647\u0631\u0633\u062a \u0631\u0627\u0647\u0646\u0645\u0627 \u0631\u0648\u06cc \u0634\u0645\u0627 host \u0645\u0627\u0634\u06cc\u0646 \u0628\u0647 <code>\/usr\/local\/airflow\/dags<\/code> \u062f\u0631 \u062f\u0627\u06a9\u0631 container\u060c \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f DAG \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f \u0631\u0648\u06cc \u0634\u0645\u0627 host \u062f\u0633\u062a\u06af\u0627\u0647.  \u0627\u06cc\u0646 <code>ports<\/code> \u062f\u0627\u06cc\u0631\u06a9\u062a\u0648\u0631\u06cc \u0645\u067e \u067e\u0648\u0631\u062a 8080 \u0631\u0648\u06cc \u0634\u0645\u0627 host \u062f\u0633\u062a\u06af\u0627\u0647 \u0628\u0647 \u067e\u0648\u0631\u062a 8080 \u062f\u0631 \u062f\u0627\u06a9\u0631 container\u060c \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0628\u0647 \u0648\u0628 \u0633\u0631\u0648\u0631 Airflow \u062f\u0631 \u0622\u062f\u0631\u0633 \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f <code>http:\/\/localhost:8080<\/code>.<\/p>\n<p>\u0627\u06cc\u0646 <code>postgres<\/code> \u062e\u062f\u0645\u0627\u062a \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f <code>postgres:latest<\/code> \u062a\u0635\u0648\u06cc\u0631 \u0648 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u0631\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u062f\u0631 \u0641\u0627\u06cc\u0644 Docker Compose \u062a\u0646\u0638\u06cc\u0645 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u0645\u062a\u063a\u06cc\u0631\u0647\u0627\u06cc \u0645\u062d\u06cc\u0637\u06cc \u0628\u0631\u0627\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 Postgres \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u0646\u062f.<\/p>\n<h3 id=\"launchingairflowservices\"><span class=\"ez-toc-section\" id=\"%d8%b1%d8%a7%d9%87_%d8%a7%d9%86%d8%af%d8%a7%d8%b2%db%8c_%d8%ae%d8%af%d9%85%d8%a7%d8%aa_%d8%ac%d8%b1%db%8c%d8%a7%d9%86_%d9%87%d9%88%d8%a7\"><\/span>\u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062e\u062f\u0645\u0627\u062a \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u062e\u062f\u0645\u0627\u062a Airflow \u062e\u0648\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 <code>docker-compose up<\/code> \u0641\u0631\u0645\u0627\u0646  \u0627\u0636\u0627\u0641\u0647 \u06a9\u0631\u062f\u0646 <code>-d<\/code> flag \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0633 \u0632\u0645\u06cc\u0646\u0647 \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f.  \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u0627\u06cc\u0646 \u0627\u0633\u062a:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> docker-compose up -d<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u062a\u0645\u0627\u0645 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u0634\u062f\u0647 \u062f\u0631 \u0641\u0627\u06cc\u0644 Docker Compose \u0634\u0645\u0627 \u0631\u0627 \u0634\u0631\u0648\u0639 \u0645\u06cc \u06a9\u0646\u062f.  \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0648\u0636\u0639\u06cc\u062a \u062e\u062f\u0645\u0627\u062a \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <code>docker-compose ps<\/code> \u0641\u0631\u0645\u0627\u0646<\/p>\n<h3 id=\"creatingauserinairflow\"><span class=\"ez-toc-section\" id=\"%d8%a7%db%8c%d8%ac%d8%a7%d8%af_%da%a9%d8%a7%d8%b1%d8%a8%d8%b1_%d8%af%d8%b1_%d8%ac%d8%b1%db%8c%d8%a7%d9%86_%d9%87%d9%88%d8%a7\"><\/span>\u0627\u06cc\u062c\u0627\u062f \u06a9\u0627\u0631\u0628\u0631 \u062f\u0631 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 Docker compose \u062e\u0648\u062f \u0631\u0627 \u0628\u0627 Airflow \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0631\u062f\u06cc\u062f\u060c \u0628\u0627\u06cc\u062f \u06a9\u0627\u0631\u0628\u0631\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f \u062a\u0627 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0627\u0628\u0637 \u0648\u0628 Airflow \u062f\u0633\u062a\u0631\u0633\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f.  \u0627\u06cc\u0646 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u062f\u0633\u062a\u0648\u0631 \u062f\u0631 Docker \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f container.<\/p>\n<p>\u0627\u0628\u062a\u062f\u0627 \u0628\u0627\u06cc\u062f \u0622\u0646 \u0631\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f container \u0634\u0646\u0627\u0633\u0647 \u0648\u0628 \u0633\u0631\u0648\u0631 Airflow \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0634\u0645\u0627.  \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> docker ps<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u0647\u0645\u0647 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u0647\u0627\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 Docker \u0648 \u062c\u0632\u0626\u06cc\u0627\u062a \u0622\u0646\u0647\u0627 \u0631\u0627 \u0641\u0647\u0631\u0633\u062a \u0645\u06cc \u06a9\u0646\u062f.  \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 container \u0648\u0628 \u0633\u0631\u0648\u0631 Airflow \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646 \u0631\u0627 \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u06a9\u0646\u06cc\u062f container \u0634\u0646\u0627\u0633\u0647.<\/p>\n<p>\u062f\u0631 \u0645\u0631\u062d\u0644\u0647 \u0628\u0639\u062f\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631 \u0632\u06cc\u0631 \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u062c\u062f\u06cc\u062f \u062f\u0631 Airflow \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-meta\">$<\/span><span class=\"bash\"> docker <span class=\"hljs-built_in\">exec<\/span> -it &lt;container-id&gt; airflow users create --username admin --password admin --firstname First --lastname Last --role Admin --email (email\u00a0protected)<\/span>\n<\/code><\/pre>\n<p>\u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0631\u062f\u0646 <code>&lt;container-id&gt;<\/code> \u0628\u0627 container \u0634\u0646\u0627\u0633\u0647 \u0627\u06cc \u06a9\u0647 \u0642\u0628\u0644\u0627\u064b \u06cc\u0627\u062f\u062f\u0627\u0634\u062a \u06a9\u0631\u062f\u06cc\u062f  \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631 \u06cc\u06a9 \u06a9\u0627\u0631\u0628\u0631 \u062c\u062f\u06cc\u062f \u0628\u0627 \u0646\u0627\u0645 \u06a9\u0627\u0631\u0628\u0631\u06cc &#8220;admin&#8221;\u060c \u0631\u0645\u0632 \u0639\u0628\u0648\u0631 &#8220;admin&#8221;\u060c \u0646\u0627\u0645 &#8220;First&#8221;\u060c \u0646\u0627\u0645 \u062e\u0627\u0646\u0648\u0627\u062f\u06af\u06cc &#8220;Last&#8221;\u060c \u0646\u0642\u0634 &#8220;Admin&#8221; \u0648 \u0627\u06cc\u0645\u06cc\u0644 &#8220;(email protected)&#8221; \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.  \u0634\u0645\u0627 \u0628\u0627\u06cc\u062f \u0627\u06cc\u0646 \u0645\u0642\u0627\u062f\u06cc\u0631 \u0631\u0627 \u0628\u0627 \u0627\u0631\u0632\u0634 \u0647\u0627\u06cc \u062e\u0648\u062f \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u067e\u0633 \u0627\u0632 \u0627\u062c\u0631\u0627\u06cc \u0627\u06cc\u0646 \u062f\u0633\u062a\u0648\u0631\u060c \u0628\u0627\u06cc\u062f \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0639\u062a\u0628\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u06cc \u06a9\u0647 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f\u060c \u0648\u0627\u0631\u062f \u0631\u0627\u0628\u0637 \u0648\u0628 Airflow \u0634\u0648\u06cc\u062f.<\/p>\n<h2 id=\"optimizationsandapplications\"><span class=\"ez-toc-section\" id=\"%d8%a8%d9%87%db%8c%d9%86%d9%87_%d8%b3%d8%a7%d8%b2%db%8c_%d9%87%d8%a7_%d9%88_%da%a9%d8%a7%d8%b1%d8%a8%d8%b1%d8%af%d9%87%d8%a7\"><\/span>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<h3 id=\"enhancingperformance\"><span class=\"ez-toc-section\" id=\"%d8%a7%d9%81%d8%b2%d8%a7%db%8c%d8%b4_%d8%b9%d9%85%d9%84%da%a9%d8%b1%d8%af\"><\/span>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0639\u0645\u0644\u06a9\u0631\u062f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc Airflow \u0648 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a Docker \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0639\u0645\u0644\u06a9\u0631\u062f \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u0645\u06cc\u0632\u0627\u0646 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f.  \u0628\u0631\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 LocalExecutor \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0645\u0648\u0627\u0632\u06cc \u0648 \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 DAG \u0647\u0627 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0647\u0634 \u0648\u0638\u0627\u06cc\u0641 \u063a\u06cc\u0631 \u0636\u0631\u0648\u0631\u06cc \u062f\u0631 \u0646\u0638\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.  \u0628\u0631\u0627\u06cc Docker\u060c \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u062a\u0635\u0627\u0648\u06cc\u0631 \u0634\u0645\u0627 \u062a\u0627 \u062d\u062f \u0627\u0645\u06a9\u0627\u0646 \u0633\u0628\u06a9 \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062f\u0627\u062e\u0644\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0646\u0627\u0628\u0639 Docker \u0628\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u06a9\u0631\u062f\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 CPU \u0648 \u062d\u0627\u0641\u0638\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/p>\n<p>\u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u0627\u0641\u0632\u0648\u062f\u0646 \u0639\u0628\u0627\u0631\u062a\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0638\u0631\u0648\u0641 Docker \u062e\u0648\u062f \u0631\u0627 \u0645\u062d\u062f\u0648\u062f \u06a9\u0646\u06cc\u062f <code>mem_limit<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0641\u0627\u06cc\u0644 Docker Compose \u0634\u0645\u0627:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-attr\">services:<\/span>\n  <span class=\"hljs-attr\">webserver:<\/span>\n    <span class=\"hljs-attr\">build:<\/span>\n      <span class=\"hljs-attr\">context:<\/span> <span class=\"hljs-string\">.<\/span>\n      <span class=\"hljs-attr\">dockerfile:<\/span> <span class=\"hljs-string\">Dockerfile<\/span>\n    <span class=\"hljs-attr\">command:<\/span> <span class=\"hljs-string\">webserver<\/span>\n    <span class=\"hljs-attr\">volumes:<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">.\/dags:\/usr\/local\/airflow\/dags<\/span>\n    <span class=\"hljs-attr\">ports:<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">\"8080:8080\"<\/span>\n    <span class=\"hljs-attr\">mem_limit:<\/span> <span class=\"hljs-string\">512m<\/span>\n<\/code><\/pre>\n<p>\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062d\u0627\u0641\u0638\u0647\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u0646\u0627\u0628\u0639 CPU \u0631\u0627 \u0646\u06cc\u0632 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f container \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0627 \u062a\u0646\u0638\u06cc\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f <code>cpu_shares<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631:<\/p>\n<pre><code class=\"hljs\"><span class=\"hljs-attr\">services:<\/span>\n  <span class=\"hljs-attr\">webserver:<\/span>\n    <span class=\"hljs-attr\">build:<\/span>\n      <span class=\"hljs-attr\">context:<\/span> <span class=\"hljs-string\">.<\/span>\n      <span class=\"hljs-attr\">dockerfile:<\/span> <span class=\"hljs-string\">Dockerfile<\/span>\n    <span class=\"hljs-attr\">command:<\/span> <span class=\"hljs-string\">webserver<\/span>\n    <span class=\"hljs-attr\">volumes:<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">.\/dags:\/usr\/local\/airflow\/dags<\/span>\n    <span class=\"hljs-attr\">ports:<\/span>\n      <span class=\"hljs-bullet\">-<\/span> <span class=\"hljs-string\">\"8080:8080\"<\/span>\n    <span class=\"hljs-attr\">mem_limit:<\/span> <span class=\"hljs-string\">512m<\/span>\n\u00a0\u00a0\u00a0\u00a0<span class=\"hljs-attr\">cpu_shares:<\/span> <span class=\"hljs-number\">512<\/span>\n<\/code><\/pre>\n<p>\u0627\u06cc\u0646 <code>cpu_shares<\/code> \u067e\u0627\u0631\u0627\u0645\u062a\u0631 \u0628\u0647 \u0634\u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u0645\u0646\u0627\u0628\u0639 CPU \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u06a9\u0646\u06cc\u062f container \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.  \u0627\u0631\u0632\u0634 \u06cc\u06a9 \u0648\u0632\u0646 \u0646\u0633\u0628\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u0633\u0627\u06cc\u0631 \u0638\u0631\u0648\u0641 \u0627\u0633\u062a.  \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0627\u06af\u0631 \u06cc\u06a9\u06cc container \u062f\u0627\u0631\u0627\u06cc \u0645\u0642\u062f\u0627\u0631 1024 \u0648 \u062f\u06cc\u06af\u0631\u06cc \u062f\u0627\u0631\u0627\u06cc \u0627\u0631\u0632\u0634 512\u060c \u0627\u0648\u0644\u06cc\u0646 container \u062f\u0648 \u0628\u0631\u0627\u0628\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0627\u0632 \u062f\u0648\u0645\u06cc \u0632\u0645\u0627\u0646 CPU \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0627\u0641\u0632\u0648\u062f\u0646 \u0633\u0627\u062f\u0647 \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062a\u0623\u062b\u06cc\u0631 \u0639\u0645\u06cc\u0642\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f \u0631\u0648\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0633\u06cc\u0633\u062a\u0645 \u0634\u0645\u0627\u060c \u062d\u0635\u0648\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646\u06a9\u0647 \u0645\u0646\u0627\u0628\u0639 \u0634\u0645\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f \u0648 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0634\u0645\u0627 \u0628\u0647 \u062e\u0648\u0628\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc \u0634\u0648\u062f.  \u0647\u0645\u06cc\u0646 \u062a\u0631\u0641\u0646\u062f\u0647\u0627 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u062f\u0631 \u062f\u0631\u0627\u0632\u0645\u062f\u062a \u062a\u0641\u0627\u0648\u062a \u0628\u0632\u0631\u06af\u06cc \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u0646\u062f \u0648 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u0628 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0639\u0627\u0644\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u0646\u062f.<\/p>\n<h3 id=\"whenandwhyiuseairflowwithdocker\"><span class=\"ez-toc-section\" id=\"%da%86%d9%87_%d8%b2%d9%85%d8%a7%d9%86%db%8c_%d9%88_%da%86%d8%b1%d8%a7_%d8%a7%d8%b2_airflow_%d8%a8%d8%a7_docker_%d8%a7%d8%b3%d8%aa%d9%81%d8%a7%d8%af%d9%87_%d9%85%db%8c_%da%a9%d9%86%d9%85\"><\/span>\u0686\u0647 \u0632\u0645\u0627\u0646\u06cc \u0648 \u0686\u0631\u0627 \u0627\u0632 Airflow \u0628\u0627 Docker \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u0645<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u062f\u0631 \u0633\u0641\u0631\u0645 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647\u060c \u0627\u06cc\u0646 \u0641\u0631\u0635\u062a \u0631\u0627 \u062f\u0627\u0634\u062a\u0645 \u06a9\u0647 \u06a9\u0627\u0631 \u06a9\u0646\u0645 \u0631\u0648\u06cc \u0627\u0646\u0648\u0627\u0639 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647  \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0647\u0627 \u0634\u0627\u0645\u0644 \u0627\u06cc\u062c\u0627\u062f \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 process \u0648 \u062d\u062c\u0645 \u0632\u06cc\u0627\u062f\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06a9\u0646\u06cc\u062f.  \u067e\u06cc\u0686\u06cc\u062f\u06af\u06cc \u067e\u0631\u0648\u0698\u0647 \u062f\u0644\u0647\u0631\u0647 \u0622\u0648\u0631 \u0628\u0648\u062f \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0628\u0648\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u0622\u0646 \u0631\u0627 \u0633\u0627\u062f\u0647 \u06a9\u0646\u062f process \u0645\u0634\u0647\u0648\u062f \u0628\u0648\u062f.  \u0622\u0646 \u0632\u0645\u0627\u0646 \u0628\u0648\u062f \u06a9\u0647 Airflow \u0648 Docker \u0631\u0627 \u06a9\u0634\u0641 \u06a9\u0631\u062f\u0645.<\/p>\n<p>\u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627\u060c \u0628\u0627 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0642\u0648\u06cc \u0648 orchestration \u0642\u0627\u0628\u0644\u06cc\u062a \u0647\u0627\u060c \u0628\u0631\u0627\u06cc \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0645\u0627 \u0645\u0646\u0627\u0633\u0628 \u0628\u0648\u062f.  \u0628\u0627 \u0627\u06cc\u0646 \u062d\u0627\u0644\u060c \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u0646\u062f\u0647 \u0648\u0627\u0642\u0639\u06cc \u0628\u0627\u0632\u06cc Docker \u0628\u0648\u062f.  \u062f\u0627\u06a9\u0631 \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u062f\u0627\u062f \u062a\u0627 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u06cc \u06a9\u0646\u06cc\u0645\u060c \u06a9\u0647 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0632\u06cc\u0627\u062f\u06cc \u0631\u0627 \u0628\u0647 \u0647\u0645\u0631\u0627\u0647 \u062f\u0627\u0634\u062a.<\/p>\n<p>\u0627\u0648\u0644\u060c \u062f\u0627\u06a9\u0631 \u0647\u0645\u06a9\u0627\u0631\u06cc \u0628\u0627 \u062a\u06cc\u0645 \u0645\u0646 \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u06a9\u0631\u062f.  \u0645\u0627 \u062a\u0648\u0627\u0646\u0633\u062a\u06cc\u0645 \u062a\u0635\u0627\u0648\u06cc\u0631 Docker \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9 \u0628\u06af\u0630\u0627\u0631\u06cc\u0645 \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u06a9\u0646\u06cc\u0645 \u06a9\u0647 \u0647\u0645\u0647 \u062f\u0631 \u06cc\u06a9 \u0645\u062d\u06cc\u0637 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u0646\u062f.  \u0627\u06cc\u0646 &#8220;\u0627\u0645\u0627 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f&#8221; \u0631\u0627 \u062d\u0630\u0641 \u06a9\u0631\u062f \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0646&#8221; \u0645\u0634\u06a9\u0644 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f \u0648 \u0628\u0627\u0639\u062b \u062a\u0648\u0633\u0639\u0647 \u0645\u0627 \u0634\u062f process \u0628\u0633\u06cc\u0627\u0631 \u0646\u0631\u0645 \u062a\u0631<\/p>\n<p>\u062f\u0648\u0645\u060c \u062f\u0627\u06a9\u0631 \u0645\u0627 \u0631\u0627 \u0642\u0627\u062f\u0631 \u0633\u0627\u062e\u062a \u062a\u0627 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627 \u0631\u0627 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u0646\u06cc\u0645 \u0631\u0648\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u0645\u0627 \u0628\u0627 \u0633\u0647\u0648\u0644\u062a.  \u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u0645 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0644\u06cc\u062f \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u062a\u06a9\u0631\u0627\u0631 \u06a9\u0646\u06cc\u0645\u060c \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062e\u0648\u062f \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645 \u0648 \u0647\u0631 \u0645\u0634\u06a9\u0644\u06cc \u0631\u0627 \u062f\u0631 \u0627\u0648\u0627\u06cc\u0644 \u062a\u0648\u0633\u0639\u0647 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u0645 process.  \u0627\u06cc\u0646 \u067e\u06cc\u0634\u0631\u0641\u062a \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u0646\u0633\u0628\u062a \u0628\u0647 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0642\u0628\u0644\u06cc \u0645\u0627 \u0628\u0648\u062f\u060c \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0622\u0632\u0645\u0627\u06cc\u0634 \u0633\u062e\u062a \u0628\u0648\u062f process.<\/p>\n<p>\u062f\u0631 \u0622\u062e\u0631\u060c \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u0632\u0645\u0627\u0646 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u0645\u0627 \u0628\u0631\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f \u0641\u0631\u0627 \u0631\u0633\u06cc\u062f\u060c \u062f\u0627\u06a9\u0631 \u0622\u0646 \u0631\u0627 \u0633\u0627\u062e\u062a process \u0628\u062f\u0648\u0646 \u062f\u0631\u0632.  \u0645\u0627 \u0628\u0647 \u0633\u0627\u062f\u06af\u06cc \u0645\u062c\u0628\u0648\u0631 \u0634\u062f\u06cc\u0645 \u062a\u0635\u0648\u06cc\u0631 Docker \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0633\u0631\u0648\u0631 \u062a\u0648\u0644\u06cc\u062f \u0641\u0634\u0627\u0631 \u062f\u0647\u06cc\u0645 \u0648 \u0622\u0646 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645.  \u0646\u06cc\u0627\u0632\u06cc \u0628\u0647 \u0646\u06af\u0631\u0627\u0646\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u0635\u0628 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0647\u0627 \u06cc\u0627 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0633\u0631\u0648\u0631 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0634\u062a.  \u0647\u0645\u0647 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u06cc\u0645 \u062f\u0631 \u062a\u0635\u0648\u06cc\u0631 \u062f\u0627\u06a9\u0631 \u0645\u0627 \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc \u0634\u062f\u0647 \u0628\u0648\u062f.<\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Airflow \u0628\u0627 \u062f\u0627\u06a9\u0631 \u06cc\u06a9 \u062a\u062c\u0631\u0628\u0647 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0646\u0646\u062f\u0647 \u0628\u0648\u062f.  \u0627\u06cc\u0646 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0628\u0627\u0639\u062b \u067e\u06cc\u0634\u0631\u0641\u062a \u0645\u0627 \u0634\u062f process \u06a9\u0627\u0631\u0622\u0645\u062f\u062a\u0631 \u0627\u0633\u062a\u060c \u0627\u0645\u0627 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0628\u0647 \u0645\u0627 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0627\u0631\u0627\u0626\u0647 \u062f\u0647\u06cc\u0645 \u06a9\u0647 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u067e\u0631\u0648\u0698\u0647 \u0645\u0627 \u0631\u0627 \u0628\u0631\u0622\u0648\u0631\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0645\u0646 \u0627\u06cc\u0646 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0631\u0627 \u0628\u0647 \u0647\u0631 \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u0647 \u06cc\u0627 \u062a\u06cc\u0645\u06cc \u06a9\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc \u06a9\u0646\u0645 \u0631\u0648\u06cc \u067e\u0631\u0648\u0698\u0647 \u0647\u0627\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647<\/p>\n<h3 id=\"casestudyquizletsdataanalyticsworkflow\"><span class=\"ez-toc-section\" id=\"%d9%85%d8%b7%d8%a7%d9%84%d8%b9%d9%87_%d9%85%d9%88%d8%b1%d8%af%db%8c_%da%af%d8%b1%d8%af%d8%b4_%da%a9%d8%a7%d8%b1_%d8%aa%d8%ac%d8%b2%db%8c%d9%87_%d9%88_%d8%aa%d8%ad%d9%84%db%8c%d9%84_%d8%af%d8%a7%d8%af%d9%87_%d9%87%d8%a7%db%8c_quizlet\"><\/span>\u0645\u0637\u0627\u0644\u0639\u0647 \u0645\u0648\u0631\u062f\u06cc: \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc Quizlet<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a rel=\"nofollow noopener\" target=\"_blank\" href=\"https:\/\/medium.com\/@dustinstansbury\/how-quizlet-uses-apache-airflow-in-practice-a903cbb5626d\">\u067e\u0630\u06cc\u0631\u0634 \u06a9\u0648\u06cc\u0632\u0644\u062a<\/a> Apache Airflow ETL\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0622\u0646\u0647\u0627 \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.  \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0645\u0633\u062a\u0642\u0631 \u0634\u062f \u0631\u0648\u06cc \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u0648\u0627\u062d\u062f\u060c Airflow \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 Google BigQuery \u0633\u0627\u062f\u0647 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u060c \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0631\u0627 \u062f\u0631 SQL \u0627\u062c\u0631\u0627 \u0645\u06cc \u06a9\u0646\u062f\u060c \u0648 \u0646\u062a\u0627\u06cc\u062c \u0631\u0627 \u0628\u0631\u0627\u06cc \u06af\u0632\u0627\u0631\u0634 \u0647\u0627 \u0648 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f.  \u0645\u0648\u0641\u0642\u06cc\u062a \u0627\u06cc\u0646 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u0646\u062c\u0631 \u0628\u0647 \u06af\u0633\u062a\u0631\u0634 \u0648\u0638\u0627\u06cc\u0641\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0622\u0645\u0648\u0632\u0634 \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc\u200c\u06a9\u0646\u0646\u062f\u0647\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0645\u062d\u0627\u0633\u0628\u0647 \u0634\u0627\u062e\u0635\u200c\u0647\u0627\u06cc \u062c\u0633\u062a\u062c\u0648\u060c \u062a\u0633\u062a A\/B \u0648 \u0647\u062f\u0641\u200c\u06af\u06cc\u0631\u06cc \u06a9\u0627\u0631\u0628\u0631 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0628\u0627 \u0646\u06af\u0627\u0647\u06cc \u0628\u0647 \u0622\u06cc\u0646\u062f\u0647\u060c Quizlet \u0642\u0635\u062f \u062f\u0627\u0631\u062f \u0628\u0627 \u0627\u0646\u062a\u0642\u0627\u0644 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0627\u0628\u0631\u062f\u0627\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0646\u0645\u0648\u0646\u0647 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc\u060c \u0627\u062f\u063a\u0627\u0645 \u0628\u0627 Google Cloud Storage \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0628\u0647 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u0635\u0641 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647\u060c \u0627\u0633\u062a\u0642\u0631\u0627\u0631 Airflow \u062e\u0648\u062f \u0631\u0627 \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u062f.  \u062f\u0631 \u0627\u0635\u0644\u060c Apache Airflow \u06cc\u06a9 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u0646\u062f\u0647 \u0628\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc Quizlet \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0622\u0646\u0647\u0627 \u0642\u062f\u0631\u062a \u0645\u06cc \u062f\u0647\u062f \u062a\u0627 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u0634\u062a\u0631\u06cc \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u0646\u062f \u0648 \u062a\u062c\u0627\u0631\u062a \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u062c\u0644\u0648 \u0628\u0628\u0631\u0646\u062f.<\/p>\n<h2 id=\"conclusion\"><span class=\"ez-toc-section\" id=\"%d9%86%d8%aa%db%8c%d8%ac%d9%87\"><\/span>\u0646\u062a\u06cc\u062c\u0647<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u0631\u0648\u0634 \u0627\u062c\u0631\u0627\u06cc Airflow \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u06a9\u0631\u062f\u0647 \u0627\u06cc\u0645.  \u0645\u0627 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0631\u0627 \u0627\u0632 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u06cc\u0637 \u0645\u062d\u0644\u06cc \u0634\u0645\u0627 \u0648 \u0646\u0635\u0628 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0644\u0627\u0632\u0645 \u06af\u0631\u0641\u062a\u0647 \u062a\u0627 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062e\u062f\u0645\u0627\u062a Airflow \u0634\u0645\u0627 \u0628\u0627 Docker Compose \u067e\u0648\u0634\u0634 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\u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0627\u06cc\u0632\u0648\u0644\u0647\u200c\u0633\u0627\u0632\u06cc Docker.  \u0686\u0647 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0633\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06af\u0631\u062f\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u062e\u0648\u062f \u0647\u0633\u062a\u06cc\u062f\u060c \u06cc\u0627 \u062a\u06cc\u0645\u06cc \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062b\u0628\u0627\u062a \u062f\u0631 \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647 \u062e\u0648\u062f \u0647\u0633\u062a\u06cc\u062f\u060c \u0627\u062c\u0631\u0627\u06cc Airflow \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0627 Docker \u06cc\u06a9 \u0631\u0627\u0647\u200c\u062d\u0644 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a.<\/p>\n<p>\u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627 \u0645\u0641\u06cc\u062f \u0628\u0648\u062f\u0647 \u0628\u0627\u0634\u062f \u0648 \u062f\u0627\u0646\u0634 \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0644\u0627\u0632\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc Airflow-Docker \u062e\u0648\u062f \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0647 \u0628\u0627\u0634\u062f.<\/p>\n<\/div>\n<p><script>\n                        !function(f,b,e,v,n,t,s)\n                        {if(f.fbq)return;n=f.fbq=function(){n.callMethod?\n                        n.callMethod.apply(n,arguments):n.queue.push(arguments)};\n                        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