{"id":93680,"date":"2025-01-19T17:15:00","date_gmt":"2025-01-19T13:45:00","guid":{"rendered":"https:\/\/nabfollower.com\/blog\/building-a-cloud-based-nba-data-lake-with-aws-2c2o\/"},"modified":"2025-01-19T17:15:00","modified_gmt":"2025-01-19T13:45:00","slug":"building-a-cloud-based-nba-data-lake-with-aws-2c2o","status":"publish","type":"post","link":"https:\/\/nabfollower.com\/blog\/building-a-cloud-based-nba-data-lake-with-aws-2c2o\/","title":{"rendered":"\u0633\u0627\u062e\u062a \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 NBA \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0628\u0627 AWS \ud83c\udfc0"},"content":{"rendered":"<div data-article-id=\"2224846\" id=\"article-body\">\n<p><strong>\u0628\u0647 \u0631\u0648\u0632 3 \u062e\u0648\u0634 \u0622\u0645\u062f\u06cc\u062f<\/strong> \u0627\u0632 \u0686\u0627\u0644\u0634 30 \u0631\u0648\u0632\u0647 DevOps \u0645\u0646! \u0627\u0645\u0631\u0648\u0632\u060c \u0645\u0646 \u0628\u0647 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062c\u0630\u0627\u0628 \u067e\u0631\u062f\u0627\u062e\u062a\u0645: \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 <strong>\u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631<\/strong> \u0628\u0631\u0627\u06cc <strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 NBA<\/strong>. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>AWS S3<\/strong>\u060c <strong>\u0686\u0633\u0628 AWS<\/strong>\u060c \u0648 <strong>\u0622\u0645\u0627\u0632\u0648\u0646 \u0622\u062a\u0646\u0627<\/strong>\u060c \u0645\u0646 \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u060c \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0648 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc NBA \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648\u0627\u06a9\u0634\u06cc \u0634\u062f\u0647 \u0627\u0632 <strong>API SportsData.io<\/strong>.  <\/p>\n<p>\u0627\u06af\u0631 \u0639\u0644\u0627\u0642\u0647 \u0645\u0646\u062f \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u062d\u0648\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0628\u0631\u06cc\u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u062f\u0648\u0646 \u0633\u0631\u0648\u0631 \u0648 API \u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0647\u0633\u062a\u06cc\u062f\u060c \u0627\u06cc\u0646 \u067e\u0633\u062a \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.  <\/p>\n<hr\/>\n<div 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href=\"https:\/\/nabfollower.com\/blog\/building-a-cloud-based-nba-data-lake-with-aws-2c2o\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_3_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%AF%D8%B1_S3_%D8%A2%D9%BE%D9%84%D9%88%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 3: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 S3 \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/nabfollower.com\/blog\/building-a-cloud-based-nba-data-lake-with-aws-2c2o\/#%D9%85%D8%B1%D8%AD%D9%84%D9%87_4_%DA%86%D8%B3%D8%A8_AWS_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\" >\u0645\u0631\u062d\u0644\u0647 4: \u0686\u0633\u0628 AWS \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/nabfollower.com\/blog\/building-a-cloud-based-nba-data-lake-with-aws-2c2o\/#%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%A8%D8%A7_%D8%A2%D8%AA%D9%86%D8%A7\" >\u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0622\u062a\u0646\u0627<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/nabfollower.com\/blog\/building-a-cloud-based-nba-data-lake-with-aws-2c2o\/#%D8%AE%D9%88%D8%AF%DA%A9%D8%A7%D8%B1_%DA%A9%D8%B1%D8%AF%D9%86_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1\" >\u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631<\/a><\/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\/building-a-cloud-based-nba-data-lake-with-aws-2c2o\/#%D8%A2%D9%85%D9%88%D8%AE%D8%AA%D9%87_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C_%D8%A7%D8%B2_%D8%B1%D9%88%D8%B2_3\" >\u0622\u0645\u0648\u062e\u062a\u0647 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0632 \u0631\u0648\u0632 3<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/nabfollower.com\/blog\/building-a-cloud-based-nba-data-lake-with-aws-2c2o\/#%DA%86%D8%A7%D9%84%D8%B4_%D9%87%D8%A7%DB%8C_%D9%BE%DB%8C%D8%B4_%D8%B1%D9%88\" >\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0631\u0648<\/a><\/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\/building-a-cloud-based-nba-data-lake-with-aws-2c2o\/#%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA_%D9%87%D8%A7%DB%8C_%D8%A2%DB%8C%D9%86%D8%AF%D9%87\" 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class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u0644\u0641 <strong>\u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647<\/strong> \u06cc\u06a9 \u0645\u062e\u0632\u0646 \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc \u062f\u0647\u062f \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u0627\u0631\u06cc\u0627\u0641\u062a\u0647 \u0648 \u0628\u062f\u0648\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0645\u0642\u06cc\u0627\u0633\u06cc \u0630\u062e\u06cc\u0631\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0633\u0646\u062a\u06cc\u060c \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0642\u0628\u0644 \u0627\u0632 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u0631\u0646\u062f\u060c \u062f\u0631\u06cc\u0627\u0686\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0645 \u0631\u0627 \u062a\u062e\u0644\u06cc\u0647 \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0635\u0648\u0631\u062a \u0646\u06cc\u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u062f.<\/p>\n<p> <\/p>\n<p>\u0628\u0631\u0627\u06cc \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647\u060c \u0645\u0646 \u06cc\u06a9 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0622\u0646 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645 <strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 NBA<\/strong>. \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0634\u0627\u0645\u0644:  <\/p>\n<ul>\n<li>\n<strong>\u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645<\/strong> \u062f\u0631 \u0622\u0645\u0627\u0632\u0648\u0646 S3.\n<\/li>\n<li>\n<strong>\u0641\u0647\u0631\u0633\u062a \u0646\u0648\u06cc\u0633\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong> \u0648 \u0627\u06cc\u062c\u0627\u062f \u0637\u0631\u062d\u0648\u0627\u0631\u0647 \u0628\u0627 \u0686\u0633\u0628 AWS.\n<\/li>\n<li>\n<strong>\u067e\u0631\u0633 \u0648 \u062c\u0648 \u0628\u0631 \u062d\u0633\u0628 \u062a\u0642\u0627\u0636\u0627<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SQL \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0622\u0645\u0627\u0632\u0648\u0646 \u0622\u062a\u0646\u0627.\n<\/li>\n<\/ul>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%A7%D9%87%D8%AF%D8%A7%D9%81_%D9%BE%D8%B1%D9%88%DA%98%D9%87\"><\/span>\n<p>  <strong>\u0627\u0647\u062f\u0627\u0641 \u067e\u0631\u0648\u0698\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<strong>\u06cc\u06a9 \u0633\u0637\u0644 \u0622\u0645\u0627\u0632\u0648\u0646 S3 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong> \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u0647 NBA.\n<\/li>\n<li>\n<strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0631\u0627 \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f<\/strong> (\u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0647 \u0627\u0632 SportsData.io API) \u0628\u0647 S3.\n<\/li>\n<li>\n<strong>\u0686\u0633\u0628 AWS \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong> \u0641\u0647\u0631\u0633\u062a \u0646\u0648\u06cc\u0633\u06cc \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648.\n<\/li>\n<li>\n<strong>\u067e\u0631\u0633 \u0648 \u062c\u0648 \u0631\u0627 \u0628\u0627 \u0622\u0645\u0627\u0632\u0648\u0646 \u0622\u062a\u0646\u0627 \u0641\u0639\u0627\u0644 \u06a9\u0646\u06cc\u062f<\/strong>\u060c \u0627\u062c\u0627\u0632\u0647 \u062f\u0633\u062a\u0631\u0633\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 SQL \u0628\u0647 \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 NBA \u0631\u0627 \u0645\u06cc \u062f\u0647\u062f.\n<\/li>\n<li>\n<strong>\u06a9\u0644 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0631\u0627 \u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f<\/strong> \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646\n<\/li>\n<\/ol>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%D8%B4%D8%AA%D9%87_%D9%81%D9%86%D8%A7%D9%88%D8%B1%DB%8C\"><\/span>\n<p>  <strong>\u067e\u0634\u062a\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0627\u06cc\u0646 \u0686\u06cc\u0632\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0645\u0646 \u0628\u0631\u0627\u06cc \u0632\u0646\u062f\u0647 \u06a9\u0631\u062f\u0646 \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645:  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D8%AE%D8%AF%D9%85%D8%A7%D8%AA_AWS\"><\/span>\n<p>  <strong>\u062e\u062f\u0645\u0627\u062a AWS<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u0622\u0645\u0627\u0632\u0648\u0646 S3<\/strong>: \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645 \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 \u06cc\u0627\u0641\u062a\u0647.\n<\/li>\n<li>\n<strong>\u0686\u0633\u0628 AWS<\/strong>: \u0641\u0647\u0631\u0633\u062a \u0646\u0648\u06cc\u0633\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0648 \u062a\u0639\u0631\u06cc\u0641 \u0637\u0631\u062d\u0648\u0627\u0631\u0647 \u0647\u0627.\n<\/li>\n<li>\n<strong>\u0622\u0645\u0627\u0632\u0648\u0646 \u0622\u062a\u0646\u0627<\/strong>: \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0633 \u0648 \u062c\u0648\u0647\u0627\u06cc SQL \u0631\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 S3.\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"%D8%B2%D8%A8%D8%A7%D9%86_%D8%A8%D8%B1%D9%86%D8%A7%D9%85%D9%87_%D9%86%D9%88%DB%8C%D8%B3%DB%8C\"><\/span>\n<p>  <strong>\u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul>\n<li>\n<strong>\u067e\u0627\u06cc\u062a\u0648\u0646<\/strong>: \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0646\u0627\u0628\u0639 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627.\n<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"API_%D8%AE%D8%A7%D8%B1%D8%AC%DB%8C\"><\/span>\n<p>  <strong>API \u062e\u0627\u0631\u062c\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%DA%AF%D9%88%D9%86%D9%87_%DA%A9%D8%A7%D8%B1_%D9%85%DB%8C_%DA%A9%D9%86%D8%AF\"><\/span>\n<p>  <strong>\u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u06a9\u0644 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0631\u0627 \u0645\u06cc \u062a\u0648\u0627\u0646 \u0628\u0647 \u0645\u0631\u0627\u062d\u0644 \u0632\u06cc\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f:  <\/p>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D8%B1%D8%AD%D9%84%D9%87_1_%DB%8C%DA%A9_%D8%B3%D8%B7%D9%84_S3_%D8%A7%DB%8C%D8%AC%D8%A7%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 1: \u06cc\u06a9 \u0633\u0637\u0644 S3 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0622\u0645\u0627\u0632\u0648\u0646 S3 \u0633\u062a\u0648\u0646 \u0641\u0642\u0631\u0627\u062a \u0627\u06cc\u0646 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u06a9\u0627\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u0645\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631\u0627\u06cc \u062a\u0645\u0627\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u0647 \u0639\u0645\u0644 \u0645\u06cc \u06a9\u0646\u062f. \u0633\u0637\u0644 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646 \u0627\u06cc\u062c\u0627\u062f \u0634\u062f <strong>boto3<\/strong> \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u060c \u0628\u0627 \u067e\u0648\u0634\u0647 \u0647\u0627\u06cc \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645 \u0648 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0634\u062f\u0647.<\/p>\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=\"k\">def<\/span> <span class=\"nf\">create_s3_bucket<\/span><span class=\"p\">(<\/span><span class=\"n\">bucket_name<\/span><span class=\"p\">):<\/span>\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\">create_bucket<\/span><span class=\"p\">(<\/span><span class=\"n\">Bucket<\/span><span class=\"o\">=<\/span><span class=\"n\">bucket_name<\/span><span class=\"p\">)<\/span>\n    <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">S3 bucket <\/span><span class=\"sh\">'<\/span><span class=\"si\">{<\/span><span class=\"n\">bucket_name<\/span><span class=\"si\">}<\/span><span class=\"sh\">'<\/span><span class=\"s\"> created successfully.<\/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%D8%B1%D8%AD%D9%84%D9%87_2_%D9%88%D8%A7%DA%A9%D8%B4%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%A7%D8%B2_SportsDataio\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 2: \u0648\u0627\u06a9\u0634\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u0632 SportsData.io<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0628\u0631\u0627\u06cc \u067e\u0631 \u06a9\u0631\u062f\u0646 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647\u060c \u0646\u0645\u0648\u0646\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u06a9\u0646 NBA \u0631\u0627 \u0627\u0632 API SportsData.io \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u06a9\u0631\u062f\u0645. \u0627\u06cc\u0646 API \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062c\u0627\u0645\u0639\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u06cc\u0645 \u0647\u0627\u060c \u0628\u0627\u0632\u06cc\u06a9\u0646\u0627\u0646 \u0648 \u0622\u0645\u0627\u0631 \u0628\u0627\u0632\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc \u062f\u0647\u062f.  <\/p>\n<p>\u0627\u06cc\u0646 \u062a\u0627\u0628\u0639\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u067e\u062e\u0634 \u06a9\u0646\u0646\u062f\u0647 \u0646\u0648\u0634\u062a\u0645:<\/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\n<span class=\"k\">def<\/span> <span class=\"nf\">fetch_nba_player_data<\/span><span class=\"p\">(<\/span><span class=\"n\">api_key<\/span><span class=\"p\">,<\/span> <span class=\"n\">endpoint<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">headers<\/span> <span class=\"o\">=<\/span> <span class=\"p\">{<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Ocp-Apim-Subscription-Key<\/span><span class=\"sh\">\"<\/span><span class=\"p\">:<\/span> <span class=\"n\">api_key<\/span><span class=\"p\">}<\/span>\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=\"n\">endpoint<\/span><span class=\"p\">,<\/span> <span class=\"n\">headers<\/span><span class=\"o\">=<\/span><span class=\"n\">headers<\/span><span class=\"p\">)<\/span>\n    <span class=\"k\">if<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"n\">status_code<\/span> <span class=\"o\">==<\/span> <span class=\"mi\">200<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">return<\/span> <span class=\"n\">response<\/span><span class=\"p\">.<\/span><span class=\"nf\">json<\/span><span class=\"p\">()<\/span>\n    <span class=\"k\">else<\/span><span class=\"p\">:<\/span>\n        <span class=\"k\">raise<\/span> <span class=\"nc\">Exception<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Failed to fetch data from SportsData.io<\/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%D8%B1%D8%AD%D9%84%D9%87_3_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%B1%D8%A7_%D8%AF%D8%B1_S3_%D8%A2%D9%BE%D9%84%D9%88%D8%AF_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 3: \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 S3 \u0622\u067e\u0644\u0648\u062f \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0647\u0646\u06af\u0627\u0645\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u0634\u062f\u0646\u062f\u060c \u062f\u0631 \u0622\u0646 \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0646\u062f <strong>\u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645<\/strong> \u067e\u0648\u0634\u0647 \u0633\u0637\u0644 S3.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">upload_to_s3<\/span><span class=\"p\">(<\/span><span class=\"n\">bucket_name<\/span><span class=\"p\">,<\/span> <span class=\"n\">file_name<\/span><span class=\"p\">,<\/span> <span class=\"n\">data<\/span><span class=\"p\">):<\/span>\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\">put_object<\/span><span class=\"p\">(<\/span><span class=\"n\">Bucket<\/span><span class=\"o\">=<\/span><span class=\"n\">bucket_name<\/span><span class=\"p\">,<\/span> <span class=\"n\">Key<\/span><span class=\"o\">=<\/span><span class=\"n\">file_name<\/span><span class=\"p\">,<\/span> <span class=\"n\">Body<\/span><span class=\"o\">=<\/span><span class=\"n\">data<\/span><span class=\"p\">)<\/span>\n    <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Data uploaded to <\/span><span class=\"si\">{<\/span><span class=\"n\">bucket_name<\/span><span class=\"si\">}<\/span><span class=\"s\">\/<\/span><span class=\"si\">{<\/span><span class=\"n\">file_name<\/span><span class=\"si\">}<\/span><span class=\"s\">.<\/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%D8%B1%D8%AD%D9%84%D9%87_4_%DA%86%D8%B3%D8%A8_AWS_%D8%B1%D8%A7_%D8%AA%D9%86%D8%B8%DB%8C%D9%85_%DA%A9%D9%86%DB%8C%D8%AF\"><\/span>\n<p>  <strong>\u0645\u0631\u062d\u0644\u0647 4: \u0686\u0633\u0628 AWS \u0631\u0627 \u062a\u0646\u0638\u06cc\u0645 \u06a9\u0646\u06cc\u062f<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>AWS Glue \u0628\u0627 \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0637\u0631\u062d \u0648 \u0641\u0647\u0631\u0633\u062a\u200c\u0646\u0648\u06cc\u0633\u06cc\u060c \u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0645 JSON \u0631\u0627 \u0622\u0633\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0686\u0633\u0628\u060c \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648 \u062c\u062f\u0648\u0644\u06cc \u0628\u0631\u0627\u06cc \u0646\u0645\u0627\u06cc\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc NBA \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645.<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">create_glue_database<\/span><span class=\"p\">(<\/span><span class=\"n\">database_name<\/span><span class=\"p\">):<\/span>\n    <span class=\"n\">glue<\/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\">glue<\/span><span class=\"sh\">'<\/span><span class=\"p\">)<\/span>\n    <span class=\"n\">glue<\/span><span class=\"p\">.<\/span><span class=\"nf\">create_database<\/span><span class=\"p\">(<\/span><span class=\"n\">DatabaseInput<\/span><span class=\"o\">=<\/span><span class=\"p\">{<\/span><span class=\"sh\">'<\/span><span class=\"s\">Name<\/span><span class=\"sh\">'<\/span><span class=\"p\">:<\/span> <span class=\"n\">database_name<\/span><span class=\"p\">})<\/span>\n    <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sa\">f<\/span><span class=\"sh\">\"<\/span><span class=\"s\">Glue database <\/span><span class=\"sh\">'<\/span><span class=\"si\">{<\/span><span class=\"n\">database_name<\/span><span class=\"si\">}<\/span><span class=\"sh\">'<\/span><span class=\"s\"> created successfully.<\/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=\"%D8%AC%D8%B3%D8%AA%D8%AC%D9%88%DB%8C_%D8%AF%D8%A7%D8%AF%D9%87_%D9%87%D8%A7_%D8%A8%D8%A7_%D8%A2%D8%AA%D9%86%D8%A7\"><\/span>\n<p>  <strong>\u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627 \u0628\u0627 \u0622\u062a\u0646\u0627<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0641\u0647\u0631\u0633\u062a\u200c\u0628\u0646\u062f\u06cc \u0634\u062f\u0647\u060c \u0645\u0646 \u0627\u0632 \u0622\u0645\u0627\u0632\u0648\u0646 \u0622\u062a\u0646\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0633\u200c\u0648\u062c\u0648 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0634\u062f\u0647 \u062f\u0631 S3 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SQL \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f\u0645. \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0645\u062b\u0627\u0644\u060c \u0628\u0631\u0627\u06cc \u0648\u0627\u06a9\u0634\u06cc \u0647\u0645\u0647 \u0628\u0627\u0632\u06cc\u06a9\u0646\u0627\u0646 NBA \u06a9\u0647 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06af\u0627\u0631\u062f \u067e\u0648\u06cc\u0646\u062a \u06af\u0627\u0631\u062f (PG) \u0628\u0627\u0632\u06cc \u0645\u06cc \u06a9\u0646\u0646\u062f\u060c \u0639\u0628\u0627\u0631\u062a \u0632\u06cc\u0631 \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0627\u062f\u0645:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight sql\"><code><span class=\"k\">SELECT<\/span> <span class=\"n\">FirstName<\/span><span class=\"p\">,<\/span> <span class=\"n\">LastName<\/span><span class=\"p\">,<\/span> <span class=\"k\">Position<\/span><span class=\"p\">,<\/span> <span class=\"n\">Team<\/span>\n<span class=\"k\">FROM<\/span> <span class=\"n\">nba_players<\/span>\n<span class=\"k\">WHERE<\/span> <span class=\"k\">Position<\/span> <span class=\"o\">=<\/span> <span class=\"s1\">'PG'<\/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<p>\u0622\u062a\u0646\u0627 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 S3 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06cc\u0627 \u0633\u0631\u0648\u0631 \u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc \u06a9\u0646\u062f.<\/p>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D8%AE%D9%88%D8%AF%DA%A9%D8%A7%D8%B1_%DA%A9%D8%B1%D8%AF%D9%86_%DA%AF%D8%B1%D8%AF%D8%B4_%DA%A9%D8%A7%D8%B1\"><\/span>\n<p>  <strong>\u062e\u0648\u062f\u06a9\u0627\u0631 \u06a9\u0631\u062f\u0646 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0628\u0631\u0627\u06cc \u06af\u0631\u0647 \u0632\u062f\u0646 \u0647\u0645\u0647 \u0686\u06cc\u0632 \u0628\u0647 \u0647\u0645\u060c \u06cc\u06a9 \u0631\u0627 \u0627\u06cc\u062c\u0627\u062f \u06a9\u0631\u062f\u0645 <strong>\u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u067e\u0627\u06cc\u062a\u0648\u0646<\/strong> \u06a9\u0647 \u06a9\u0644 \u0641\u0631\u0622\u06cc\u0646\u062f \u0631\u0627\u0647 \u0627\u0646\u062f\u0627\u0632\u06cc \u0631\u0627 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u06cc \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a:  <\/p>\n<ol>\n<li>\u06cc\u06a9 \u0633\u0637\u0644 S3 \u0627\u06cc\u062c\u0627\u062f \u0645\u06cc \u06a9\u0646\u062f.\n<\/li>\n<li>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u0627\u0632 SportsData.io \u0648\u0627\u06a9\u0634\u06cc \u0645\u06cc \u06a9\u0646\u062f.\n<\/li>\n<li>\u062f\u0627\u062f\u0647 \u0647\u0627 \u0631\u0627 \u062f\u0631 S3 \u0622\u067e\u0644\u0648\u062f \u0645\u06cc \u06a9\u0646\u062f.\n<\/li>\n<li>\u0686\u0633\u0628 AWS \u0631\u0627 \u0628\u0631\u0627\u06cc \u0641\u0647\u0631\u0633\u062a \u0646\u0648\u06cc\u0633\u06cc \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u06cc \u06a9\u0646\u062f.\n<\/li>\n<\/ol>\n<p>\u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u06af\u0632\u06cc\u062f\u0647 \u0627\u06cc \u0627\u0633\u062a:<\/p>\n<div class=\"highlight js-code-highlight\">\n<pre class=\"highlight python\"><code><span class=\"k\">def<\/span> <span class=\"nf\">main<\/span><span class=\"p\">():<\/span>\n    <span class=\"c1\"># Step 1: Create S3 bucket\n<\/span>    <span class=\"n\">bucket_name<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">sports-analytics-data-lake<\/span><span class=\"sh\">\"<\/span>\n    <span class=\"nf\">create_s3_bucket<\/span><span class=\"p\">(<\/span><span class=\"n\">bucket_name<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># Step 2: Fetch NBA data\n<\/span>    <span class=\"n\">api_key<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">YOUR_SPORTSDATA_API_KEY<\/span><span class=\"sh\">\"<\/span>\n    <span class=\"n\">endpoint<\/span> <span class=\"o\">=<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">https:\/\/api.sportsdata.io\/v3\/nba\/scores\/json\/Players<\/span><span class=\"sh\">\"<\/span>\n    <span class=\"n\">nba_data<\/span> <span class=\"o\">=<\/span> <span class=\"nf\">fetch_nba_player_data<\/span><span class=\"p\">(<\/span><span class=\"n\">api_key<\/span><span class=\"p\">,<\/span> <span class=\"n\">endpoint<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"c1\"># Step 3: Upload data to S3\n<\/span>    <span class=\"nf\">upload_to_s3<\/span><span class=\"p\">(<\/span><span class=\"n\">bucket_name<\/span><span class=\"p\">,<\/span> <span class=\"sh\">\"<\/span><span class=\"s\">raw-data\/nba_player_data.json<\/span><span class=\"sh\">\"<\/span><span class=\"p\">,<\/span> <span class=\"nf\">str<\/span><span class=\"p\">(<\/span><span class=\"n\">nba_data<\/span><span class=\"p\">))<\/span>\n\n    <span class=\"c1\"># Step 4: Create Glue database\n<\/span>    <span class=\"nf\">create_glue_database<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">nba_analytics<\/span><span class=\"sh\">\"<\/span><span class=\"p\">)<\/span>\n\n    <span class=\"nf\">print<\/span><span class=\"p\">(<\/span><span class=\"sh\">\"<\/span><span class=\"s\">NBA Data Lake setup completed successfully.<\/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=\"%D8%A2%D9%85%D9%88%D8%AE%D8%AA%D9%87_%D9%87%D8%A7%DB%8C_%DA%A9%D9%84%DB%8C%D8%AF%DB%8C_%D8%A7%D8%B2_%D8%B1%D9%88%D8%B2_3\"><\/span>\n<p>  <strong>\u0622\u0645\u0648\u062e\u062a\u0647 \u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0632 \u0631\u0648\u0632 3<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p><strong>\u062e\u062f\u0645\u0627\u062a \u0627\u0628\u0631\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0633\u0627\u062f\u0647 \u0645\u06cc \u06a9\u0646\u062f<\/strong><\/p>\n<p>\u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc AWS \u0645\u0627\u0646\u0646\u062f S3\u060c Glue \u0648 Athena \u0631\u0648\u0634\u06cc \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u060c \u0641\u0647\u0631\u0633\u062a\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648 \u062c\u0633\u062a\u062c\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u062f\u0648\u0646 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0633\u0631\u0648\u0631\u0647\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.  <\/p>\n<\/li>\n<li>\n<p><strong>\u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a<\/strong><\/p>\n<p>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a \u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0646\u0627\u0628\u0639\u060c \u062a\u06a9\u0631\u0627\u0631\u067e\u0630\u06cc\u0631\u06cc \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc \u06a9\u0646\u062f \u0648 \u062a\u0644\u0627\u0634 \u062f\u0633\u062a\u06cc \u0631\u0627 \u0628\u0647 \u062d\u062f\u0627\u0642\u0644 \u0645\u06cc \u0631\u0633\u0627\u0646\u062f.  <\/p>\n<\/li>\n<li>\n<p><strong>API \u0647\u0627 \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0628\u0627\u0632 \u0645\u06cc \u06a9\u0646\u0646\u062f<\/strong><\/p>\n<p>\u0627\u062f\u063a\u0627\u0645 API \u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc\u060c \u0645\u0627\u0646\u0646\u062f SportsData.io\u060c \u067e\u0631\u0648\u0698\u0647 \u0647\u0627 \u0631\u0627 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u063a\u0646\u06cc \u0645\u06cc \u06a9\u0646\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0631\u0627 \u06af\u0633\u062a\u0631\u0634 \u0645\u06cc \u062f\u0647\u062f.  <\/p>\n<\/li>\n<\/ol>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%DA%86%D8%A7%D9%84%D8%B4_%D9%87%D8%A7%DB%8C_%D9%BE%DB%8C%D8%B4_%D8%B1%D9%88\"><\/span>\n<p>  <strong>\u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u067e\u06cc\u0634 \u0631\u0648<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<ol>\n<li>\n<p><strong>\u0622\u0645\u0648\u0632\u0634 \u0686\u0633\u0628 \u0648 \u0622\u062a\u0646\u0627<\/strong><\/p>\n<p>\u062f\u0631\u06a9 \u0646\u062d\u0648\u0647 \u062a\u0639\u0627\u0645\u0644 AWS Glue \u0628\u0627 \u0622\u062a\u0646\u0627 \u0645\u062f\u062a\u06cc \u0637\u0648\u0644 \u06a9\u0634\u06cc\u062f\u060c \u0627\u0645\u0627 \u0632\u0645\u0627\u0646\u06cc \u06a9\u0647 \u062c\u0631\u06cc\u0627\u0646 \u06a9\u0627\u0631 \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0631\u062f\u0645\u060c \u0628\u0635\u0631\u06cc \u0634\u062f.  <\/p>\n<\/li>\n<li>\n<p><strong>\u0637\u0631\u0627\u062d\u06cc \u0637\u0631\u062d\u0648\u0627\u0631\u0647 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645<\/strong><\/p>\n<p>\u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u0637\u0631\u062d \u0648\u0627\u0631\u0647 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645 JSON \u0628\u0647 \u0622\u0632\u0645\u0648\u0646 \u0648 \u062e\u0637\u0627 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0634\u062a\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0647\u0646\u06af\u0627\u0645 \u06a9\u0627\u0631 \u0628\u0627 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062a\u0648\u062f\u0631\u062a\u0648.  <\/p>\n<\/li>\n<\/ol>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA_%D9%87%D8%A7%DB%8C_%D8%A2%DB%8C%D9%86%D8%AF%D9%87\"><\/span>\n<p>  <strong>\u067e\u06cc\u0634\u0631\u0641\u062a \u0647\u0627\u06cc \u0622\u06cc\u0646\u062f\u0647<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u062f\u0631 \u062d\u0627\u0644\u06cc \u06a9\u0647 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f\u06cc \u0627\u0633\u062a\u060c \u0647\u0645\u06cc\u0634\u0647 \u062c\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f. \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0686\u0646\u062f \u0627\u06cc\u062f\u0647 \u0648\u062c\u0648\u062f \u062f\u0627\u0631\u062f:  <\/p>\n<ol>\n<li>\n<strong>\u062c\u0630\u0628 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u0632 AWS Lambda \u0628\u0631\u0627\u06cc \u0648\u0627\u0631\u062f \u06a9\u0631\u062f\u0646 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062c\u062f\u06cc\u062f \u062f\u0631 \u0633\u0637\u0644 S3 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.\n<\/li>\n<li>\n<strong>\u062a\u0628\u062f\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0647\u0627<\/strong>: \u0627\u0632 \u0686\u0633\u0628 AWS ETL (Extract, Transform, Load) \u0628\u0631\u0627\u06cc \u062a\u0645\u06cc\u0632 \u06a9\u0631\u062f\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u062e\u0627\u0645 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.\n<\/li>\n<li>\n<strong>\u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong>: AWS QuickSight \u0631\u0627 \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0633\u0645 \u062f\u0627\u062f\u0647 \u0647\u0627 \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u06cc\u062f.\n<\/li>\n<\/ol>\n<hr\/>\n<h2><span class=\"ez-toc-section\" id=\"%D9%86%D8%AA%DB%8C%D8%AC%D9%87_%DA%AF%DB%8C%D8%B1%DB%8C\"><\/span>\n<p>  <strong>\u0646\u062a\u06cc\u062c\u0647 \u06af\u06cc\u0631\u06cc<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u0631\u0648\u0632 3 \u0645\u0646 <strong>\u0686\u0627\u0644\u0634 30 \u0631\u0648\u0632\u0647 DevOps<\/strong> \u0647\u0645\u0647 \u0686\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0631\u062f \u062a\u0631\u06a9\u06cc\u0628 \u0628\u0648\u062f <strong>\u062e\u062f\u0645\u0627\u062a \u0627\u0628\u0631\u06cc AWS<\/strong>\u060c <strong>API \u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc<\/strong>\u060c \u0648 <strong>\u067e\u0627\u06cc\u062a\u0648\u0646<\/strong> \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 NBA. \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0646\u0647 \u062a\u0646\u0647\u0627 \u0642\u062f\u0631\u062a \u0645\u0639\u0645\u0627\u0631\u06cc \u0628\u062f\u0648\u0646 \u0633\u0631\u0648\u0631 \u0631\u0627 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f\u060c \u0628\u0644\u06a9\u0647 \u0646\u0634\u0627\u0646 \u062f\u0627\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062f\u0631\u06cc\u0627\u0686\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0641\u0639\u0627\u0644 \u06a9\u0646\u0646\u062f.  <\/p>\n<p>\u0627\u06af\u0631 \u062f\u0631 \u062d\u0627\u0644 \u06a9\u0627\u0648\u0634 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647\u060c \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0628\u0631\u06cc\u060c \u06cc\u0627 \u062c\u0631\u06cc\u0627\u0646 \u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc DevOps \u0647\u0633\u062a\u06cc\u062f\u060c \u0627\u0645\u06cc\u062f\u0648\u0627\u0631\u0645 \u0627\u06cc\u0646 \u0648\u0628\u0644\u0627\u06af \u0628\u0647 \u0634\u0645\u0627 \u0627\u0646\u06af\u06cc\u0632\u0647 \u062f\u0647\u062f \u062a\u0627 \u0686\u0627\u0644\u0634 \u062e\u0648\u062f \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u062f\u0647\u06cc\u062f. \u0633\u0648\u0627\u0644 \u06cc\u0627 \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u06cc \u062f\u0627\u0631\u06cc\u062f\u061f \u0628\u06cc\u0627\u06cc\u06cc\u062f \u062f\u0631 \u0646\u0638\u0631\u0627\u062a \u0632\u06cc\u0631 \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0631\u0642\u0631\u0627\u0631 \u06a9\u0646\u06cc\u0645!  <\/p>\n<hr\/>\n<h3><span class=\"ez-toc-section\" id=\"%D9%85%D9%86%D8%A7%D8%A8%D8%B9\"><\/span>\n<p>  <strong>\u0645\u0646\u0627\u0628\u0639<\/strong><br \/>\n<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<\/p><\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0628\u0647 \u0631\u0648\u0632 3 \u062e\u0648\u0634 \u0622\u0645\u062f\u06cc\u062f \u0627\u0632 \u0686\u0627\u0644\u0634 30 \u0631\u0648\u0632\u0647 DevOps \u0645\u0646! \u0627\u0645\u0631\u0648\u0632\u060c \u0645\u0646 \u0628\u0647 \u06cc\u06a9 \u067e\u0631\u0648\u0698\u0647 \u062c\u0630\u0627\u0628 \u067e\u0631\u062f\u0627\u062e\u062a\u0645: \u0627\u06cc\u062c\u0627\u062f \u06cc\u06a9 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u0627\u0628\u0631 \u0628\u0631\u0627\u06cc \u062a\u062c\u0632\u06cc\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644 NBA. \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 AWS S3\u060c \u0686\u0633\u0628 AWS\u060c \u0648 \u0622\u0645\u0627\u0632\u0648\u0646 \u0622\u062a\u0646\u0627\u060c \u0645\u0646 \u06cc\u06a9 \u0631\u0627\u0647 \u062d\u0644 \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u060c \u067e\u0631\u0633 \u0648 \u062c\u0648 \u0648 \u062a\u062c\u0632\u06cc\u0647 &hellip;<\/p>\n","protected":false},"author":2,"featured_media":93681,"comment_status":"open","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"fifu_image_url":"","fifu_image_alt":"","footnotes":""},"categories":[339],"tags":[],"class_list":["post-93680","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\/93680","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=93680"}],"version-history":[{"count":0,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/posts\/93680\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media\/93681"}],"wp:attachment":[{"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/media?parent=93680"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/categories?post=93680"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/nabfollower.com\/blog\/wp-json\/wp\/v2\/tags?post=93680"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}