{"id":113330,"date":"2025-08-07T12:16:57","date_gmt":"2025-08-07T12:16:57","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d9%85%d9%87%d9%86%d8%af%d8%b3-%d8%af%d8%a7%d8%af%d9%87-%d8%ad%d8%b1%d9%81%d9%87%d8%a7%db%8c-%da%af%d9%88%da%af%d9%84-%da%a9%d9%84%d9%88%d8%af-%d8%a2%d9%85\/"},"modified":"2025-08-07T12:18:54","modified_gmt":"2025-08-07T12:18:54","slug":"%d8%af%d9%88%d8%b1%d9%87-%d9%85%d9%87%d9%86%d8%af%d8%b3-%d8%af%d8%a7%d8%af%d9%87-%d8%ad%d8%b1%d9%81%d9%87%d8%a7%db%8c-%da%af%d9%88%da%af%d9%84-%da%a9%d9%84%d9%88%d8%af-%d8%a2%d9%85","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d9%85%d9%87%d9%86%d8%af%d8%b3-%d8%af%d8%a7%d8%af%d9%87-%d8%ad%d8%b1%d9%81%d9%87%d8%a7%db%8c-%da%af%d9%88%da%af%d9%84-%da%a9%d9%84%d9%88%d8%af-%d8%a2%d9%85\/","title":{"rendered":"\u062f\u0648\u0631\u0647 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u2013 \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB"},"content":{"rendered":"\n\n\n\n\n\n
\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/th>\nUdemy \u2013 Google Cloud Professional Data Engineer \u2013 A Complete Guide<\/td>\n<\/tr>\n
\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc<\/th>\n \u062f\u0648\u0631\u0647 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u2013 \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB<\/td>\n<\/tr>\n
\u0632\u0628\u0627\u0646<\/th>\n\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0628\u0627 \u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u0641\u0627\u0631\u0633\u06cc<\/td>\n<\/tr>\n
\u0646\u0648\u0639 \u0645\u062d\u0635\u0648\u0644<\/th>\n\u0622\u0645\u0648\u0632\u0634 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc<\/td>\n<\/tr>\n
\u0646\u062d\u0648\u0647 \u062a\u062d\u0648\u06cc\u0644<\/th>\n\u0628\u0647 \u0635\u0648\u0631\u062a \u0627\u0631\u0627\u0626\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc<\/td>\n<\/tr>\n<\/table>\n
\r\n

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    \r\n
  • \u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u06a9\u0627\u0645\u0644\u0627\u064b \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639<\/li>\r\n
  • \u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u0631\u0648\u06cc \u0641\u0644\u0634 32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/strong><\/li>\r\n
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    \r\n \ud83d\udcda \u0634\u0631\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u2014 \u0641\u0631\u0635\u062a \u0631\u0634\u062f \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0646\u062f\u0647!\r\n <\/p>\r\n\t\r\n\t

    \r\n \u062c\u0647\u062a \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0633\u0641\u0627\u0631\u0634\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 09395106248<\/strong> \u06cc\u0627 \u0622\u06cc\u062f\u06cc \u062a\u0644\u06af\u0631\u0627\u0645\u06cc @ma_limbs<\/strong> \u062f\u0631 \u062a\u0645\u0627\u0633 \u0628\u0627\u0634\u06cc\u062f.\r\n <\/p>\r\n<\/div>\n

    \n

    \u062f\u0648\u0631\u0647 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u2013 \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB<\/h1>\n

    \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632 \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0645\u0646\u0628\u0639 \u062d\u06cc\u0627\u062a\u06cc \u0647\u0631 \u0633\u0627\u0632\u0645\u0627\u0646 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0646\u0642\u0634 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u0628\u06cc\u0634 \u0627\u0632 \u067e\u06cc\u0634 \u0627\u0647\u0645\u06cc\u062a \u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a. \u0634\u0631\u06a9\u062a\u200c\u0647\u0627 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0645\u062a\u062e\u0635\u0635\u0627\u0646\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634\u060c \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u0646\u062f \u062a\u0627 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0627\u062a\u062e\u0627\u0630 \u0646\u0645\u0627\u06cc\u0646\u062f. \u067e\u0644\u062a\u0641\u0631\u0645 \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f (Google Cloud Platform – GCP)<\/span> \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u062e\u0648\u062f\u060c \u0628\u0633\u062a\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647 \u0641\u0631\u0627\u0647\u0645 \u0622\u0648\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n

    \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639\u060c \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 “\u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u2013 \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639”\u060c \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f \u0628\u0647 \u062f\u0627\u062f\u0647 \u0628\u0647 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062f\u0631 \u0645\u062d\u06cc\u0637 \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f. \u062a\u0648\u062c\u0647 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0648 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u06f3\u06f2 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/span> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0641\u0627\u06cc\u0644 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc \u0646\u06cc\u0633\u062a\u060c \u062a\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646 \u0648 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u067e\u0631\u0633\u0631\u0639\u062a \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u0622\u0648\u0631\u062f.<\/p>\n

    \u0686\u0631\u0627 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u0634\u0648\u06cc\u062f\u061f<\/h2>\n
    \n

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      \n
    • \u062a\u0642\u0627\u0636\u0627\u06cc \u0641\u0632\u0627\u06cc\u0646\u062f\u0647 \u0628\u0627\u0632\u0627\u0631:<\/strong> \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0648 \u06a9\u0648\u0686\u06a9 \u062f\u0631 \u0633\u0631\u0627\u0633\u0631 \u062c\u0647\u0627\u0646 \u0628\u0647 \u0634\u062f\u062a \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u0627\u0647\u0631 \u0647\u0633\u062a\u0646\u062f. \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u0644\u062a\u0641\u0631\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0648 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0633\u062a \u0648 \u062a\u062e\u0635\u0635 \u062f\u0631 \u0622\u0646 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u062c\u0627\u06cc\u06af\u0627\u0647 \u0645\u0645\u062a\u0627\u0632\u06cc \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/li>\n
    • \u062f\u0631\u0622\u0645\u062f \u0628\u0627\u0644\u0627 \u0648 \u0627\u0645\u0646\u06cc\u062a \u0634\u063a\u0644\u06cc:<\/strong> \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u062f\u0627\u062f\u0647 \u0627\u0632 \u067e\u0631\u062f\u0631\u0622\u0645\u062f\u062a\u0631\u06cc\u0646 \u0645\u0634\u0627\u063a\u0644 \u062f\u0631 \u062d\u0648\u0632\u0647 \u0641\u0646\u0627\u0648\u0631\u06cc \u0647\u0633\u062a\u0646\u062f \u0648 \u0628\u0627 \u062a\u0648\u062c\u0647 \u0628\u0647 \u0631\u0634\u062f \u0646\u0645\u0627\u06cc\u06cc \u062d\u062c\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0627\u0645\u0646\u06cc\u062a \u0634\u063a\u0644\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u0646\u062f.<\/li>\n
    • \u0646\u0642\u0634 \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u06a9 \u062f\u0631 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627:<\/strong> \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u062f\u0627\u062f\u0647 \u0628\u0627 \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u060c \u0628\u0647 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u062a\u0627 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0628\u0631\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u06cc\u060c \u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0628\u0647\u0631\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u06a9\u0646\u0646\u062f.<\/li>\n
    • \u0645\u062d\u06cc\u0637 \u06a9\u0627\u0631 \u067e\u0648\u06cc\u0627 \u0648 \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632:<\/strong> \u06a9\u0627\u0631 \u0628\u0627 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u200c\u0647\u0627\u06cc \u0631\u0648\u0632 \u062f\u0646\u06cc\u0627 \u0647\u0645\u0648\u0627\u0631\u0647 \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0648 \u062c\u0630\u0627\u0628 \u0627\u0633\u062a \u0648 \u0628\u0647 \u0631\u0634\u062f \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0633\u062a\u0645\u0631 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n
    • \u067e\u0644\u062a\u0641\u0631\u0645 \u0642\u062f\u0631\u062a\u0645\u0646\u062f GCP:<\/strong> \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u0628\u0627 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f BigQuery<\/span>\u060c Dataflow<\/span>\u060c Dataproc<\/span> \u0648 Pub\/Sub<\/span>\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631\u06cc \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631 \u0645\u06cc\u200c\u06af\u0630\u0627\u0631\u062f \u06a9\u0647 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0622\u0646\u200c\u0647\u0627 \u0627\u0631\u0632\u0634 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631 \u062f\u0648\u0686\u0646\u062f\u0627\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n<\/div>\n

      \u0686\u0647 \u0686\u06cc\u0632\u0647\u0627\u06cc\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a\u061f<\/h2>\n
      \n

      \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u062f\u0627\u0646\u0634 \u0646\u0638\u0631\u06cc \u0644\u0627\u0632\u0645 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc\u060c \u0633\u0627\u062e\u062a\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u0622\u0645\u0648\u0632\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f. \u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f:<\/p>\n

        \n
      • \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0648 \u062c\u0631\u06cc\u0627\u0646\u06cc \u0631\u0627 \u062f\u0631\u06a9 \u06a9\u0631\u062f\u0647 \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n
      • \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc\u060c \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a<\/span> \u0646\u0645\u0627\u06cc\u06cc\u062f.<\/li>\n
      • \u0627\u0632 BigQuery<\/span> \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u0648 \u0633\u0627\u062e\u062a \u062f\u0627\u0634\u0628\u0648\u0631\u062f\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n
      • \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 (Pipelines) \u062f\u0627\u062f\u0647 \u0631\u0627 \u0628\u0627 Dataflow<\/span> \u0648 Dataproc<\/span> \u0637\u0631\u0627\u062d\u06cc \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/li>\n
      • \u0628\u0627 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u067e\u06cc\u0627\u0645\u200c\u0631\u0633\u0627\u0646\u06cc \u0645\u0627\u0646\u0646\u062f Cloud Pub\/Sub<\/span> \u06a9\u0627\u0631 \u06a9\u0646\u06cc\u062f \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af (Real-time) \u0628\u0633\u0627\u0632\u06cc\u062f.<\/li>\n
      • \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0647\u0648\u0634 \u0645\u0635\u0646\u0648\u0639\u06cc \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f<\/span> (\u0645\u0627\u0646\u0646\u062f BigQuery ML \u0648 AI Platform) \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f \u0648 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0645\u062d\u0648\u0631 \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f.<\/li>\n
      • \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0648\u06cc\u062a \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc (IAM)<\/span> \u0648 \u0627\u0645\u0646\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 GCP \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n
      • \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0648\u0646 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f<\/span> \u0622\u0645\u0627\u062f\u0647 \u0634\u0648\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0627 \u0645\u0648\u0641\u0642\u06cc\u062a \u067e\u0634\u062a \u0633\u0631 \u0628\u06af\u0630\u0627\u0631\u06cc\u062f.<\/li>\n<\/ul>\n<\/div>\n

        \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u0634\u0631\u06a9\u062a \u062f\u0631 \u062f\u0648\u0631\u0647<\/h2>\n
        \n

        \u0628\u0631\u0627\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 \u0628\u0647\u0631\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u062f\u0627\u0634\u062a\u0646 \u067e\u06cc\u0634\u200c\u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0632\u06cc\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n

          \n
        • \u0622\u0634\u0646\u0627\u06cc\u06cc \u0627\u0648\u0644\u06cc\u0647 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc:<\/strong> \u062a\u0631\u062c\u06cc\u062d\u0627\u064b \u067e\u0627\u06cc\u062a\u0648\u0646\u060c \u0627\u0645\u0627 \u062f\u0631\u06a9 \u0627\u0635\u0648\u0644 \u06a9\u0644\u06cc \u06a9\u0627\u0641\u06cc \u0627\u0633\u062a.<\/li>\n
        • \u062f\u0631\u06a9 \u067e\u0627\u06cc\u0647 \u0627\u0632 SQL:<\/strong> \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0646\u0648\u0634\u062a\u0646 \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u06cc \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647.<\/li>\n
        • \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0627\u0628\u0631\u06cc:<\/strong> \u062f\u0631\u06a9 \u06a9\u0644\u06cc \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0645\u0634\u0627\u0628\u0647.<\/li>\n
        • \u0639\u0644\u0627\u0642\u0647 \u0628\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627:<\/strong> \u0627\u0634\u062a\u06cc\u0627\u0642 \u0628\u0647 \u062d\u0644 \u0645\u0633\u0627\u0626\u0644 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc.<\/li>\n<\/ul>\n

          \u062d\u062a\u06cc \u0627\u06af\u0631 \u0628\u0627 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627 \u06a9\u0627\u0645\u0644\u0627\u064b \u0622\u0634\u0646\u0627 \u0646\u06cc\u0633\u062a\u06cc\u062f\u060c \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0648\u0631\u0647 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u062a\u0645\u0631\u06cc\u0646 \u0648 \u067e\u0634\u062a\u06a9\u0627\u0631 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0645\u0633\u06cc\u0631 \u062a\u06a9\u0645\u06cc\u0644 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/div>\n

          \u0645\u062d\u062a\u0648\u0627\u06cc \u062c\u0627\u0645\u0639 \u062f\u0648\u0631\u0647: \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u062a\u0627 \u062a\u0633\u0644\u0637<\/h2>\n
          \n

          \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639\u060c \u0645\u0628\u0627\u062d\u062b \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645 \u0648 \u0627\u0632 \u067e\u0627\u06cc\u0647 \u062a\u0627 \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f \u0648 \u0634\u0627\u0645\u0644 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u0627\u0633\u062a:<\/p>\n

            \n
          • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647 \u0648 \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f:<\/strong>\n

            \u062f\u0631 \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0628\u0646\u06cc\u0627\u062f\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647\u060c \u0686\u0631\u062e\u0647 \u062d\u06cc\u0627\u062a \u062f\u0627\u062f\u0647 \u0648 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u062e\u062f\u0645\u0627\u062a \u0627\u0635\u0644\u06cc GCP \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0622\u063a\u0627\u0632 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645. \u062f\u0631\u06a9 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0645\u06cc\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0648 \u062c\u0631\u06cc\u0627\u0646\u06cc\u060c \u0648 \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0647\u0631 \u06a9\u062f\u0627\u0645 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0634\u06a9\u0644 \u0645\u06cc\u200c\u06af\u06cc\u0631\u062f.<\/p>\n<\/li>\n

          • \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u062f\u0631 GCP:<\/strong>\n

            \u0628\u0631\u0631\u0633\u06cc \u0639\u0645\u06cc\u0642 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0628\u0631\u06cc \u06af\u0648\u06af\u0644 \u0627\u0632 \u062c\u0645\u0644\u0647 Cloud Storage<\/span> \u0628\u0631\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u0634\u06cc\u0627\u0621\u060c Cloud SQL<\/span> \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0631\u0627\u0628\u0637\u0647\u200c\u0627\u06cc\u060c Cloud Spanner<\/span> \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0648 Cloud Firestore<\/span> \u0628\u0631\u0627\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc NoSQL. \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0646\u06cc\u0627\u0632 \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f \u0627\u0646\u062a\u062e\u0627\u0628 \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n

          • \u0627\u0646\u0628\u0627\u0631\u0647 \u062f\u0627\u062f\u0647 (Data Warehousing) \u0628\u0627 BigQuery:<\/strong>\n

            \u0628\u06cc\u06af\u200c\u06a9\u0648\u0626\u0631\u06cc (BigQuery) \u0642\u0644\u0628 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u062f\u0631 GCP \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0634\u0627\u0645\u0644 \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0646\u062d\u0648\u0647 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc\u060c \u06a9\u0648\u0626\u0631\u06cc\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647\u060c \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 BigQuery ML<\/span> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0645\u0633\u062a\u0642\u06cc\u0645 \u062f\u0631 \u0628\u06cc\u06af\u200c\u06a9\u0648\u0626\u0631\u06cc \u0627\u0633\u062a. \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0627\u0632 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0648\u0628\u200c\u0633\u0627\u06cc\u062a \u06cc\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0627\u0644\u06cc \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n

          • \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0627 Dataflow \u0648 Dataproc:<\/strong>\n

            \u0622\u0645\u0648\u0632\u0634 Dataflow<\/span> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Apache Beam SDK\u060c \u06a9\u0647 \u0647\u0645 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0648 \u0647\u0645 \u062c\u0631\u06cc\u0627\u0646\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0628\u0627 Dataproc<\/span> \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc Hadoop \u0648 Spark \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0646\u062d\u0648\u0647 \u0645\u0647\u0627\u062c\u0631\u062a \u0627\u0632 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc On-premise \u0628\u0647 Dataproc \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0633\u062a\u0631\u0647\u0627 \u0646\u06cc\u0632 \u067e\u0648\u0634\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n

          • \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc \u062f\u0627\u062f\u0647 \u0628\u0627 Pub\/Sub \u0648 Dataflow:<\/strong>\n

            \u062f\u0631\u06a9 \u0627\u0647\u0645\u06cc\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0644\u062d\u0638\u0647 \u0648 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Cloud Pub\/Sub<\/span> \u0628\u0631\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0627\u0645\u200c\u0631\u0633\u0627\u0646\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631. \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u06a9\u0647 \u0686\u06af\u0648\u0646\u0647 \u062c\u0631\u06cc\u0627\u0646\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0631\u0627 \u0627\u0632 Pub\/Sub \u0628\u0647 Dataflow \u0645\u062a\u0635\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u06cc\u062f. \u0645\u062b\u0627\u0644: \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u06af\u0631\u0647\u0627 \u06cc\u0627 \u0644\u0627\u06af\u200c\u0647\u0627\u06cc \u0648\u0628\u200c\u0633\u0627\u06cc\u062a \u0628\u0647 \u0635\u0648\u0631\u062a \u0644\u062d\u0638\u0647\u200c\u0627\u06cc.<\/p>\n<\/li>\n

          • \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u062f\u0647\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0628\u0627 Composer:<\/strong>\n

            \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Cloud Composer<\/span>\u060c \u0633\u0631\u0648\u06cc\u0633 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Apache Airflow. \u0646\u062d\u0648\u0647 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc\u060c \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0647\u200c\u0647\u0627 \u06cc\u0627 \u0635\u062f\u0647\u0627 \u0648\u0638\u06cc\u0641\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 DAG\u0647\u0627 (Directed Acyclic Graphs) \u0622\u0645\u0648\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<\/li>\n

          • \u062d\u0627\u06a9\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0648 \u0627\u0645\u0646\u06cc\u062a:<\/strong>\n

            \u0622\u0645\u0648\u0632\u0634 \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u0627\u0645\u0646\u06cc\u062a \u062f\u0631 GCP\u060c \u0634\u0627\u0645\u0644 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0648\u06cc\u062a \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc (IAM)<\/span>\u060c \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u062d\u0627\u0644 \u0633\u06a9\u0648\u0646 \u0648 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0646\u062a\u0642\u0627\u0644\u060c \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Cloud Data Loss Prevention (DLP)<\/span> \u0628\u0631\u0627\u06cc \u0645\u062d\u0627\u0641\u0638\u062a \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u0633\u0627\u0633 \u0648 Cloud Data Catalog<\/span> \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0641\u0631\u0627\u062f\u0627\u062f\u0647\u200c\u0647\u0627.<\/p>\n<\/li>\n

          • \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u0646\u0638\u0627\u0631\u062a \u0648 \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc:<\/strong>\n

            \u0646\u06a9\u0627\u062a \u0648 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627 \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u062f\u0631 GCP\u060c \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Cloud Monitoring<\/span> \u0648 Cloud Logging<\/span> \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0631\u0641\u0639 \u0645\u0634\u06a9\u0644\u0627\u062a \u062f\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647.<\/p>\n<\/li>\n

          • \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0622\u0632\u0645\u0648\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647:<\/strong>\n

            \u0628\u062e\u0634 \u067e\u0627\u06cc\u0627\u0646\u06cc \u0634\u0627\u0645\u0644 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc\u200c\u0647\u0627 \u0648 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc \u0634\u0628\u06cc\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0631\u0627\u06cc \u0622\u0645\u0627\u062f\u06af\u06cc \u06a9\u0627\u0645\u0644 \u062c\u0647\u062a \u0634\u0631\u06a9\u062a \u062f\u0631 \u0622\u0632\u0645\u0648\u0646 Google Cloud Professional Data Engineer Certification<\/span> \u0627\u0633\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0628\u0627 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0646\u0641\u0633 \u06a9\u0627\u0645\u0644 \u062f\u0631 \u0622\u0632\u0645\u0648\u0646 \u0634\u0631\u06a9\u062a \u06a9\u0646\u06cc\u062f.<\/p>\n<\/li>\n<\/ul>\n<\/div>\n

            \u0646\u062d\u0648\u0647 \u0627\u0631\u0627\u0626\u0647 \u062f\u0648\u0631\u0647: \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u06f3\u06f2 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/h2>\n
            \n

            \u06cc\u06a9\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0645\u0647\u0645 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0646\u062d\u0648\u0647 \u0627\u0631\u0627\u0626\u0647 \u0622\u0646 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u06a9\u0627\u0645\u0644 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u06f3\u06f2 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/span> \u0628\u0627 \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u062f\u0627\u0631\u062f:<\/p>\n

              \n
            • \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646 \u0648 \u0628\u062f\u0648\u0646 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a:<\/strong> \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u0648\u0631\u0647 \u0631\u0627 \u062f\u0631 \u0647\u0631 \u0632\u0645\u0627\u0646 \u0648 \u0645\u06a9\u0627\u0646\u06cc\u060c \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u062a\u0635\u0627\u0644 \u062f\u0627\u0626\u0645 \u0648 \u067e\u0631\u0633\u0631\u0639\u062a \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a\u060c \u0645\u0634\u0627\u0647\u062f\u0647 \u0648 \u0645\u0637\u0627\u0644\u0639\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n
            • \u0639\u062f\u0645 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0627\u0646\u0644\u0648\u062f:<\/strong> \u062f\u06cc\u06af\u0631 \u0646\u06af\u0631\u0627\u0646 \u062d\u062c\u0645 \u0628\u0627\u0644\u0627\u06cc \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u062f\u0627\u0646\u0644\u0648\u062f \u06cc\u0627 \u0642\u0637\u0639\u06cc \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0646\u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f.<\/li>\n
            • \u0642\u0627\u0628\u0644 \u062d\u0645\u0644 \u0628\u0648\u062f\u0646:<\/strong> \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 \u062f\u0648\u0631\u0647 \u0631\u0627 \u0628\u0647 \u0631\u0627\u062d\u062a\u06cc \u0628\u0627 \u062e\u0648\u062f \u062d\u0645\u0644 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0631 \u0631\u0648\u06cc \u0644\u067e\u200c\u062a\u0627\u067e \u06cc\u0627 \u06a9\u0627\u0645\u067e\u06cc\u0648\u062a\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0646\u06cc\u062f.<\/li>\n
            • \u062d\u0641\u0638 \u06a9\u06cc\u0641\u06cc\u062a:<\/strong> \u0645\u062d\u062a\u0648\u0627\u06cc \u0648\u06cc\u062f\u0626\u0648\u06cc\u06cc \u0648 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u0645\u06a9\u0646 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n

              \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0627\u0646\u0644\u0648\u062f\u06cc \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0646\u06cc\u0633\u062a \u0648 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u062f\u0644\u06cc\u0644 \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627\u062d\u062a \u0648 \u0628\u062f\u0648\u0646 \u062f\u063a\u062f\u063a\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<\/div>\n

              \u0628\u0627 \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639\u060c \u0646\u0647 \u062a\u0646\u0647\u0627 \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0646 \u0628\u0647 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062f\u0631 \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u0631\u0627 \u06a9\u0633\u0628 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f\u060c \u0628\u0644\u06a9\u0647 \u0628\u0631\u0627\u06cc \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0639\u062a\u0628\u0631\u062a\u0631\u06cc\u0646 \u06af\u0648\u0627\u0647\u06cc\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u0635\u0646\u0639\u062a \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f. \u0627\u06cc\u0646 \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0622\u06cc\u0646\u062f\u0647 \u0634\u063a\u0644\u06cc \u0634\u0645\u0627\u060c \u0628\u062f\u0648\u0646 \u0634\u06a9 \u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0647\u062a\u0631\u06cc\u0646 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0634\u0645\u0627 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u0622\u0645\u0627\u062f\u0647 \u0634\u0648\u06cc\u062f \u062a\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0646\u0642\u0634\u200c\u0622\u0641\u0631\u06cc\u0646\u06cc \u06a9\u0646\u06cc\u062f!<\/p>\n<\/article>\n","protected":false},"excerpt":{"rendered":"

              \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Udemy \u2013 Google Cloud Professional Data Engineer \u2013 A Complete Guide \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc \u062f\u0648\u0631\u0647 […]<\/p>\n","protected":false},"featured_media":67493,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_cat":[1226],"product_tag":[65789,1284,1340,61669,16361,36291,1283,65754,1406,61872,65788,16483,65790,1128,65787,11279,8548,65750,27229,65757,49461,57109,1404,13815,29496,36281],"class_list":{"0":"post-113330","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-1226","7":"product_tag-32gb-usb","8":"product_tag-big-data","9":"product_tag-cloud-computing","10":"product_tag-cloud-professional","11":"product_tag-complete-guide","12":"product_tag-data-engineer-certification","13":"product_tag-data-engineering","14":"product_tag-flash-drive-course","15":"product_tag-gcp","16":"product_tag-gcp-professional","17":"product_tag-google-cloud-data-engineer","18":"product_tag-google-cloud-training","19":"product_tag-offline-training","20":"product_tag-udemy-course","21":"product_tag-65787","22":"product_tag-11279","23":"product_tag-8548","24":"product_tag-65750","25":"product_tag-27229","26":"product_tag---32-","27":"product_tag-49461","28":"product_tag-57109","29":"product_tag-1404","30":"product_tag-13815","31":"product_tag-29496","32":"product_tag-36281","33":"pmpro-has-access","34":"desktop-align-left","35":"tablet-align-left","36":"mobile-align-left","38":"first","39":"instock","40":"shipping-taxable","41":"purchasable","42":"product-type-variable"},"yoast_head":"\n\u062f\u0648\u0631\u0647 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u2013 \u0622\u0645\u0648\u0632\u0634 \u062c\u0627\u0645\u0639 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB - 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