{"id":476681,"date":"2023-08-09T07:31:20","date_gmt":"2023-08-09T07:31:20","guid":{"rendered":""},"modified":"2023-09-05T11:13:13","modified_gmt":"2023-09-05T11:13:13","slug":"data-pipelines","status":"publish","type":"wiki","link":"https:\/\/oneproxy.pro\/ar\/wiki\/data-pipelines\/","title":{"rendered":"\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a"},"content":{"rendered":"<p>\u062a\u0634\u064a\u0631 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u062c\u0645\u0648\u0639\u0629 \u0645\u0646 \u0627\u0644\u0639\u0645\u0644\u064a\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0644\u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0648\u062a\u0633\u0644\u064a\u0645\u0647\u0627 \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 \u0625\u0644\u0649 \u0648\u062c\u0647\u062a\u0647\u0627 \u0627\u0644\u0645\u0642\u0635\u0648\u062f\u0629. \u062a\u0639\u0645\u0644 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0647\u0630\u0647 \u0639\u0644\u0649 \u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0633\u0644\u0633 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u062f\u0642\u062a\u0647\u0627 \u0648\u0645\u0648\u062b\u0648\u0642\u064a\u062a\u0647\u0627 \u0648\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627. \u062a\u0644\u0639\u0628 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0648\u0631\u064b\u0627 \u062d\u0627\u0633\u0645\u064b\u0627 \u0641\u064a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u0645\u0643\u0646\u0647\u0627 \u0645\u0646 \u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629 \u0648\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0646\u064a\u0631\u0629 \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<h2>\u062a\u0627\u0631\u064a\u062e \u0623\u0635\u0644 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0648\u0644 \u0630\u0643\u0631 \u0644\u0647\u0627.<\/h2>\n<p>\u0644\u0642\u062f \u062a\u0637\u0648\u0631 \u0645\u0641\u0647\u0648\u0645 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a \u0645\u0639 \u0646\u0645\u0648 \u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0648\u0627\u0644\u0637\u0644\u0628 \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f \u0639\u0644\u0649 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629. \u0641\u064a \u062d\u064a\u0646 \u0623\u0646\u0647 \u0645\u0646 \u0627\u0644\u0635\u0639\u0628 \u062a\u062d\u062f\u064a\u062f \u0627\u0644\u0623\u0635\u0644 \u0627\u0644\u062f\u0642\u064a\u0642 \u0644\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0625\u0644\u0627 \u0623\u0646\u0647 \u064a\u0645\u0643\u0646 \u0625\u0631\u062c\u0627\u0639\u0647\u0627 \u0625\u0644\u0649 \u0627\u0644\u0623\u064a\u0627\u0645 \u0627\u0644\u0623\u0648\u0644\u0649 \u0644\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0639\u0645\u0644\u064a\u0627\u062a ETL (\u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0648\u0627\u0644\u062a\u062d\u0645\u064a\u0644).<\/p>\n<p>\u0641\u064a \u0627\u0644\u0633\u062a\u064a\u0646\u064a\u0627\u062a\u060c \u0639\u0646\u062f\u0645\u0627 \u0628\u062f\u0623\u062a \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0641\u064a \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0643\u0627\u0646\u062a \u0647\u0646\u0627\u0643 \u062d\u0627\u062c\u0629 \u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0648\u062a\u062d\u0645\u064a\u0644\u0647\u0627 \u0628\u064a\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629. \u0623\u062f\u062a \u0647\u0630\u0647 \u0627\u0644\u0636\u0631\u0648\u0631\u0629 \u0625\u0644\u0649 \u0638\u0647\u0648\u0631 \u0639\u0645\u0644\u064a\u0629 ETL\u060c \u0627\u0644\u062a\u064a \u0623\u0631\u0633\u062a \u0627\u0644\u0623\u0633\u0627\u0633 \u0644\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629.<\/p>\n<h2>\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u0645\u0641\u0635\u0644\u0629 \u062d\u0648\u0644 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u062a\u0648\u0633\u064a\u0639 \u0645\u0648\u0636\u0648\u0639 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/h2>\n<p>\u062a\u062a\u0643\u0648\u0646 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0633\u0644\u0633\u0644\u0629 \u0645\u0646 \u0627\u0644\u0645\u0643\u0648\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0631\u0627\u0628\u0637\u0629\u060c \u064a\u062e\u062f\u0645 \u0643\u0644 \u0645\u0646\u0647\u0627 \u063a\u0631\u0636\u064b\u0627 \u0645\u062d\u062f\u062f\u064b\u0627 \u0641\u064a \u0633\u064a\u0631 \u0639\u0645\u0644 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0627\u0644\u0645\u0631\u0627\u062d\u0644 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u0643\u0629 \u0641\u064a \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0639\u0645\u0644\u064a\u0629 \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629 \u0645\u062b\u0644 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0648\u0627\u062c\u0647\u0627\u062a \u0628\u0631\u0645\u062c\u0629 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0648\u0645\u0644\u0641\u0627\u062a \u0627\u0644\u0633\u062c\u0644 \u0648\u0645\u0646\u0635\u0627\u062a \u0627\u0644\u0628\u062b.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u064a \u064a\u062a\u0645 \u0641\u064a\u0647\u0627 \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u0625\u062b\u0631\u0627\u0626\u0647\u0627 \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u062a\u0646\u0633\u064a\u0642 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u062a\u062d\u0644\u064a\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062e\u0632\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u062a\u0645 \u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0628\u062d\u064a\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0633\u0647\u0648\u0644\u0629 \u0627\u0644\u0648\u0635\u0648\u0644 \u0625\u0644\u064a\u0647\u0627 \u0648\u0627\u0633\u062a\u0631\u062c\u0627\u0639\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u062a\u0636\u0645\u0646 \u0625\u062c\u0631\u0627\u0621 \u062d\u0633\u0627\u0628\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0645\u0639\u0642\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0627\u0633\u062a\u062e\u0644\u0627\u0635 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0627\u0644\u0645\u0631\u062d\u0644\u0629 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u062d\u064a\u062b \u064a\u062a\u0645 \u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u064a\u0646 \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u064a\u0646 \u0623\u0648 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0623\u0648 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0623\u062e\u0631\u0649 \u0644\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0644\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0643\u064a\u0641 \u062a\u0639\u0645\u0644 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/h2>\n<p>\u062a\u062a\u0643\u0648\u0646 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0643\u0648\u0646\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u062a\u0639\u0645\u0644 \u0628\u0634\u0643\u0644 \u0645\u062a\u0646\u0627\u063a\u0645 \u0644\u062a\u062d\u0642\u064a\u0642 \u062a\u062f\u0641\u0642 \u0633\u0644\u0633 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a. \u0642\u062f \u064a\u0634\u0645\u0644 \u0627\u0644\u0647\u064a\u0643\u0644 \u0627\u0644\u062f\u0627\u062e\u0644\u064a \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0645\u0648\u0635\u0644\u0627\u062a \u0645\u0635\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u062a\u0633\u0647\u0644 \u0647\u0630\u0647 \u0627\u0644\u0645\u0648\u0635\u0644\u0627\u062a \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0646\u0648\u0639\u0629 \u0648\u062a\u0636\u0645\u0646 \u062a\u062f\u0641\u0642\u064b\u0627 \u0633\u0644\u0633\u064b\u0627 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062d\u0631\u0643 \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u0642\u0648\u0645 \u0645\u062d\u0631\u0643 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0648\u0625\u062b\u0631\u0627\u0626\u0647\u0627 \u0644\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u062e\u0632\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u0642\u0648\u0645 \u0647\u0630\u0627 \u0627\u0644\u0645\u0643\u0648\u0646 \u0628\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0623\u0648\u0644\u064a\u0629 \u0648\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629\u060c \u0648\u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0643\u0648\u0646 \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0645\u0633\u062a\u0648\u062f\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u0628\u062d\u064a\u0631\u0629 \u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0625\u0637\u0627\u0631 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0644\u062d\u0633\u0627\u0628\u0627\u062a \u0627\u0644\u0645\u0639\u0642\u062f\u0629 \u0648\u0645\u0647\u0627\u0645 \u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062a\u0648\u0644\u064a\u062f \u0631\u0624\u0649.<\/p>\n<\/li>\n<li>\n<p><strong>\u0622\u0644\u064a\u0629 \u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u062a\u0645\u0643\u0646 \u0645\u0646 \u062a\u0633\u0644\u064a\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0645\u0633\u062a\u0644\u0645\u064a\u0646 \u0623\u0648 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0645\u0642\u0635\u0648\u062f\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0634\u062a\u0645\u0644 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0639\u0644\u0649 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0644\u0636\u0645\u0627\u0646 \u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u062e\u0627\u0644\u064a\u0629 \u0645\u0646 \u0627\u0644\u0623\u062e\u0637\u0627\u0621.<\/p>\n<h2>\u062a\u062d\u0644\u064a\u0644 \u0627\u0644\u0633\u0645\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/h2>\n<p>\u062a\u0648\u0641\u0631 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u062f\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u064a\u0632\u0627\u062a \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u062c\u0639\u0644\u0647\u0627 \u0644\u0627 \u063a\u0646\u0649 \u0639\u0646\u0647\u0627 \u0641\u064a \u0627\u0644\u0646\u0638\u0627\u0645 \u0627\u0644\u0628\u064a\u0626\u064a \u0627\u0644\u0645\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0645\u0646 \u0623\u064a \u062d\u062c\u0645.<\/p>\n<\/li>\n<li>\n<p><strong>\u0645\u0635\u062f\u0627\u0642\u064a\u0629:<\/strong> \u0623\u0646\u0647\u0627 \u062a\u0648\u0641\u0631 \u0648\u0633\u064a\u0644\u0629 \u0645\u0648\u062b\u0648\u0642\u0629 \u0644\u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0636\u0645\u0627\u0646 \u0633\u0644\u0627\u0645\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u062a\u0633\u0627\u0642\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0631\u0648\u0646\u0629:<\/strong> \u064a\u0645\u0643\u0646 \u062a\u0643\u064a\u064a\u0641 \u062e\u0637\u0648\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u0639\u0645\u0644 \u0645\u0639 \u062a\u0646\u0633\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0635\u0627\u062f\u0631 \u0648\u0627\u0644\u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u062a\u062f\u0639\u0645 \u0628\u0639\u0636 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u0645\u0645\u0627 \u064a\u0633\u0645\u062d \u0628\u0627\u0644\u062d\u0635\u0648\u0644 \u0639\u0644\u0649 \u0631\u0624\u0649 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0645\u0646\u0627\u0633\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u0625\u062f\u0627\u0631\u0629 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u063a\u0627\u0644\u0628\u064b\u0627 \u0645\u0627 \u062a\u0634\u062a\u0645\u0644 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u0622\u0644\u064a\u0627\u062a \u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0646\u0638\u064a\u0641\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0639\u0632\u0632 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0623\u0646\u0648\u0627\u0639 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u062a\u0635\u0646\u064a\u0641 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0646\u0627\u0621\u064b \u0639\u0644\u0649 \u0646\u0634\u0631\u0647\u0627 \u0648\u0646\u0647\u062c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645. \u0627\u0644\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0644\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0647\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062c\u0645\u0639\u0629:<\/strong> \u062a\u0642\u0648\u0645 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0647\u0630\u0647 \u0628\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u062f\u0641\u0639\u0627\u062a \u0630\u0627\u062a \u062d\u062c\u0645 \u062b\u0627\u0628\u062a\u060c \u0645\u0645\u0627 \u064a\u062c\u0639\u0644\u0647\u0627 \u0645\u0646\u0627\u0633\u0628\u0629 \u0644\u0644\u0645\u0647\u0627\u0645 \u063a\u064a\u0631 \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0648\u0642\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062f\u0641\u0642 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u062a\u0645 \u062a\u0635\u0645\u064a\u0645 \u062e\u0637\u0648\u0637 \u0627\u0644\u062a\u062f\u0641\u0642 \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629 \u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a\u060c \u062d\u064a\u062b \u062a\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u0648\u0631 \u0648\u0635\u0648\u0644\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0627\u062a\u062e\u0627\u0630 \u0625\u062c\u0631\u0627\u0621 \u0641\u0648\u0631\u064a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 ETL (\u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0648\u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u0648\u0627\u0644\u062a\u062d\u0645\u064a\u0644):<\/strong> \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062a\u0642\u0644\u064a\u062f\u064a\u0629 \u0627\u0644\u062a\u064a \u062a\u0633\u062a\u062e\u0631\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0648\u062a\u062d\u0648\u0644\u0647\u0627\u060c \u0648\u062a\u062d\u0645\u064a\u0644\u0647\u0627 \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u062f\u0639 \u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>ELT (\u0627\u0633\u062a\u062e\u0631\u0627\u062c\u060c \u062a\u062d\u0645\u064a\u0644\u060c \u062a\u062d\u0648\u064a\u0644) \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628:<\/strong> \u064a\u0634\u0628\u0647 ETL\u060c \u0644\u0643\u0646 \u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u062d\u0648\u064a\u0644 \u062a\u062d\u062f\u062b \u0628\u0639\u062f \u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0627\u0644\u0648\u062c\u0647\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u062a\u0631\u062d\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u0633\u062a\u062e\u062f\u0645 \u0644\u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u064a\u0646 \u0623\u0646\u0638\u0645\u0629 \u0623\u0648 \u0645\u0646\u0635\u0627\u062a \u0645\u062e\u062a\u0644\u0641\u0629 \u0623\u062b\u0646\u0627\u0621 \u0645\u0634\u0627\u0631\u064a\u0639 \u062a\u0631\u062d\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a:<\/strong> \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0645\u062a\u062e\u0635\u0635\u0629 \u0627\u0644\u062a\u064a \u062a\u062a\u0636\u0645\u0646 \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u062f\u0631\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u0646\u0645\u0627\u0630\u062c \u0648\u0646\u0634\u0631 \u0646\u0645\u0627\u0630\u062c \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a.<\/p>\n<\/li>\n<\/ol>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u062c\u062f\u0648\u0644 \u064a\u0644\u062e\u0635 \u0623\u0646\u0648\u0627\u0639 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0646\u0648\u0639 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/th>\n<th>\u0648\u0635\u0641<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062c\u0645\u0639\u0629<\/td>\n<td>\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u062f\u0641\u0639\u0627\u062a \u0630\u0627\u062a \u062d\u062c\u0645 \u062b\u0627\u0628\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u062f\u0641\u0642 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0625\u064a \u062a\u064a \u0625\u0644<\/td>\n<td>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0648\u062a\u062d\u0645\u064a\u0644\u0647\u0627 \u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0625\u064a \u0625\u0644 \u062a\u064a<\/td>\n<td>\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0645\u064a\u0644\u0647\u0627 \u062b\u0645 \u062a\u062d\u0648\u064a\u0644\u0647\u0627<\/td>\n<\/tr>\n<tr>\n<td>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u062a\u0631\u062d\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0646\u0642\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u064a\u0646 \u0627\u0644\u0623\u0646\u0638\u0645\u0629 \u0627\u0644\u0645\u062e\u062a\u0644\u0641\u0629<\/td>\n<\/tr>\n<tr>\n<td>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a<\/td>\n<td>\u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0645\u0633\u0628\u0642\u0629 \u0644\u0646\u0645\u0627\u0630\u062c \u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u0629 \u0648\u062a\u062f\u0631\u064a\u0628\u0647\u0627 \u0648\u0646\u0634\u0631\u0647\u0627<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0637\u0631\u0642 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0637\u0648\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0634\u0627\u0643\u0644\u0647\u0627 \u0648\u062d\u0644\u0648\u0644\u0647\u0627 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645.<\/h2>\n<p>\u062a\u062e\u062f\u0645 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u063a\u0631\u0627\u0636\u064b\u0627 \u0639\u062f\u064a\u062f\u0629 \u0648\u0647\u064a \u062d\u064a\u0648\u064a\u0629 \u0644\u0645\u062e\u062a\u0644\u0641 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u062d\u0627\u0644\u0627\u062a \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u0634\u0627\u0626\u0639\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644:<\/strong> \u062a\u0633\u0627\u0639\u062f \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u062c\u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u062a\u0647\u0627 \u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0623\u0639\u0645\u0627\u0644 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u062a\u062a\u064a\u062d \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u062f\u0641\u0642\u0629 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u0641\u0639\u0644\u064a \u0644\u0635\u0646\u0627\u0639\u0627\u062a \u0645\u062b\u0644 \u0627\u0644\u062a\u0645\u0648\u064a\u0644 \u0648\u0625\u0646\u062a\u0631\u0646\u062a \u0627\u0644\u0623\u0634\u064a\u0627\u0621.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u062a\u0642\u0648\u0645 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 ETL\/ELT \u0628\u062a\u062d\u0645\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0625\u0644\u0649 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0644\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0648\u0625\u0639\u062f\u0627\u062f \u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631 \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u062a\u0639\u0645\u0644 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0644\u0649 \u062f\u0645\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062e\u062a\u0644\u0641\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u0645\u0631\u0643\u0632\u064a\u0629 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u0644\u0646\u0633\u062e \u0627\u0644\u0627\u062d\u062a\u064a\u0627\u0637\u064a \u0648\u0627\u0633\u062a\u0639\u0627\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0644\u0625\u0646\u0634\u0627\u0621 \u0646\u0633\u062e \u0627\u062d\u062a\u064a\u0627\u0637\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0633\u0647\u064a\u0644 \u0627\u0644\u062a\u0639\u0627\u0641\u064a \u0645\u0646 \u0627\u0644\u0643\u0648\u0627\u0631\u062b.<\/p>\n<\/li>\n<\/ol>\n<h3>\u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0648\u0627\u0644\u062d\u0644\u0648\u0644:<\/h3>\n<p>\u0641\u064a \u062d\u064a\u0646 \u0623\u0646 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062a\u0648\u0641\u0631 \u0645\u0632\u0627\u064a\u0627 \u0643\u0628\u064a\u0631\u0629\u060c \u0625\u0644\u0627 \u0623\u0646\u0647\u0627 \u062a\u0623\u062a\u064a \u0645\u0639 \u0628\u0639\u0636 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a:<\/p>\n<ol>\n<li>\n<p><strong>\u0623\u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0636\u0645\u0627\u0646 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0645\u0627\u0646\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u0639\u0645\u0644\u064a\u0629 \u0627\u0644\u0646\u0642\u0644 \u0648\u0627\u0644\u062a\u062e\u0632\u064a\u0646.<\/p>\n<\/li>\n<li>\n<p><strong>\u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0639\u062f\u0645 \u062a\u0646\u0627\u0633\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0636\u0645\u0627\u0646 \u062c\u0648\u062f\u0629 \u0639\u0627\u0644\u064a\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<li>\n<p><strong>\u0632\u0645\u0646 \u0648\u0635\u0648\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u062a\u0623\u062e\u064a\u0631 \u0641\u064a \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u0633\u0644\u064a\u0645\u0647\u0627.<\/p>\n<\/li>\n<li>\n<p><strong>\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639:<\/strong> \u0627\u0644\u062a\u0623\u0643\u062f \u0645\u0646 \u0642\u062f\u0631\u0629 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628 \u0639\u0644\u0649 \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0623\u062d\u062c\u0627\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062a\u0632\u0627\u064a\u062f\u0629.<\/p>\n<\/li>\n<\/ol>\n<p>\u062a\u062a\u0636\u0645\u0646 \u062d\u0644\u0648\u0644 \u0647\u0630\u0647 \u0627\u0644\u062a\u062d\u062f\u064a\u0627\u062a \u0627\u0644\u062a\u0634\u0641\u064a\u0631 \u0627\u0644\u0642\u0648\u064a \u0648\u0627\u0644\u062a\u062d\u0642\u0642 \u0645\u0646 \u0635\u062d\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0631\u0627\u0642\u0628\u0629 \u0648\u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0646\u064a\u0629 \u062a\u062d\u062a\u064a\u0629 \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631.<\/p>\n<h2>\u0627\u0644\u062e\u0635\u0627\u0626\u0635 \u0627\u0644\u0631\u0626\u064a\u0633\u064a\u0629 \u0648\u0645\u0642\u0627\u0631\u0646\u0627\u062a \u0623\u062e\u0631\u0649 \u0645\u0639 \u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0645\u0645\u0627\u062b\u0644\u0629 \u0641\u064a \u0634\u0643\u0644 \u062c\u062f\u0627\u0648\u0644 \u0648\u0642\u0648\u0627\u0626\u0645.<\/h2>\n<p>\u0641\u064a\u0645\u0627 \u064a\u0644\u064a \u0645\u0642\u0627\u0631\u0646\u0629 \u0628\u064a\u0646 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0645\u0635\u0637\u0644\u062d\u0627\u062a \u0627\u0644\u0645\u0634\u0627\u0628\u0647\u0629:<\/p>\n<table>\n<thead>\n<tr>\n<th>\u0648\u062c\u0647<\/th>\n<th>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/th>\n<th>\u0625\u064a\u062a\u0644<\/th>\n<th>\u0625\u0644\u062a<\/th>\n<th>\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u0646\u0647\u062c \u0627\u0644\u0645\u0639\u0627\u0644\u062c\u0629<\/td>\n<td>\u062f\u0641\u0639\u0629 \u0623\u0648 \u0627\u0644\u062c\u0631\u064a<\/td>\n<td>\u062d\u0632\u0645\u0629<\/td>\n<td>\u062d\u0632\u0645\u0629<\/td>\n<td>\u062f\u0641\u0639\u0629 \u0623\u0648 \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0648\u0642\u064a\u062a \u0627\u0644\u062a\u062d\u0648\u0644<\/td>\n<td>\u0623\u062b\u0646\u0627\u0621 \u0623\u0648 \u0628\u0639\u062f<\/td>\n<td>\u062e\u0644\u0627\u0644<\/td>\n<td>\u0628\u0639\u062f<\/td>\n<td>\u0623\u062b\u0646\u0627\u0621 \u0623\u0648 \u0628\u0639\u062f<\/td>\n<\/tr>\n<tr>\n<td>\u062d\u0627\u0644\u0629 \u0627\u0644\u0627\u0633\u062a\u062e\u062f\u0627\u0645<\/td>\n<td>\u062d\u0631\u0643\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u062a\u0648\u062d\u064a\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<\/tr>\n<tr>\n<td>\u062a\u0639\u0642\u064a\u062f \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644\u0629 \u0625\u0644\u0649 \u0639\u0627\u0644\u064a\u0629<\/td>\n<td>\u0639\u0627\u0644\u064a<\/td>\n<td>\u0642\u0644\u064a\u0644<\/td>\n<td>\u0645\u0639\u062a\u062f\u0644\u0629 \u0625\u0644\u0649 \u0639\u0627\u0644\u064a\u0629<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>\u0648\u062c\u0647\u0627\u062a \u0646\u0638\u0631 \u0648\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0645\u0633\u062a\u0642\u0628\u0644 \u0627\u0644\u0645\u062a\u0639\u0644\u0642\u0629 \u0628\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/h2>\n<p>\u0625\u0646 \u0645\u0633\u062a\u0642\u0628\u0644 \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0639\u062f\u060c \u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0627\u0644\u0645\u0633\u062a\u0645\u0631 \u0641\u064a \u0627\u0644\u062a\u0643\u0646\u0648\u0644\u0648\u062c\u064a\u0627. \u062a\u0634\u0645\u0644 \u0628\u0639\u0636 \u0648\u062c\u0647\u0627\u062a \u0627\u0644\u0646\u0638\u0631 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629 \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0622\u0644\u064a\u0629:<\/strong> \u0632\u064a\u0627\u062f\u0629 \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u0644\u062d\u0644\u0648\u0644 \u0627\u0644\u0645\u0639\u062a\u0645\u062f\u0629 \u0639\u0644\u0649 \u0627\u0644\u0630\u0643\u0627\u0621 \u0627\u0644\u0627\u0635\u0637\u0646\u0627\u0639\u064a \u0644\u062a\u0628\u0633\u064a\u0637 \u062a\u0637\u0648\u064a\u0631 \u0648\u0625\u062f\u0627\u0631\u0629 \u062e\u0637\u0648\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u0628\u0646\u064a\u0627\u062a \u0628\u062f\u0648\u0646 \u062e\u0627\u062f\u0645:<\/strong> \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0628\u062f\u0648\u0646 \u062e\u0627\u062f\u0645 \u0644\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0637\u0648\u064a\u0631 \u0648\u0627\u0644\u0641\u0639\u0627\u0644\u0629 \u0645\u0646 \u062d\u064a\u062b \u0627\u0644\u062a\u0643\u0644\u0641\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0642\u0627\u0626\u0645\u0629 \u0639\u0644\u0649 Blockchain:<\/strong> \u062a\u0639\u0632\u064a\u0632 \u0623\u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u0645\u0643\u0627\u0646\u064a\u0629 \u0627\u0644\u062a\u062a\u0628\u0639 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062a\u0642\u0646\u064a\u0629 blockchain.<\/p>\n<\/li>\n<li>\n<p><strong>DataOps \u0648MLOps:<\/strong> \u062f\u0645\u062c \u0645\u0645\u0627\u0631\u0633\u0627\u062a DevOps \u0641\u064a \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u062a\u0639\u0644\u0645 \u0627\u0644\u0622\u0644\u064a \u0644\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0648\u0627\u0644\u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a:<\/strong> \u062a\u0632\u0627\u064a\u062f \u0627\u0644\u0637\u0644\u0628 \u0639\u0644\u0649 \u062a\u0643\u0627\u0645\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0627\u0644\u0648\u0642\u062a \u0627\u0644\u062d\u0642\u064a\u0642\u064a \u0644\u062f\u0639\u0645 \u0627\u0644\u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u062d\u0633\u0627\u0633\u0629 \u0644\u0644\u0648\u0642\u062a.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0643\u064a\u0641 \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/h2>\n<p>\u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0644\u0639\u0628 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062f\u0648\u0631\u064b\u0627 \u0645\u0647\u0645\u064b\u0627 \u0641\u064a \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u062e\u0644\u0627\u0644 \u0627\u0644\u0639\u0645\u0644 \u0643\u0648\u0633\u064a\u0637 \u0628\u064a\u0646 \u0645\u0635\u0627\u062f\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0627\u0644\u0648\u062c\u0647\u0627\u062a. \u062a\u062a\u0636\u0645\u0646 \u0628\u0639\u0636 \u0627\u0644\u0637\u0631\u0642 \u0627\u0644\u062a\u064a \u064a\u0645\u0643\u0646 \u0645\u0646 \u062e\u0644\u0627\u0644\u0647\u0627 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0623\u0648 \u0631\u0628\u0637\u0647\u0627 \u0628\u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0627 \u064a\u0644\u064a:<\/p>\n<ol>\n<li>\n<p><strong>\u062a\u062c\u0631\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u0645\u0643\u0646 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0644\u062a\u062c\u0645\u064a\u0639 \u0627\u0644\u0648\u064a\u0628\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0644\u062e\u0637\u0648\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0648\u0627\u0642\u0639 \u0627\u0644\u0648\u064a\u0628 \u0645\u0639 \u062a\u062c\u0627\u0648\u0632 \u0627\u0644\u0642\u064a\u0648\u062f \u0648\u062d\u0638\u0631 IP.<\/p>\n<\/li>\n<li>\n<p><strong>\u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0639\u0632\u064a\u0632 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0639\u062f\u0645 \u0627\u0644\u0643\u0634\u0641 \u0639\u0646 \u0647\u0648\u064a\u062a\u0647\u0627 \u0623\u062b\u0646\u0627\u0621 \u0627\u0633\u062a\u064a\u0639\u0627\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u0648 \u062a\u0633\u0644\u064a\u0645\u0647\u0627\u060c \u0645\u0645\u0627 \u064a\u0636\u0645\u0646 \u0627\u0644\u0633\u0631\u064a\u0629.<\/p>\n<\/li>\n<li>\n<p><strong>\u062a\u0648\u0632\u064a\u0639 \u0627\u0644\u062d\u0645\u0644:<\/strong> \u064a\u0645\u0643\u0646 \u0644\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u062a\u0648\u0632\u064a\u0639 \u0645\u0647\u0627\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0628\u0631 \u062e\u0648\u0627\u062f\u0645 \u062e\u0644\u0641\u064a\u0629 \u0645\u062a\u0639\u062f\u062f\u0629\u060c \u0645\u0645\u0627 \u064a\u0624\u062f\u064a \u0625\u0644\u0649 \u062a\u062d\u0633\u064a\u0646 \u0623\u062f\u0627\u0621 \u062e\u0637 \u0627\u0644\u0623\u0646\u0627\u0628\u064a\u0628.<\/p>\n<\/li>\n<li>\n<p><strong>\u0623\u0645\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/strong> \u064a\u0645\u0643\u0646 \u0623\u0646 \u062a\u0639\u0645\u0644 \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0643\u062c\u062f\u0627\u0631 \u062d\u0645\u0627\u064a\u0629\u060c \u0645\u0645\u0627 \u064a\u062d\u0645\u064a \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0648\u0635\u0648\u0644 \u063a\u064a\u0631 \u0627\u0644\u0645\u0635\u0631\u062d \u0628\u0647 \u0648\u0627\u0644\u0647\u062c\u0645\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0645\u0644\u0629.<\/p>\n<\/li>\n<\/ol>\n<h2>\u0631\u0648\u0627\u0628\u0637 \u0630\u0627\u062a \u0639\u0644\u0627\u0642\u0629<\/h2>\n<p>\u0644\u0645\u0632\u064a\u062f \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a \u062d\u0648\u0644 \u0645\u0633\u0627\u0631\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0645\u0643\u0646\u0643 \u0627\u0633\u062a\u0643\u0634\u0627\u0641 \u0627\u0644\u0645\u0648\u0627\u0631\u062f \u0627\u0644\u062a\u0627\u0644\u064a\u0629:<\/p>\n<ol>\n<li><a href=\"https:\/\/www.oreilly.com\/library\/view\/data-engineering\/9781491919382\/ch04.html\" target=\"_new\" rel=\"noopener nofollow\">\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0625\u0637\u0627\u0631 \u062e\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/a><\/li>\n<li><a href=\"https:\/\/airflow.apache.org\/\" target=\"_new\" rel=\"noopener nofollow\">\u062a\u0648\u062b\u064a\u0642 \u062a\u062f\u0641\u0642 \u0627\u0644\u0647\u0648\u0627\u0621 \u0623\u0628\u0627\u062a\u0634\u064a<\/a><\/li>\n<li><a href=\"https:\/\/streamsets.com\/documentation\/\" target=\"_new\" rel=\"noopener nofollow\">\u062f\u0631\u0648\u0633 StreamSets<\/a><\/li>\n<li><a href=\"https:\/\/aws.amazon.com\/datapipeline\/\" target=\"_new\" rel=\"noopener nofollow\">\u0646\u0638\u0631\u0629 \u0639\u0627\u0645\u0629 \u0639\u0644\u0649 \u0645\u0633\u0627\u0631 \u0628\u064a\u0627\u0646\u0627\u062a AWS<\/a><\/li>\n<li><a href=\"https:\/\/cloud.google.com\/dataflow\/docs\" target=\"_new\" rel=\"noopener nofollow\">\u0648\u062b\u0627\u0626\u0642 \u062a\u062f\u0641\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u0646 Google<\/a><\/li>\n<\/ol>\n<p>\u0641\u064a \u0627\u0644\u062e\u062a\u0627\u0645\u060c \u062a\u0639\u062f \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u064a \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0645\u0627 \u064a\u062a\u064a\u062d \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062d\u0644\u064a\u0644\u0647\u0627 \u0628\u0643\u0641\u0627\u0621\u0629. \u0644\u0642\u062f \u062a\u0637\u0648\u0631\u062a \u0628\u0645\u0631\u0648\u0631 \u0627\u0644\u0648\u0642\u062a\u060c \u0648\u064a\u0628\u062f\u0648 \u0645\u0633\u062a\u0642\u0628\u0644\u0647\u0627 \u0648\u0627\u0639\u062f\u064b\u0627 \u0645\u0639 \u0627\u0644\u062a\u0642\u062f\u0645 \u0641\u064a \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u0646\u0627\u0634\u0626\u0629. \u0648\u0645\u0646 \u062e\u0644\u0627\u0644 \u062f\u0645\u062c \u0627\u0644\u062e\u0648\u0627\u062f\u0645 \u0627\u0644\u0648\u0643\u064a\u0644\u0629 \u0641\u064a \u062e\u0637\u0648\u0637 \u0623\u0646\u0627\u0628\u064a\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u064a\u0645\u0643\u0646 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u062a\u0639\u0632\u064a\u0632 \u062e\u0635\u0648\u0635\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0645\u0627\u0646\u0647\u0627 \u0648\u0642\u0627\u0628\u0644\u064a\u0629 \u0627\u0644\u062a\u0648\u0633\u0639. \u0645\u0639 \u0627\u0633\u062a\u0645\u0631\u0627\u0631 \u062a\u0632\u0627\u064a\u062f \u0623\u0647\u0645\u064a\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0633\u062a\u0638\u0644 \u062e\u0637\u0648\u0637 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0623\u062f\u0627\u0629 \u062d\u0627\u0633\u0645\u0629 \u0644\u0627\u062a\u062e\u0627\u0630 \u0642\u0631\u0627\u0631\u0627\u062a \u0645\u0633\u062a\u0646\u064a\u0631\u0629 \u0648\u0627\u0643\u062a\u0633\u0627\u0628 \u0631\u0624\u0649 \u0642\u064a\u0645\u0629 \u0645\u0646 \u0643\u0645\u064a\u0627\u062a \u0647\u0627\u0626\u0644\u0629 \u0645\u0646 \u0627\u0644\u0645\u0639\u0644\u0648\u0645\u0627\u062a.<\/p>","protected":false},"featured_media":468130,"menu_order":0,"template":"","meta":{"_acf_changed":false,"content-type":"","inline_featured_image":false,"footnotes":""},"class_list":["post-476681","wiki","type-wiki","status-publish","has-post-thumbnail","hentry"],"acf":{"faq_title":"Frequently Asked Questions about <mark>Data Pipelines: A Comprehensive Overview<\/mark>","faq_items":[{"question":"What are data pipelines, and why are they important?","answer":"<p>Data pipelines are a series of processes and technologies that facilitate the smooth flow of data from various sources to its intended destination. They play a crucial role in modern data-driven organizations, enabling efficient data processing, analytics, and informed decision-making based on valuable insights.<\/p>"},{"question":"How did data pipelines originate, and where were they first mentioned?","answer":"<p>The concept of data pipelines evolved with the growth of information technology and the increasing demand for efficient data processing. While the exact origin is difficult to pinpoint, data pipelines can be traced back to the early days of data integration and ETL (Extract, Transform, Load) processes in the 1960s.<\/p>"},{"question":"What are the key features of data pipelines?","answer":"<p>Data pipelines offer several key features, including scalability to handle vast amounts of data, reliability in data transfer, flexibility to work with various data formats, real-time processing for timely insights, and data quality management to ensure high data integrity.<\/p>"},{"question":"What are the different types of data pipelines?","answer":"<p>There are various types of data pipelines based on their deployment, data processing approach, and use case. Some common types include batch data pipelines, streaming data pipelines, ETL pipelines, ELT pipelines, data migration pipelines, and machine learning pipelines.<\/p>"},{"question":"How are proxy servers associated with data pipelines?","answer":"<p>Proxy servers can be used in data pipelines as intermediaries between data sources and destinations. They facilitate data scraping, enhance data privacy and anonymity, help with load balancing, and add an extra layer of data security.<\/p>"},{"question":"What are the challenges faced in using data pipelines, and how can they be addressed?","answer":"<p>Some challenges in using data pipelines include data security, data quality issues, data latency, and scalability concerns. These challenges can be addressed by implementing robust encryption, data validation mechanisms, monitoring tools, and adopting scalable infrastructure.<\/p>"},{"question":"What technologies and trends can we expect in the future of data pipelines?","answer":"<p>The future of data pipelines looks promising with ongoing advancements in technology. Expect to see increased automation, serverless architectures, blockchain-based data pipelines, real-time data integration, and the integration of DataOps and MLOps practices for better collaboration and efficiency.<\/p>"},{"question":"Where can I find more resources and information about data pipelines?","answer":"<p>For more information about data pipelines, you can explore resources such as the Apache Airflow documentation, StreamSets tutorials, AWS Data Pipeline overview, Google Cloud Dataflow documentation, and the book \"Data Engineering: The Data Pipeline Framework.\" Get started on your data-driven journey today!   #DataPipelines #ProxyServers #DataDrivenInsights<\/p>"}]},"_links":{"self":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/476681","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki"}],"about":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/types\/wiki"}],"version-history":[{"count":0,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/wiki\/476681\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media\/468130"}],"wp:attachment":[{"href":"https:\/\/oneproxy.pro\/ar\/wp-json\/wp\/v2\/media?parent=476681"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}