{"id":79650,"date":"2024-10-10T05:34:57","date_gmt":"2024-10-10T02:04:57","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/"},"modified":"2024-10-10T05:34:57","modified_gmt":"2024-10-10T02:04:57","slug":"%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/","title":{"rendered":"\u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 ETL: \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0645\u0628\u062a\u062f\u06cc"},"content":{"rendered":"<p><\/p>\n<div data-article-id=\"2032348\" id=\"article-body\">\n<p>\u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 ETL \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0622\u0646 \u0628\u0627\u0634\u062f <em>\u0645\u0646\u062a\u062e\u0628<\/em> \u2013 \u0634\u0645\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0646\u0642\u0637\u0647 A \u0628\u0647 \u0646\u0642\u0637\u0647 B \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0645\u0641\u06cc\u062f \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f \u0648 \u0645\u0637\u0645\u0626\u0646 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u06a9\u0647 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0627 \u0627\u0631\u062a\u0634\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627 \u06a9\u0647 \u06a9\u0627\u0631 \u0634\u0645\u0627 \u0631\u0627 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u067e\u0634\u062a\u06cc\u0628\u0627\u0646 \u0634\u0645\u0627\u0633\u062a &#8211; \u0628\u0647 \u0646\u0648\u0639\u06cc \u0645\u0627\u0646\u0646\u062f \u062f\u0627\u0634\u062a\u0646 \u0646\u06cc\u0631\u0648 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0634\u0645\u0627 \ud83d\udee0\ufe0f. \u062f\u0631 \u0627\u06cc\u0646 \u0631\u0627\u0647\u0646\u0645\u0627\u060c \u0628\u0631\u062e\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0631\u0627 \u0628\u0631\u0631\u0633\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645 \u062a\u0627 \u0628\u0647 \u0634\u0645\u0627 \u062f\u0631 \u067e\u06cc\u0631\u0648\u0632\u06cc \u062f\u0631 \u062c\u0646\u06af ETL \u06a9\u0645\u06a9 \u06a9\u0646\u0646\u062f. \ud83c\udfc6<\/p>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_85 counter-hierarchy ez-toc-counter-rtl ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"\u062a\u063a\u06cc\u06cc\u0631 \u0648\u0636\u0639\u06cc\u062a \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<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:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#1_%D8%A7%D8%B3%D8%AA%D8%AE%D8%B1%D8%A7%D8%AC_%D8%A7%D8%B3%D8%AA%D8%AE%D8%B1%D8%A7%D8%AC_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%A7%D8%B2_%D9%85%D9%86%D8%A8%D8%B9\" >1. \u0627\u0633\u062a\u062e\u0631\u0627\u062c: \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0645\u0646\u0628\u0639<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#SQLAlchemy\" >SQLAlchemy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#%D9%BE%D8%A7%D9%86%D8%AF%D8%A7%D9%87%D8%A7\" >\u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#%D8%AF%D8%B1%D8%AE%D9%88%D8%A7%D8%B3%D8%AA_%D9%87%D8%A7\" >\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#2_%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%D8%B4%DA%A9%D9%84_%D8%AF%D8%A7%D8%AF%D9%86_%D8%A8%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\" >2. \u062a\u0628\u062f\u06cc\u0644: \u0634\u06a9\u0644 \u062f\u0627\u062f\u0646 \u0628\u0647 \u062f\u0627\u062f\u0647 \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-6\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#%D9%BE%D8%A7%D9%86%D8%AF%D8%A7%D9%87%D8%A7-2\" >\u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#%D9%85%DB%8C%D8%B2\" >\u0645\u06cc\u0632<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#PySpark\" >PySpark<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#3_%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%82%D8%B1%D8%A7%D8%B1_%D8%AF%D8%A7%D8%AF%D9%86_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AF%D8%B1_%D8%AC%D8%A7%DB%8C%DB%8C_%DA%A9%D9%87_%D8%A8%D9%87_%D8%A2%D9%86_%D8%AA%D8%B9%D9%84%D9%82_%D8%AF%D8%A7%D8%B1%D8%AF\" >3. \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc: \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u062f\u0627\u062f\u0647 \u062f\u0631 \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u062a\u0639\u0644\u0642 \u062f\u0627\u0631\u062f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#SQLAlchemy-2\" >SQLAlchemy<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#Psycopg2\" >Psycopg2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#Boto3\" >Boto3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_%DA%AF%DB%8C%D8%B1%D9%86%D8%AF%D9%87_Google_Cloud_Storage_GCS\" >\u0633\u0631\u0648\u06cc\u0633 \u06af\u06cc\u0631\u0646\u062f\u0647 Google Cloud Storage (GCS).<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#4_%D8%A7%D8%B1%DA%A9%D8%B3%D8%AA%D8%B1%D8%A7%D8%B3%DB%8C%D9%88%D9%86_%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87_ETL_%D8%B4%D9%85%D8%A7\" >4. \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646: \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637 \u0644\u0648\u0644\u0647 ETL \u0634\u0645\u0627<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#%D8%AC%D8%B1%DB%8C%D8%A7%D9%86_%D9%87%D9%88%D8%A7%DB%8C_%D8%A2%D9%BE%D8%A7%DA%86%DB%8C\" >\u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627\u06cc \u0622\u067e\u0627\u0686\u06cc<\/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:\/\/nabfollower.com\/blog\/%d8%a8%d9%87%d8%aa%d8%b1%db%8c%d9%86-%da%a9%d8%aa%d8%a7%d8%a8%d8%ae%d8%a7%d9%86%d9%87-%d9%87%d8%a7%db%8c-%d9%be%d8%a7%db%8c%d8%aa%d9%88%d9%86-%d8%a8%d8%b1%d8%a7%db%8c-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84\/#%D8%A8%D8%B3%D8%AA%D9%87_%D8%A8%D9%86%D8%AF%DB%8C\" >\u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"1_%D8%A7%D8%B3%D8%AA%D8%AE%D8%B1%D8%A7%D8%AC_%D8%A7%D8%B3%D8%AA%D8%AE%D8%B1%D8%A7%D8%AC_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%A7%D8%B2_%D9%85%D9%86%D8%A8%D8%B9\"><\/span>\n<p>  1. <strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c: \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0645\u0646\u0628\u0639<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0648\u0642\u062a\u06cc \u0635\u062d\u0628\u062a \u0627\u0632 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0645\u06cc \u0634\u0648\u062f\u060c \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 &#8211; \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u060c API \u0647\u0627\u060c \u0641\u0627\u06cc\u0644 \u0647\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f. \u0627\u06cc\u0646\u062c\u0627\u0633\u062a \u06a9\u0647 \u0633\u0631\u06af\u0631\u0645\u06cc \u0634\u0631\u0648\u0639 \u0645\u06cc \u0634\u0648\u062f (\u0635\u062f\u0627\u06cc \u0627\u0648\u0628\u06cc \u0648\u0627\u0646). \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06cc\u0627\u0641\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"SQLAlchemy\"><\/span>\n<p>  <strong>SQLAlchemy<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0646\u06af\u0627\u0645 \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u060c SQLAlchemy \u0634\u0645\u0634\u06cc\u0631 \u0646\u0648\u0631 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0634\u0645\u0627 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0627\u0633\u062a \u0648 \u0686\u0646\u062f\u06cc\u0646 \u0646\u0648\u0639 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u062f\u0648\u0646 \u0639\u0631\u0642 \u06a9\u0631\u062f\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>: <\/p>\n<ul>\n<li>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0637\u06cc\u0641 \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u06cc \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 (PostgreSQL\u060c MySQL\u060c SQLite \u0648 \u063a\u06cc\u0631\u0647)<\/li>\n<li>\u0634\u0645\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062c\u0627\u0628\u062c\u0627 \u0634\u0648\u06cc\u062f<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"kn\">from<\/span> <span class=\"n\">sqlalchemy<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">create_engine<\/span>\n\n  <span class=\"n\">engine<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">create_engine<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">postgresql:\/\/user:password@localhost\/dbname<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n  <span class=\"n\">connection<\/span> <span class=\"o\">=<\/span> <span class=\"n\">engine<\/span><span class=\"p\">.<\/span><span class=\"nf\">connect<\/span><span class=\"p\">()<\/span>\n  <span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">connection<\/span><span class=\"p\">.<\/span><span class=\"nf\">execute<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">SELECT * FROM jedi_order<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%D9%86%D8%AF%D8%A7%D9%87%D8%A7\"><\/span>\n<p>  <strong>\u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0686\u0627\u0642\u0648\u06cc \u0627\u0631\u062a\u0634 \u0633\u0648\u0626\u06cc\u0633 \u0634\u0645\u0627\u0633\u062a \ud83d\udde1\ufe0f \u0648\u0642\u062a\u06cc \u0635\u062d\u0628\u062a \u0627\u0632 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 CSV\u060c Excel\u060c JSON \u06cc\u0627 \u062d\u062a\u06cc SQL \u0645\u06cc \u0634\u0648\u062f. \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646 \u0633\u0631\u06cc\u0639 \u0648 \u0633\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u0641\u0627\u06cc\u0644 \u0647\u0627 \u0639\u0627\u0644\u06cc \u0627\u0633\u062a.<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0641\u0631\u0645\u062a \u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0641\u0627\u06cc\u0644 \u0628\u0627 \u06cc\u06a9 \u062e\u0637 \u06a9\u062f \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0639\u0645\u0644\u06a9\u0631\u062f \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0631\u0648\u0646 \u062d\u0627\u0641\u0638\u0647<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n\n  <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nf\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">rebels_data.csv<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AF%D8%B1%D8%AE%D9%88%D8%A7%D8%B3%D8%AA_%D9%87%D8%A7\"><\/span>\n<p>  <strong>\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0642\u0627\u0628\u0644\u0647 \u0628\u0627 REST API \u0647\u0627\u060c <code>requests<\/code> \u0645\u0627\u0646\u0646\u062f R2-D2 \u0627\u0633\u062a &#8211; \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f\u060c \u0633\u0627\u062f\u0647 \u0627\u0633\u062a \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u0631\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0634\u0645\u0627 \u0642\u0631\u0627\u0631 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u062f\u0631\u062e\u0648\u0627\u0633\u062a \u0647\u0627\u06cc HTTP \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a API\u060c \u0647\u062f\u0631\u0647\u0627 \u0648 \u063a\u06cc\u0631\u0647 \u0631\u0627 \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"kn\">import<\/span> <span class=\"n\">requests<\/span>\n\n  <span class=\"n\">response<\/span> <span class=\"o\">=<\/span> <span class=\"n\">requests<\/span><span class=\"p\">.<\/span><span class=\"nf\">get<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">https:\/\/api.example.com\/data<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n  <span class=\"n\">data<\/span> <span class=\"o\">=<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">()<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"2_%D8%AA%D8%A8%D8%AF%DB%8C%D9%84_%D8%B4%DA%A9%D9%84_%D8%AF%D8%A7%D8%AF%D9%86_%D8%A8%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7\"><\/span>\n<p>  2. <strong>\u062a\u0628\u062f\u06cc\u0644: \u0634\u06a9\u0644 \u062f\u0627\u062f\u0646 \u0628\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062d\u0627\u0644\u0627 \u06a9\u0647 \u062f\u0627\u0631\u06cc\u062f <em>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0634\u062f\u0647 \u0627\u0633\u062a<\/em> \u062f\u0627\u062f\u0647 \u0647\u0627\u060c \u0648\u0642\u062a \u0622\u0646 \u0627\u0633\u062a \u06a9\u0647 <em>\u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u06cc\u062f<\/em> \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0645\u0631\u062d\u0644\u0647 \u0645\u0627\u0646\u0646\u062f \u0628\u0631\u062f\u0627\u0634\u062a\u0646 \u0645\u06cc\u062a\u0631\u06cc\u0644 \u062e\u0627\u0645 \u0648 \u062c\u0639\u0644 \u06a9\u0631\u062f\u0646 \u0622\u0646 \u062f\u0631 \u0632\u0631\u0647 \u0627\u0633\u062a \ud83d\udee1\ufe0f. \u0628\u06cc\u0627\u06cc\u06cc\u062f \u0628\u0647 \u0686\u0646\u062f \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u062f\u06af\u0631\u06af\u0648\u0646\u06cc \u0634\u06cc\u0631\u062c\u0647 \u0628\u0632\u0646\u06cc\u0645.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%D9%86%D8%AF%D8%A7%D9%87%D8%A7-2\"><\/span>\n<p>  <strong>\u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u06cc\u06a9 \u0628\u0627\u0631 \u062f\u06cc\u06af\u0631\u060c \u067e\u0627\u0646\u062f\u0627\u0647\u0627 \u0628\u0631\u0627\u06cc \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0634\u0645\u0627 \u0645\u0641\u06cc\u062f \u0647\u0633\u062a\u0646\u062f. \u062e\u0648\u0627\u0647 \u062f\u0631 \u062d\u0627\u0644 \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646\u060c \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646 \u06cc\u0627 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0628\u0627\u0634\u062f\u060c \u0634\u0645\u0627 \u0631\u0627 \u0645\u0627\u0646\u0646\u062f \u0634\u0646\u0644 \u0646\u0627\u0645\u0631\u0626\u06cc \u067e\u0648\u0634\u0627\u0646\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u0647\u0632\u0627\u0631\u0627\u0646 \u062a\u0648\u0627\u0628\u0639 \u062f\u0627\u062e\u0644\u06cc \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u06a9\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/li>\n<li>\u0627\u06cc\u062f\u0647 \u0622\u0644 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"c1\"># Clean data by removing NaN values and filtering rows\n<\/span>  <span class=\"n\">data_cleaned<\/span> <span class=\"o\">=<\/span> <span class=\"n\">data<\/span><span class=\"p\">.<\/span><span class=\"nf\">dropna<\/span><span class=\"p\">().<\/span><span class=\"nf\">query<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">age &gt; 18<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%DB%8C%D8%B2\"><\/span>\n<p>  <strong>\u0645\u06cc\u0632<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0639\u0638\u06cc\u0645\u06cc \u062f\u0627\u0631\u06cc\u062f \u06a9\u0647 \u062d\u062a\u06cc \u0633\u062a\u0627\u0631\u0647 \u0645\u0631\u06af \u0631\u0627 \u06a9\u0648\u0686\u06a9 \u0646\u0634\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f\u061f Dask \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u062a\u0631 \u0627\u0632 \u062d\u0627\u0641\u0638\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0648\u0627\u0632\u06cc\u060c \u0628\u062f\u0648\u0646 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u06a9\u062f \u067e\u0627\u0646\u062f\u0627\u0647\u0627\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f. \ud83c\udf0c<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u0645\u0642\u06cc\u0627\u0633 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af<\/li>\n<li>\u0645\u062d\u0627\u0633\u0628\u0627\u062a \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647\u060c \u0627\u0645\u0627 \u0628\u0627 \u0646\u062d\u0648 \u0622\u0634\u0646\u0627\u06cc \u067e\u0627\u0646\u062f\u0627\u0647\u0627<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"kn\">import<\/span> <span class=\"n\">dask.dataframe<\/span> <span class=\"k\">as<\/span> <span class=\"n\">dd<\/span>\n\n  <span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">dd<\/span><span class=\"p\">.<\/span><span class=\"nf\">read_csv<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">huge_data.csv<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n  <span class=\"n\">result<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[<\/span><span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"n\">age<\/span> <span class=\"o\">&gt;<\/span> <span class=\"mi\">18<\/span><span class=\"p\">].<\/span><span class=\"nf\">compute<\/span><span class=\"p\">()<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"PySpark\"><\/span>\n<p>  <strong>PySpark<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644\u200c\u0647\u0627\u06cc \u0633\u0637\u062d Jedi \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0628\u0647 PySpark \u0646\u06af\u0627\u0647 \u0646\u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u0644\u0648\u06a9 \u0627\u0633\u06a9\u0627\u06cc \u0648\u0627\u06a9\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0627\u0633\u062a. \ud83e\uddd9\u200d\u2642\ufe0f<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0631\u0639\u062f \u0648 \u0628\u0631\u0642 \u062f\u0631 \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af<\/li>\n<li>\u0639\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0628\u0632\u0631\u06af (Hadoop\u060c Spark)<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"kn\">from<\/span> <span class=\"n\">pyspark.sql<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">SparkSession<\/span>\n\n  <span class=\"n\">spark<\/span> <span class=\"o\">=<\/span> <span class=\"n\">SparkSession<\/span><span class=\"p\">.<\/span><span class=\"n\">builder<\/span><span class=\"p\">.<\/span><span class=\"nf\">appName<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">ETL<\/span><span class=\"sh\">\"<\/span><span class=\"p\">).<\/span><span class=\"nf\">getOrCreate<\/span><span class=\"p\">()<\/span>\n  <span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">spark<\/span><span class=\"p\">.<\/span><span class=\"n\">read<\/span><span class=\"p\">.<\/span><span class=\"nf\">csv<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">galaxy_data.csv<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">header<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">,<\/span> <span class=\"n\">inferSchema<\/span><span class=\"o\">=<\/span><span class=\"bp\">True<\/span><span class=\"p\">)<\/span>\n  <span class=\"n\">df_filtered<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"nf\">filter<\/span><span class=\"p\">(<\/span><span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"n\">age<\/span> <span class=\"o\">&gt;<\/span> <span class=\"mi\">18<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"3_%D8%A8%D8%A7%D8%B1%DA%AF%D8%B0%D8%A7%D8%B1%DB%8C_%D9%82%D8%B1%D8%A7%D8%B1_%D8%AF%D8%A7%D8%AF%D9%86_%D8%AF%D8%A7%D8%AF%D9%87_%D8%AF%D8%B1_%D8%AC%D8%A7%DB%8C%DB%8C_%DA%A9%D9%87_%D8%A8%D9%87_%D8%A2%D9%86_%D8%AA%D8%B9%D9%84%D9%82_%D8%AF%D8%A7%D8%B1%D8%AF\"><\/span>\n<p>  3. <strong>\u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc: \u0642\u0631\u0627\u0631 \u062f\u0627\u062f\u0646 \u062f\u0627\u062f\u0647 \u062f\u0631 \u062c\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0622\u0646 \u062a\u0639\u0644\u0642 \u062f\u0627\u0631\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0646\u0647\u0627\u06cc\u062a\u060c \u0634\u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0686\u06cc\u0632\u06cc \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u06cc\u062f. \u0627\u06a9\u0646\u0648\u0646 \u0632\u0645\u0627\u0646 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u0622\u0646 \u0628\u0647 \u0645\u0642\u0635\u062f \u0646\u0647\u0627\u06cc\u06cc \u0631\u0633\u06cc\u062f\u0647 \u0627\u0633\u062a. \u0641\u0631\u0642\u06cc \u0646\u0645\u06cc\u200c\u06a9\u0646\u062f \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647\u060c \u0633\u0637\u0644 S3 \u06cc\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627\u0634\u062f\u060c \u0628\u0647 \u0627\u06cc\u0646 \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u06cc\u06a9 \u062d\u0644\u0642\u0647 \u0631\u0627 \u0628\u0647 \u0645\u0648\u0631\u062f\u0648\u0631 \u062a\u062d\u0648\u06cc\u0644 \u0645\u06cc\u200c\u062f\u0647\u06cc\u062f \ud83c\udfd4\ufe0f &#8211; \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628\u060c \u0633\u0641\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0622\u0633\u0627\u0646\u200c\u062a\u0631 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"SQLAlchemy-2\"><\/span>\n<p>  <strong>SQLAlchemy<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>SQLAlchemy \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u062c\u062f\u062f \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0634\u0645\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u060c \u0645\u06cc \u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0631\u0627\u0628\u0637\u0647 \u0627\u06cc \u0648\u0627\u0631\u062f \u06a9\u0646\u06cc\u062f.<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u0628\u0627 \u0686\u0646\u062f\u06cc\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<li>\u0627\u0632 \u062f\u0631\u062c \u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"n\">data<\/span><span class=\"p\">.<\/span><span class=\"nf\">to_sql<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">jedi_council<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">engine<\/span><span class=\"p\">,<\/span> <span class=\"n\">index<\/span><span class=\"o\">=<\/span><span class=\"bp\">False<\/span><span class=\"p\">,<\/span> <span class=\"n\">if_exists<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">replace<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"Psycopg2\"><\/span>\n<p>  <strong>Psycopg2<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 PostgreSQL\u060c <code>psycopg2<\/code> \u0628\u0647\u062a\u0631\u06cc\u0646 \u0647\u0645\u0631\u0627\u0647 \u0634\u0645\u0627\u0633\u062a \u0627\u06cc\u0646 \u0633\u0631\u06cc\u0639\u060c \u06a9\u0627\u0631\u0622\u0645\u062f \u0627\u0633\u062a \u0648 \u0648\u0638\u0627\u06cc\u0641 \u067e\u06cc\u0686\u06cc\u062f\u0647 SQL \u0631\u0627 \u0622\u0633\u0627\u0646 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0628\u0648\u0645\u06cc \u0628\u0631\u0627\u06cc PostgreSQL<\/li>\n<li>\u0627\u0632 \u062a\u0631\u0627\u06a9\u0646\u0634 \u0647\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"kn\">import<\/span> <span class=\"n\">psycopg2<\/span>\n\n  <span class=\"n\">conn<\/span> <span class=\"o\">=<\/span> <span class=\"n\">psycopg2<\/span><span class=\"p\">.<\/span><span class=\"nf\">connect<\/span><span class=\"p\">(<\/span><span class=\"n\">dbname<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">star_wars<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">user<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">user<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">password<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">force123<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n  <span class=\"n\">cur<\/span> <span class=\"o\">=<\/span> <span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"nf\">cursor<\/span><span class=\"p\">()<\/span>\n  <span class=\"n\">cur<\/span><span class=\"p\">.<\/span><span class=\"nf\">execute<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">INSERT INTO jedis (name, age) VALUES (%s, %s)<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">Luke<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"mi\">30<\/span><span class=\"p\">))<\/span>\n  <span class=\"n\">conn<\/span><span class=\"p\">.<\/span><span class=\"nf\">commit<\/span><span class=\"p\">()<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"Boto3\"><\/span>\n<p>  <strong>Boto3<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06af\u0631 \u0628\u0627 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc AWS \u0645\u0627\u0646\u0646\u062f S3 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c Boto3 \u0627\u0628\u0632\u0627\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0622\u067e\u0644\u0648\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0641\u0636\u0627\u06cc \u0627\u0628\u0631\u06cc \u0627\u0633\u062a. \u0627\u062d\u0633\u0627\u0633 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u06a9\u0647 \u06af\u0646\u062f\u0627\u0644\u0641 \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f. \u2601\ufe0f<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u0628\u0627 \u062e\u062f\u0645\u0627\u062a AWS \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a<\/li>\n<li>\u0622\u0633\u0627\u0646 \u0628\u0631\u0627\u06cc \u0622\u067e\u0644\u0648\u062f\/\u062f\u0627\u0646\u0644\u0648\u062f \u0627\u0632 S3<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"kn\">import<\/span> <span class=\"n\">boto3<\/span>\n\n  <span class=\"n\">s3<\/span> <span class=\"o\">=<\/span> <span class=\"n\">boto3<\/span><span class=\"p\">.<\/span><span class=\"nf\">client<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">s3<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n  <span class=\"n\">s3<\/span><span class=\"p\">.<\/span><span class=\"nf\">upload_file<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">local_file.csv<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">mybucket<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">file.csv<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B3%D8%B1%D9%88%DB%8C%D8%B3_%DA%AF%DB%8C%D8%B1%D9%86%D8%AF%D9%87_Google_Cloud_Storage_GCS\"><\/span>\n<p>  <strong>\u0633\u0631\u0648\u06cc\u0633 \u06af\u06cc\u0631\u0646\u062f\u0647 Google Cloud Storage (GCS).<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646\u06cc \u06a9\u0647 \u0628\u0627 Google Cloud \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c GCS Client \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u062f\u0631 Google Cloud Storage \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f\u060c \u062f\u0631\u0633\u062a \u0645\u0627\u0646\u0646\u062f Boto3 \u0628\u0627 AWS.<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06a9\u0627\u0645\u0644 \u0627\u0632 Google Cloud<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"kn\">from<\/span> <span class=\"n\">google.cloud<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">storage<\/span>\n\n  <span class=\"n\">client<\/span> <span class=\"o\">=<\/span> <span class=\"n\">storage<\/span><span class=\"p\">.<\/span><span class=\"nc\">Client<\/span><span class=\"p\">()<\/span>\n  <span class=\"n\">bucket<\/span> <span class=\"o\">=<\/span> <span class=\"n\">client<\/span><span class=\"p\">.<\/span><span class=\"nf\">get_bucket<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">my_bucket<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n  <span class=\"n\">blob<\/span> <span class=\"o\">=<\/span> <span class=\"n\">bucket<\/span><span class=\"p\">.<\/span><span class=\"nf\">blob<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">data.csv<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n  <span class=\"n\">blob<\/span><span class=\"p\">.<\/span><span class=\"nf\">upload_from_filename<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">local_file.csv<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"4_%D8%A7%D8%B1%DA%A9%D8%B3%D8%AA%D8%B1%D8%A7%D8%B3%DB%8C%D9%88%D9%86_%D9%85%D8%AF%DB%8C%D8%B1%DB%8C%D8%AA_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87_ETL_%D8%B4%D9%85%D8%A7\"><\/span>\n<p>  4. <strong>\u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646: \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637 \u0644\u0648\u0644\u0647 ETL \u0634\u0645\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06a9\u0646\u0648\u0646\u060c \u0647\u06cc\u0686 \u062e\u0637 \u0644\u0648\u0644\u0647 ETL \u0628\u062f\u0648\u0646 \u06a9\u0645\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u06a9\u0627\u0645\u0644 \u0646\u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0628\u0647 \u0627\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0646\u06cc\u0631\u0648\u06cc\u06cc \u0641\u06a9\u0631 \u06a9\u0646\u06cc\u062f \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0642\u0633\u0645\u062a \u0647\u0627\u06cc \u0645\u062a\u062d\u0631\u06a9 \u0631\u0627 \u0647\u062f\u0627\u06cc\u062a \u0645\u06cc \u06a9\u0646\u062f \u2699\ufe0f \u2013 \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u06a9\u0627\u0631\u0647\u0627\u060c \u0646\u0638\u0627\u0631\u062a\u060c \u0648 \u062a\u0644\u0627\u0634 \u0645\u062c\u062f\u062f \u062f\u0631 \u0635\u0648\u0631\u062a \u0628\u0631\u0648\u0632 \u0645\u0634\u06a9\u0644.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AC%D8%B1%DB%8C%D8%A7%D9%86_%D9%87%D9%88%D8%A7%DB%8C_%D8%A2%D9%BE%D8%A7%DA%86%DB%8C\"><\/span>\n<p>  <strong>\u062c\u0631\u06cc\u0627\u0646 \u0647\u0648\u0627\u06cc \u0622\u067e\u0627\u0686\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0627\u06af\u0631 \u0631\u0648\u06cc \u0647\u0631 \u0686\u06cc\u0632 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0627\u06cc \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u06cc\u062f\u060c Apache Airflow Yoda \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0627\u0633\u062a. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0622\u0646\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06af\u0631\u062f\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f\u060c \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u0648 \u0646\u0638\u0627\u0631\u062a \u06a9\u0646\u06cc\u062f\u060c \u0648 \u0645\u0637\u0645\u0626\u0646 \u0634\u0648\u06cc\u062f \u06a9\u0647 \u062a\u0645\u0627\u0645 \u06a9\u0627\u0631\u0647\u0627\u06cc ETL \u0634\u0645\u0627 \u0645\u0627\u0646\u0646\u062f \u0633\u0627\u0639\u062a \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/p>\n<ul>\n<li>\n<strong>\u062c\u0648\u0627\u0646\u0628 \u0645\u062b\u0628\u062a<\/strong>:<\/p>\n<ul>\n<li>\u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0638\u0627\u06cc\u0641 \u0642\u062f\u0631\u062a\u0645\u0646\u062f<\/li>\n<li>\u0631\u0627\u0628\u0637 \u0628\u0635\u0631\u06cc \u0628\u0631\u0627\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631<\/li>\n<\/ul>\n<\/li>\n<li>\n<p><strong>\u0645\u062b\u0627\u0644<\/strong>:\n<\/li>\n<\/ul>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code>  <span class=\"kn\">from<\/span> <span class=\"n\">airflow<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">DAG<\/span>\n  <span class=\"kn\">from<\/span> <span class=\"n\">airflow.operators.python_operator<\/span> <span class=\"kn\">import<\/span> <span class=\"n\">PythonOperator<\/span>\n\n  <span class=\"k\">def<\/span> <span class=\"nf\">extract_data<\/span><span class=\"p\">():<\/span>\n      <span class=\"c1\"># Extraction logic\n<\/span>      <span class=\"k\">pass<\/span>\n\n  <span class=\"n\">dag<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">DAG<\/span><span class=\"p\">(<\/span><span class=\"sh\">'<\/span><span class=\"s\">my_etl_pipeline<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">start_date<\/span><span class=\"o\">=<\/span><span class=\"nf\">datetime<\/span><span class=\"p\">(<\/span><span class=\"mi\">2023<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">,<\/span> <span class=\"mi\">1<\/span><span class=\"p\">))<\/span>\n  <span class=\"n\">task<\/span> <span class=\"o\">=<\/span> <span class=\"nc\">PythonOperator<\/span><span class=\"p\">(<\/span><span class=\"n\">task_id<\/span><span class=\"o\">=<\/span><span class=\"sh\">'<\/span><span class=\"s\">extract_task<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"n\">python_callable<\/span><span class=\"o\">=<\/span><span class=\"n\">extract_data<\/span><span class=\"p\">,<\/span> <span class=\"n\">dag<\/span><span class=\"o\">=<\/span><span class=\"n\">dag<\/span><span class=\"p\">)<\/span>\n<\/code><\/pre>\n<div class=\"highlight__panel js-actions-panel\">\n<div class=\"highlight__panel-action js-fullscreen-code-action\">\n    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-on\"><title>\u0648\u0627\u0631\u062f \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M16 3h6v6h-2V5h-4V3zM2 3h6v2H4v4H2V3zm18 16v-4h2v6h-6v-2h4zM4 19h4v2H2v-6h2v4z\"\/>\n<\/svg><\/p>\n<p>    <svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"20px\" height=\"20px\" viewbox=\"0 0 24 24\" class=\"highlight-action crayons-icon highlight-action--fullscreen-off\"><title>\u0627\u0632 \u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u062e\u0627\u0631\u062c \u0634\u0648\u06cc\u062f<\/title>\n    <path d=\"M18 7h4v2h-6V3h2v4zM8 9H2V7h4V3h2v6zm10 8v4h-2v-6h6v2h-4zM8 15v6H6v-4H2v-2h6z\"\/>\n<\/svg><\/p>\n<\/div>\n<\/div>\n<\/div>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A8%D8%B3%D8%AA%D9%87_%D8%A8%D9%86%D8%AF%DB%8C\"><\/span>\n<p>  \u0628\u0633\u062a\u0647 \u0628\u0646\u062f\u06cc<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 ETL \u0644\u0632\u0648\u0645\u06cc \u0646\u062f\u0627\u0631\u062f \u06a9\u0647 \u0627\u062d\u0633\u0627\u0633 \u06a9\u0646\u06cc\u062f \u062f\u0631 \u062d\u0627\u0644 \u0645\u0628\u0627\u0631\u0632\u0647 \u0628\u0627 \u062f\u0627\u0631\u062b \u0648\u06cc\u062f\u0631 \u0647\u0633\u062a\u06cc\u062f \u2694\ufe0f. \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0646\u0627\u0633\u0628\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06a9\u0644 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0627 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0648\u062b\u0631 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0647\u06cc\u062f \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u0642\u0635\u062f \u0646\u0647\u0627\u06cc\u06cc \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u06a9\u0646\u06cc\u062f. \u0686\u0647 \u062f\u0631 \u062d\u0627\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9 \u0628\u0627\u0634\u06cc\u062f \u0648 \u0686\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0648 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 ETL \u0628\u0633\u0627\u0632\u06cc\u062f \u06a9\u0647 \u0628\u0647 \u0627\u0646\u062f\u0627\u0632\u0647 One Ring \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0647\u0633\u062a\u0646\u062f (\u0627\u0645\u0627 \u0628\u062f\u062a\u0631 \u0627\u0632 \u062d\u062f).<\/p>\n<p><em>\u0628\u0627\u0634\u062f \u06a9\u0647 \u0646\u06cc\u0631\u0648\u06cc ETL \u0628\u0627 \u0634\u0645\u0627 \u0628\u0627\u0634\u062f.<\/em> \u2728<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 ETL \u0645\u06cc \u062a\u0648\u0627\u0646\u062f \u0628\u0633\u06cc\u0627\u0631 \u0634\u0628\u06cc\u0647 \u0628\u0647 \u0622\u0646 \u0628\u0627\u0634\u062f \u0645\u0646\u062a\u062e\u0628 \u2013 \u0634\u0645\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 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