{"id":96608,"date":"2025-02-08T20:52:40","date_gmt":"2025-02-08T17:22:40","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/"},"modified":"2025-02-08T20:52:40","modified_gmt":"2025-02-08T17:22:40","slug":"%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/","title":{"rendered":"\u0627\u06cc\u062c\u0627\u062f \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 &#8211; \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u06a9\u0627\u0645\u0644."},"content":{"rendered":"<div data-article-id=\"2265904\" id=\"article-body\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_84 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=\"Toggle Table of Content\"><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%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/#%D8%AE%D8%B7%D9%88%D8%B7_%D9%84%D9%88%D9%84%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%DA%86%DB%8C%D8%B3%D8%AA\" >\u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0686\u06cc\u0633\u062a<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/#%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87\" >\u0627\u062c\u0632\u0627\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/#%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C_%DB%8C%DA%A9_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87\" >\u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/#%D9%85%D9%84%D8%A7%D8%AD%D8%B8%D8%A7%D8%AA_%D9%87%D9%86%DA%AF%D8%A7%D9%85_%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87\" >\u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0647\u0646\u06af\u0627\u0645 \u0637\u0631\u0627\u062d\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647<\/a><\/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%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/#%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_Python_ETL\" >\u0627\u062c\u0631\u0627\u06cc Python ETL<\/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%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/#1_%D8%AE%D9%88%D8%A7%D9%86%D8%AF%D9%86_%D8%A7%D8%B2_%DB%8C%DA%A9_%D9%BE%D8%B1%D9%88%D9%86%D8%AF%D9%87_CSV\" >1. \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u0632 \u06cc\u06a9 \u067e\u0631\u0648\u0646\u062f\u0647 CSV<\/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%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/#2_%D8%AE%D9%88%D8%A7%D9%86%D8%AF%D9%86_%D8%A7%D8%B2_API\" >2. \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u0632 API<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/nabfollower.com\/blog\/%d8%a7%db%8c%d8%ac%d8%a7%d8%af-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%d8%af%d8%a7%d8%af%d9%87-%d9%85%d9%82%db%8c%d8%a7%d8%b3-%d9%be%d8%b0%db%8c%d8%b1-%d8%a8%d8%a7-%d9%be%d8%a7%db%8c-2\/#%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\" >\u067e\u0627\u06cc\u0627\u0646<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AE%D8%B7%D9%88%D8%B7_%D9%84%D9%88%D9%84%D9%87_%D8%AF%D8%A7%D8%AF%D9%87_%DA%86%DB%8C%D8%B3%D8%AA\"><\/span>\n<p>  \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0686\u06cc\u0633\u062a<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0633\u0631\u06cc \u0645\u0631\u0627\u062d\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u0628\u0647 \u0645\u0642\u0635\u062f \u062e\u0648\u062f \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f. \u0628\u0639\u0636\u06cc \u0627\u0648\u0642\u0627\u062a \u060c \u062a\u062d\u0648\u0644 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0634\u0648\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0648 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0645\u06cc\u0632 \u0647\u0633\u062a\u0646\u062f.  <\/p>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B2%D8%A7%DB%8C_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87\"><\/span>\n<p>  \u0627\u062c\u0632\u0627\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u062c\u0632\u0627\u06cc \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0628\u0647 \u0639\u0646\u0627\u0635\u0631\u06cc \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u0634\u06a9\u06cc\u0644 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u062c\u0645\u0639 \u0645\u06cc \u0634\u0648\u0646\u062f \u060c \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646\u0647\u0627 \u0634\u0627\u0645\u0644:<\/p>\n<ol>\n<li>\n<strong>\u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647<\/strong> &#8211; \u0627\u06cc\u0646\u0647\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646\u0646\u062f \u0634\u0627\u0645\u0644 \u0628\u0627\u0646\u06a9\u0647\u0627\u06cc \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u06cc \u060c \u067e\u0631\u0648\u0646\u062f\u0647 \u0647\u0627\u06cc CSV \u060c API \u0648 \u0633\u0627\u06cc\u0631 \u0642\u0627\u0644\u0628 \u0647\u0627\u06cc \u067e\u0631\u0648\u0646\u062f\u0647 \u0628\u0627\u0634\u0646\u062f.<\/li>\n<li>\n<strong>\u0631\u0648\u0634\u0647\u0627\u06cc \u0645\u0635\u0631\u0641 \u062f\u0627\u062f\u0647<\/strong> &#8211; \u0627\u06cc\u0646\u0647\u0627 \u0628\u0647 \u0646\u062d\u0648\u0647 \u0628\u0627\u0631\u06af\u06cc\u0631\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u062f\u0631 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u0646\u062f. \u062f\u0648 \u0631\u0648\u0634 \u0627\u0635\u0644\u06cc \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647<\/strong><\/li>\n<li><strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646<\/strong><\/li>\n<\/ul>\n<\/li>\n<li>\n<strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634<\/strong> &#8211; \u0627\u06cc\u0646 \u0628\u0647 \u062a\u06a9\u0646\u06cc\u06a9 \u0647\u0627 \u0648 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f.<\/li>\n<li>\n<strong>\u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong> &#8211; \u0627\u06cc\u0646 \u0628\u0647 \u0645\u062d\u0644 \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0646\u0628\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u060c \u062f\u0631\u06cc\u0627\u0686\u0647 \u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u063a\u06cc\u0631\u0647 \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u0645\u0639\u0645\u0648\u0644\u0627\u064b \u0645\u0642\u0635\u062f \u0646\u0647\u0627\u06cc\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0633\u062a.<\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%D8%B9%D9%85%D9%84%DA%A9%D8%B1%D8%AF%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C_%DB%8C%DA%A9_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87\"><\/span>\n<p>  \u0639\u0645\u0644\u06a9\u0631\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062a\u0648\u0627\u0628\u0639 \u0627\u0635\u0644\u06cc \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u0634\u0627\u0645\u0644 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<ol>\n<li><strong>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0631\u062f\u0646<\/strong><\/li>\n<li><strong>\u062a\u063a\u06cc\u06cc\u0631 \u0634\u06a9\u0644<\/strong><\/li>\n<li><strong>\u0628\u0627\u0631<\/strong><\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%D9%85%D9%84%D8%A7%D8%AD%D8%B8%D8%A7%D8%AA_%D9%87%D9%86%DA%AF%D8%A7%D9%85_%D8%B7%D8%B1%D8%A7%D8%AD%DB%8C_%D8%AE%D8%B7_%D9%84%D9%88%D9%84%D9%87\"><\/span>\n<p>  \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0647\u0646\u06af\u0627\u0645 \u0637\u0631\u0627\u062d\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0647\u0646\u06af\u0627\u0645 \u0637\u0631\u0627\u062d\u06cc \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u060c \u0639\u0648\u0627\u0645\u0644 \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0627\u06cc\u062f \u062f\u0631 \u0646\u0638\u0631 \u06af\u0631\u0641\u062a:<\/p>\n<ol>\n<li><strong>\u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc<\/strong><\/li>\n<li><strong>\u062d\u0641\u0638 \u0642\u0627\u0628\u0644\u06cc\u062a<\/strong><\/li>\n<li><strong>\u0627\u0645\u0646\u06cc\u062a<\/strong><\/li>\n<li><strong>\u0627\u062a\u0647\u0627\u0645 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646<\/strong><\/li>\n<\/ol>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D8%AC%D8%B1%D8%A7%DB%8C_Python_ETL\"><\/span>\n<p>  \u0627\u062c\u0631\u0627\u06cc Python ETL<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u062e\u0648\u0627\u0647\u06cc\u0645 \u062f\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 ETL \u0633\u0627\u062f\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u0648 \u06cc\u06a9 API \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u0645 \u060c \u0633\u067e\u0633 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 PostgreSQL \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"1_%D8%AE%D9%88%D8%A7%D9%86%D8%AF%D9%86_%D8%A7%D8%B2_%DB%8C%DA%A9_%D9%BE%D8%B1%D9%88%D9%86%D8%AF%D9%87_CSV\"><\/span>\n<p>  1. \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u0632 \u06cc\u06a9 \u067e\u0631\u0648\u0646\u062f\u0647 CSV<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0642\u0628\u0644 \u0627\u0632 \u0633\u0627\u062e\u062a\u0646 \u062e\u0637 \u0644\u0648\u0644\u0647 ETL \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u060c \u0645\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u0645:<\/p>\n<ul>\n<li>\u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV (\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Mockaroo \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u06af\u06cc \u062a\u0648\u0644\u06cc\u062f \u0634\u062f\u0647 \u0627\u0633\u062a).<\/li>\n<li>\u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 PostgreSQL (\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AIVEN \u0648 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 DBEAVER \u0627\u06cc\u062c\u0627\u062f \u0634\u062f\u0647 \u0627\u0633\u062a).<\/li>\n<\/ul>\n<p>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646 \u0632\u06cc\u0631 \u0646\u062d\u0648\u0647 \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 PostgreSQL \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc \u06a9\u0646\u062f:<\/p>\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<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=\"c1\"># Create a connection to PostgreSQL\n<\/span><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:\/\/username:password@localhost:5432\/etl_db<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Read CSV file\n<\/span><span class=\"n\">df<\/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\">sales.csv<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n<span class=\"c1\"># Data Cleaning and Transformation\n<\/span><span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"nf\">dropna<\/span><span class=\"p\">()<\/span>\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"nf\">rename<\/span><span class=\"p\">(<\/span><span class=\"n\">columns<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"sh\">'<\/span><span class=\"s\">id<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"sh\">'<\/span><span class=\"s\">sales_id<\/span><span class=\"sh\">'<\/span><span class=\"p\">})<\/span>\n\n<span class=\"c1\"># Load data into PostgreSQL\n<\/span><span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"nf\">to_sql<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">sales<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">engine<\/span><span class=\"p\">,<\/span> <span class=\"n\">if_exists<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">append<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">index<\/span><span class=\"o\">=<\/span><span class=\"bp\">False<\/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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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<p>\u06a9\u062f \u0641\u0648\u0642 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0645\u0646\u062a\u0642\u0644 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 ETL \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"2_%D8%AE%D9%88%D8%A7%D9%86%D8%AF%D9%86_%D8%A7%D8%B2_API\"><\/span>\n<p>  2. \u062e\u0648\u0627\u0646\u062f\u0646 \u0627\u0632 API<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0645\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 \u0627\u06cc\u0646 API \u062f\u0631\u06cc\u0627\u0641\u062a \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f: \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc JSON. \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u06af\u06cc \u0646\u0645\u0627\u06cc\u0646\u062f\u06af\u0627\u0646 \u06a9\u0627\u0631\u0645\u0646\u062f\u0627\u0646 \u06cc\u06a9 \u0634\u0631\u06a9\u062a \u062f\u0627\u0633\u062a\u0627\u0646\u06cc \u0631\u0627 \u0646\u0634\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f.<\/p>\n<p>\u0641\u0631\u0622\u06cc\u0646\u062f ETL \u0628\u0647 \u0634\u0631\u062d \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"kn\">import<\/span> <span class=\"n\">requests<\/span>\n<span class=\"kn\">import<\/span> <span class=\"n\">pandas<\/span> <span class=\"k\">as<\/span> <span class=\"n\">pd<\/span>\n<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=\"c1\"># API URL\n<\/span><span class=\"n\">url<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">https:\/\/raw.githubusercontent.com\/LuxDevHQ\/LuxDevHQDataEngineeringGuide\/refs\/heads\/main\/samplejson.json<\/span><span class=\"sh\">\"<\/span>\n\n<span class=\"c1\"># Fetch data from API\n<\/span><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=\"n\">url<\/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\n<span class=\"c1\"># Transform data\n<\/span><span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">pd<\/span><span class=\"p\">.<\/span><span class=\"nc\">DataFrame<\/span><span class=\"p\">(<\/span><span class=\"n\">data<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">df<\/span> <span class=\"o\">=<\/span> <span class=\"n\">df<\/span><span class=\"p\">[[<\/span><span class=\"sh\">'<\/span><span class=\"s\">name<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">position<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">country<\/span><span class=\"sh\">'<\/span><span class=\"p\">]]<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"n\">columns<\/span> <span class=\"o\">=<\/span> <span class=\"p\">[<\/span><span class=\"sh\">'<\/span><span class=\"s\">full_name<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">role<\/span><span class=\"sh\">'<\/span><span class=\"p\">,<\/span> <span class=\"sh\">'<\/span><span class=\"s\">country<\/span><span class=\"sh\">'<\/span><span class=\"p\">]<\/span>\n\n<span class=\"c1\"># Load data into PostgreSQL\n<\/span><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:\/\/username:password@localhost:5432\/etl_db<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n<span class=\"n\">df<\/span><span class=\"p\">.<\/span><span class=\"nf\">to_sql<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">staff_data<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">engine<\/span><span class=\"p\">,<\/span> <span class=\"n\">if_exists<\/span><span class=\"o\">=<\/span><span class=\"sh\">\"<\/span><span class=\"s\">append<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"n\">index<\/span><span class=\"o\">=<\/span><span class=\"bp\">False<\/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>\u062d\u0627\u0644\u062a \u062a\u0645\u0627\u0645 \u0635\u0641\u062d\u0647 \u0631\u0627 \u0648\u0627\u0631\u062f \u06a9\u0646\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<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%A7%DB%8C%D8%A7%D9%86\"><\/span>\n<p>  \u067e\u0627\u06cc\u0627\u0646<br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0645\u0627 \u062f\u0631 \u0645\u0648\u0631\u062f \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u060c \u0645\u0624\u0644\u0641\u0647 \u0647\u0627\u06cc \u0622\u0646\u0647\u0627 \u060c \u06a9\u0627\u0631\u06a9\u0631\u062f\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u060c \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0637\u0631\u0627\u062d\u06cc \u0648 \u0646\u062d\u0648\u0647 \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 ETL \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 CSV \u0648 \u06cc\u06a9 API \u062f\u0631 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 PostgreSQL \u0622\u0645\u0648\u062e\u062a\u0647 \u0627\u06cc\u0645.<\/p>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0686\u06cc\u0633\u062a \u06cc\u06a9 \u062e\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0633\u0631\u06cc \u0645\u0631\u0627\u062d\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631\u0633\u0627\u0632\u06cc \u0645\u0647\u0627\u062c\u0631\u062a \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u0646\u0628\u0639 \u0628\u0647 \u0645\u0642\u0635\u062f \u062e\u0648\u062f \u0627\u0634\u0627\u0631\u0647 \u062f\u0627\u0631\u062f. \u0628\u0639\u0636\u06cc \u0627\u0648\u0642\u0627\u062a \u060c \u062a\u062d\u0648\u0644 \u062f\u0631 \u06a9\u0646\u0627\u0631 \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc \u0634\u0648\u062f \u062a\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062d\u0627\u0635\u0644 \u0634\u0648\u062f \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647 \u0648 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0645\u06cc\u0632 \u0647\u0633\u062a\u0646\u062f. \u0627\u062c\u0632\u0627\u06cc \u062e\u0637 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":96609,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"https:\/\/media2.dev.to\/dynamic\/image\/width=1000,height=500,fit=cover,gravity=auto,format=auto\/https%3A%2F%2Fdev-to-uploads.s3.amazonaws.com%2Fuploads%2Farticles%2Ftyq2l42x7rpk9a6lfi3b.png","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-96608","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-dev"],"_links":{"self":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96608","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/comments?post=96608"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/96608\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/96609"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=96608"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=96608"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=96608"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}