{"id":113798,"date":"2025-08-08T09:46:48","date_gmt":"2025-08-08T09:46:48","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d8%b9%d9%85%d9%84%db%8c-apache-airflow-%d8%a8%d8%b1-%d8%b1%d9%88%db%8c-%d9%81%d9%84%d8%b4-32gb\/"},"modified":"2025-08-08T09:46:51","modified_gmt":"2025-08-08T09:46:51","slug":"%d8%af%d9%88%d8%b1%d9%87-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d8%b9%d9%85%d9%84%db%8c-apache-airflow-%d8%a8%d8%b1-%d8%b1%d9%88%db%8c-%d9%81%d9%84%d8%b4-32gb","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d8%a2%d9%85%d9%88%d8%b2%d8%b4-%d8%b9%d9%85%d9%84%db%8c-apache-airflow-%d8%a8%d8%b1-%d8%b1%d9%88%db%8c-%d9%81%d9%84%d8%b4-32gb\/","title":{"rendered":"\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u0644\u06cc Apache Airflow \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>\n\u062f\u0627\u0646\u0644\u0648\u062f Udemy – Apache Airflow: The Hands-On 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 \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u0644\u06cc Apache Airflow \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

\ud83c\udf93 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631 <\/h2>\r\n
    \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
  • \u0622\u0645\u0627\u062f\u0647 \u0627\u0631\u0633\u0627\u0644 \u0641\u0648\u0631\u06cc \u0628\u0647 \u0633\u0631\u0627\u0633\u0631 \u06a9\u0634\u0648\u0631<\/li>\r\n\r\n <\/ul>\r\n

    \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 \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u0644\u06cc Apache Airflow \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 \u067e\u0627\u062f\u0634\u0627\u0647\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 (Data Pipelines) \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u062f\u0627\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. Apache Airflow<\/span>\u060c \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0645\u062a\u0646\u200c\u0628\u0627\u0632\u060c \u067e\u0627\u0633\u062e\u06cc \u0627\u0633\u062a \u0628\u0647 \u0627\u06cc\u0646 \u0646\u06cc\u0627\u0632 \u062d\u06cc\u0627\u062a\u06cc\u060c \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc\u200c\u0634\u062f\u0647\u060c \u0646\u0638\u0627\u0631\u062a\u200c\u067e\u0630\u06cc\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0628\u0633\u0627\u0632\u06cc\u062f \u0648 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0648 \u0639\u0645\u0644\u06cc\u060c \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0633\u0637\u062d \u0645\u0628\u062a\u062f\u06cc \u062a\u0627 \u0645\u062a\u062e\u0635\u0635 \u062f\u0631 Airflow \u067e\u06cc\u0634 \u0645\u06cc\u200c\u0628\u0631\u062f. \u062a\u0648\u062c\u0647 \u0641\u0631\u0645\u0627\u06cc\u06cc\u062f \u06a9\u0647 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u06cc\u0632\u06cc\u06a9\u06cc \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 \u0627\u0645\u06a9\u0627\u0646 \u062f\u0627\u0646\u0644\u0648\u062f \u0622\u0646 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f<\/span>. \u0627\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0627\u0631\u0627\u0626\u0647\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646 \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631 \u0628\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n

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

    \u0628\u0627 \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0639\u0645\u0644\u06cc \u0648 \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645\u060c \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u06a9\u0633\u0628 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0647\u0631 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a:<\/p>\n

      \n
    • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0647\u0633\u062a\u0647\u200c\u0627\u06cc Airflow:<\/strong> \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc\u060c \u0627\u062c\u0632\u0627 \u0648 \u0627\u0635\u0637\u0644\u0627\u062d\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc Airflow \u0646\u0638\u06cc\u0631 DAG (Directed Acyclic Graph)\u060c Task\u060c Operator\u060c Sensor \u0648 Hook. \u0627\u06cc\u0646 \u062f\u0627\u0646\u0634 \u067e\u0627\u06cc\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0642\u0648\u06cc \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/li>\n
    • \u0633\u0627\u062e\u062a \u0648 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc DAG\u0647\u0627:<\/strong> \u0637\u0631\u0627\u062d\u06cc\u060c \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc\u060c \u0648 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u062a\u0648\u0646. \u0634\u0645\u0627 \u06cc\u0627\u062f \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f \u0686\u06af\u0648\u0646\u0647 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u062e\u0648\u062f \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f.<\/li>\n
    • \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Operator\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639:<\/strong> \u06a9\u0627\u0631 \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 Operator\u0647\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u0645\u0627\u0646\u0646\u062f BashOperator\u060c PythonOperator\u060c KubernetesPodOperator\u060c S3Operator \u0648 DockerOperator. \u0647\u0645\u0686\u0646\u06cc\u0646\u060c \u0646\u062d\u0648\u0647 \u0627\u06cc\u062c\u0627\u062f Operator\u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0627\u0635 \u0633\u0627\u0632\u0645\u0627\u0646 \u06cc\u0627 \u067e\u0631\u0648\u0698\u0647 \u062e\u0648\u062f \u0631\u0627 \u0641\u0631\u0627 \u0645\u06cc\u200c\u06af\u06cc\u0631\u06cc\u062f.<\/li>\n
    • \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Sensors:<\/strong> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Sensors \u0628\u0631\u0627\u06cc \u0645\u06a9\u062b \u0648 \u0627\u0646\u062a\u0638\u0627\u0631 \u0628\u0631\u0627\u06cc \u0648\u0642\u0648\u0639 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc (\u0645\u0627\u0646\u0646\u062f \u0622\u0645\u0627\u062f\u0647 \u0634\u062f\u0646 \u06cc\u06a9 \u0641\u0627\u06cc\u0644 \u062f\u0631 S3\u060c \u062a\u06a9\u0645\u06cc\u0644 \u0634\u062f\u0646 \u06cc\u06a9 \u0648\u0638\u06cc\u0641\u0647 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645 \u062f\u06cc\u06af\u0631\u060c \u06cc\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u06cc\u06a9 \u067e\u06cc\u0627\u0645 \u0627\u0632 Kafka) \u0642\u0628\u0644 \u0627\u0632 \u0627\u062f\u0627\u0645\u0647 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631.<\/li>\n
    • \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a \u0648 Hook\u0647\u0627:<\/strong> \u0646\u062d\u0648\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0627\u0645\u0646 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 (PostgreSQL, MySQL)\u060c \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc (\u0645\u0627\u0646\u0646\u062f AWS S3, Redshift, Snowflake, Google BigQuery) \u0648 API\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Hook\u0647\u0627.<\/li>\n
    • \u0646\u0638\u0627\u0631\u062a \u0648 \u0631\u0641\u0639 \u0627\u0634\u06a9\u0627\u0644:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0648\u0628 Airflow \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u062f\u0642\u06cc\u0642 \u0628\u0631 \u0648\u0636\u0639\u06cc\u062a DAG\u0647\u0627\u060c \u0645\u0634\u0627\u0647\u062f\u0647 \u0644\u0627\u06af\u200c\u0647\u0627\u060c \u0648 \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u0648 \u0631\u0641\u0639 \u0645\u0634\u06a9\u0644\u0627\u062a \u062f\u0631 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062f\u0631 \u062d\u0627\u0644 \u0627\u062c\u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u06a9\u0627\u0631\u0622\u0645\u062f.<\/li>\n
    • \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0631\u06cc\u0632\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc:<\/strong> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0645\u0627\u0646\u0646\u062f XComs \u0628\u0631\u0627\u06cc \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9\u200c\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0628\u06cc\u0646 Task\u0647\u0627\u060c SubDAGs \u0648 Task Groups \u0628\u0631\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u0648 \u062f\u0631 \u062a\u0648 \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u0648 Branching \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u0634\u0631\u0648\u0637 Task\u0647\u0627.<\/li>\n
    • \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0648 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u06a9\u0631\u062f\u0646 Airflow:<\/strong> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 Airflow \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648 \u062a\u0648\u0644\u06cc\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Docker Compose \u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u0644\u06cc \u0648 \u0627\u0635\u0648\u0644 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0633\u062a\u0631 \u0634\u062f\u0647 \u0646\u0638\u06cc\u0631 Kubernetes \u0648 Celery Executor.<\/li>\n
    • \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637\u0627 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646:<\/strong> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u062a\u0644\u0627\u0634 (Retries)\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0634\u06a9\u0633\u062a\u200c\u0647\u0627\u060c \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u0648 \u0645\u0642\u0627\u0648\u0645\u062a \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062e\u0637\u0627\u0647\u0627.<\/li>\n
    • \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc:<\/strong> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0628\u0647\u062a\u0631\u06cc\u0646 \u0631\u0648\u0634\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0646\u0648\u0634\u062a\u0646 DAG\u0647\u0627\u06cc \u062a\u0645\u06cc\u0632\u060c \u0642\u0627\u0628\u0644 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc\u060c \u0645\u0627\u0698\u0648\u0644\u0627\u0631 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f \u0628\u0627 \u0631\u0634\u062f \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0634\u0645\u0627 \u0633\u0627\u0632\u06af\u0627\u0631 \u0634\u0648\u0646\u062f.<\/li>\n<\/ul>\n<\/div>\n

      \u0645\u0632\u0627\u06cc\u0627\u06cc \u0634\u0631\u06a9\u062a \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647<\/h2>\n
      \n

      \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0645\u0632\u0627\u06cc\u0627\u06cc \u0628\u06cc\u200c\u0634\u0645\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0631\u06a9\u062a\u200c\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u0628\u0647 \u0627\u0631\u0645\u063a\u0627\u0646 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f \u0648 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062f\u0627\u062f\u0647 \u0622\u0645\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f:<\/p>\n

        \n
      • \u0648\u0631\u0648\u062f \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0647 \u0628\u0627\u0632\u0627\u0631 \u06a9\u0627\u0631:<\/strong> \u0628\u0627 \u062a\u0633\u0644\u0637 \u0628\u0631 Airflow\u060c \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0645\u0647\u0646\u062f\u0633 \u062f\u0627\u062f\u0647\u060c \u0645\u062a\u062e\u0635\u0635 MLOps \u06cc\u0627 \u062f\u0627\u0646\u0634\u0645\u0646\u062f \u062f\u0627\u062f\u0647\u060c \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0634\u0645\u0627 \u0628\u0647 \u0634\u062f\u062a \u0628\u0631\u0627\u06cc \u0634\u0631\u06a9\u062a\u200c\u0647\u0627 \u062c\u0630\u0627\u0628 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. Airflow \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062a\u0642\u0627\u0636\u0627 \u0648 \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u0635\u0646\u0639\u062a \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/li>\n
      • \u0627\u0641\u0632\u0627\u06cc\u0634 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646:<\/strong> \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u0648 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062e\u0648\u062f\u06a9\u0627\u0631 \u0648 \u0642\u0627\u0628\u0644 \u0627\u0639\u062a\u0645\u0627\u062f \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f\u060c \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0635\u0631\u0641\u0647\u200c\u062c\u0648\u06cc\u06cc \u0686\u0634\u0645\u06af\u06cc\u0631 \u062f\u0631 \u0632\u0645\u0627\u0646\u060c \u0646\u06cc\u0631\u0648\u06cc \u0627\u0646\u0633\u0627\u0646\u06cc \u0648 \u0645\u0646\u0627\u0628\u0639 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n
      • \u06a9\u0633\u0628 \u062a\u062c\u0631\u0628\u0647 \u0639\u0645\u0644\u06cc \u0648\u0627\u0642\u0639\u06cc:<\/strong> \u062a\u0645\u0631\u06a9\u0632 \u0627\u0635\u0644\u06cc \u062f\u0648\u0631\u0647 \u0628\u0631 \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u0644\u06cc \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631 \u0627\u0633\u062a\u061b \u0628\u0627 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0645\u062a\u0639\u062f\u062f \u0648 \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627\u06cc Hands-on\u060c \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0639\u0645\u06cc\u0642 \u062f\u0631\u06a9 \u062e\u0648\u0627\u0647\u06cc\u062f \u06a9\u0631\u062f \u0648 \u0627\u0639\u062a\u0645\u0627\u062f \u0628\u0647 \u0646\u0641\u0633 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0631\u0627 \u0628\u062f\u0633\u062a \u0645\u06cc\u200c\u0622\u0648\u0631\u06cc\u062f.<\/li>\n
      • \u0627\u0646\u062a\u0642\u0627\u0644 \u062f\u0627\u0646\u0634 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc:<\/strong> \u062a\u0645\u0627\u0645\u06cc \u0645\u0628\u0627\u062d\u062b \u0628\u0631 \u0627\u0633\u0627\u0633 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 \u0635\u0646\u0639\u062a \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u062a\u0627 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u062f\u0627\u0646\u0634 \u06a9\u0633\u0628 \u0634\u062f\u0647 \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u06a9\u0627\u0631 \u062e\u0648\u062f \u0628\u0647 \u06a9\u0627\u0631 \u0628\u06af\u06cc\u0631\u06cc\u062f.<\/li>\n
      • \u0622\u0645\u0627\u062f\u06af\u06cc \u0628\u0631\u0627\u06cc \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062f\u0627\u062f\u0647:<\/strong> \u067e\u0633 \u0627\u0632 \u0627\u062a\u0645\u0627\u0645 \u062f\u0648\u0631\u0647\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0645\u0642\u06cc\u0627\u0633\u200c\u0628\u0646\u062f\u06cc \u06a9\u0631\u062f\u0647 \u0648 \u0645\u0634\u06a9\u0644\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062d\u062c\u0645 \u0628\u0627\u0644\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u062d\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n
      • \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0641\u0644\u0627\u06cc\u0646 \u0648 \u062f\u0627\u0626\u0645\u06cc:<\/strong> \u0645\u062d\u062a\u0648\u0627\u06cc \u062f\u0648\u0631\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0648 \u0628\u0647 \u0635\u0648\u0631\u062a \u0646\u0627\u0645\u062d\u062f\u0648\u062f \u0628\u0647 \u0622\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0647\u0631 \u0632\u0645\u0627\u0646 \u06a9\u0647 \u0628\u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u0637\u0627\u0644\u0628 \u0631\u0627 \u0645\u0631\u0648\u0631 \u06a9\u0646\u06cc\u062f.<\/li>\n<\/ul>\n<\/div>\n

        \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627<\/h2>\n
        \n

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

          \n
        • \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646:<\/strong> Airflow \u0628\u0647 \u0635\u0648\u0631\u062a \u0628\u0648\u0645\u06cc \u0628\u0627 \u067e\u0627\u06cc\u062a\u0648\u0646 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646\u060c \u062f\u0631\u06a9 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u067e\u0627\u06cc\u062a\u0648\u0646 (\u0646\u0638\u06cc\u0631 \u062a\u0648\u0627\u0628\u0639\u060c \u06a9\u0644\u0627\u0633\u200c\u0647\u0627\u060c \u0645\u0627\u0698\u0648\u0644\u200c\u0647\u0627\u060c \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647) \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0648 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc DAG\u0647\u0627 \u0636\u0631\u0648\u0631\u06cc \u0627\u0633\u062a.<\/li>\n
        • \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 (Command Line):<\/strong> \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u062a\u0631\u0645\u06cc\u0646\u0627\u0644 \u06cc\u0627 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u062a \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0641\u0627\u06cc\u0644\u200c\u0647\u0627.<\/li>\n
        • \u062f\u0631\u06a9 \u06a9\u0644\u06cc \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u0648 SQL (\u0645\u0641\u06cc\u062f \u0627\u0633\u062a):<\/strong> \u0627\u06af\u0631\u0686\u0647 \u0636\u0631\u0648\u0631\u06cc \u0646\u06cc\u0633\u062a\u060c \u0627\u0645\u0627 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0646\u062d\u0648\u0647 \u06a9\u0627\u0631 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u062f\u0633\u062a\u0648\u0631\u0627\u062a SQL \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 ETL (Extract, Transform, Load) \u06a9\u0645\u06a9\u200c\u06a9\u0646\u0646\u062f\u0647 \u0628\u0627\u0634\u062f.<\/li>\n
        • \u0627\u0646\u06af\u06cc\u0632\u0647 \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc:<\/strong> \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0648 \u0627\u0635\u0644\u06cc\u200c\u062a\u0631\u06cc\u0646 \u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u060c \u0627\u0634\u062a\u06cc\u0627\u0642 \u0634\u0645\u0627 \u0628\u0631\u0627\u06cc \u0648\u0631\u0648\u062f \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f \u0622\u0646 \u0627\u0633\u062a!<\/li>\n<\/ul>\n<\/div>\n

          \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u062f\u0648\u0631\u0647<\/h2>\n

          \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u062f\u0642\u062a \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u062a\u0627 \u062a\u0645\u0627\u0645\u06cc \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc Apache Airflow \u0631\u0627 \u067e\u0648\u0634\u0634 \u062f\u0647\u062f \u0648 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u06cc\u06a9 \u0645\u062a\u062e\u0635\u0635 \u062a\u0645\u0627\u0645\u200c\u0639\u06cc\u0627\u0631 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f:<\/p>\n

          \n

          1. \u0645\u0642\u062f\u0645\u0647 \u0648 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Apache Airflow<\/h3>\n
            \n
          • \u0686\u0631\u0627 Airflow\u061f \u0645\u0639\u0631\u0641\u06cc \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u062f\u0627\u062f\u0647 \u0648 \u062c\u0627\u06cc\u06af\u0627\u0647 Airflow \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af<\/li>\n
          • \u0645\u0639\u0645\u0627\u0631\u06cc Airflow: \u0628\u0631\u0631\u0633\u06cc \u062f\u0642\u06cc\u0642 \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc (Scheduler, Webserver, Worker, Database) \u0648 \u0646\u062d\u0648\u0647 \u062a\u0639\u0627\u0645\u0644 \u0622\u0646\u200c\u0647\u0627<\/li>\n
          • \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc Airflow \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0628\u0627 Docker Compose \u0628\u0631\u0627\u06cc \u0634\u0631\u0648\u0639 \u0633\u0631\u06cc\u0639 \u0648 \u0622\u0633\u0627\u0646<\/li>\n
          • \u0627\u0648\u0644\u06cc\u0646 DAG \u0634\u0645\u0627: \u0646\u0648\u0634\u062a\u0646\u060c \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u06cc\u06a9 DAG \u0628\u0633\u06cc\u0627\u0631 \u0633\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0627\u0648\u0644\u06cc\u0647 \u0641\u0631\u0622\u06cc\u0646\u062f<\/li>\n<\/ul>\n<\/div>\n
            \n

            2. \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0633\u0627\u0633\u06cc DAG\u0647\u0627 \u0648 Task\u0647\u0627<\/h3>\n
              \n
            • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 DAGs (Directed Acyclic Graphs): \u062a\u0639\u0631\u06cc\u0641\u060c \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 (acyclic nature)\u060c \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627 \u062f\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647<\/li>\n
            • Tasks \u0648 Operators: \u062a\u0639\u0631\u06cc\u0641 \u0648\u0638\u0627\u06cc\u0641 \u0627\u0635\u0644\u06cc \u062f\u0631 \u06cc\u06a9 DAG \u0648 \u0646\u062d\u0648\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Operator\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0622\u0646\u200c\u0647\u0627<\/li>\n
            • \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc DAG\u0647\u0627: \u062f\u0631\u06a9 Schedule Interval\u060c Catchup\u060c \u0648 Backfill \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062c\u062f\u062f DAG\u0647\u0627 \u062f\u0631 \u0628\u0627\u0632\u0647\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u06af\u0630\u0634\u062a\u0647<\/li>\n
            • \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc Task (Task Dependencies): \u062a\u0646\u0638\u06cc\u0645 \u062f\u0642\u06cc\u0642 \u062a\u0631\u062a\u06cc\u0628 \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0639\u0645\u0644\u06af\u0631\u0647\u0627\u06cc bitshift (>><\/code>, <<<\/code>) \u0648 set_downstream\/set_upstream<\/li>\n
            • \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Templating \u0628\u0627 Jinja: \u062f\u06cc\u0646\u0627\u0645\u06cc\u06a9\u200c\u0633\u0627\u0632\u06cc DAG\u0647\u0627 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0627\u06a9\u0631\u0648\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u06cc\u0634\u062a\u0631<\/li>\n<\/ul>\n<\/div>\n
              \n

              3. \u06a9\u0627\u0631 \u0628\u0627 \u0639\u0645\u0644\u06af\u0631\u0647\u0627 (Operators) \u0648 \u062d\u0633\u06af\u0631\u0647\u0627 (Sensors)<\/h3>\n
                \n
              • \u0628\u0631\u0631\u0633\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f \u0639\u0645\u0644\u06af\u0631\u0647\u0627\u06cc \u067e\u0631\u06a9\u0627\u0631\u0628\u0631\u062f: BashOperator, PythonOperator, DummyOperator, ExternalTaskSensor<\/li>\n
              • \u0639\u0645\u0644\u06af\u0631\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u0648 \u06a9\u0627\u0646\u062a\u06cc\u0646\u0631\u06cc: S3Operator, KubernetesPodOperator, DockerOperator<\/li>\n
              • \u0627\u06cc\u062c\u0627\u062f \u0639\u0645\u0644\u06af\u0631\u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc (Custom Operators): \u0646\u0648\u0634\u062a\u0646 Operator\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u0628\u0631\u0627\u06cc \u0631\u0641\u0639 \u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062e\u0627\u0635 \u067e\u0631\u0648\u0698\u0647 \u0634\u0645\u0627<\/li>\n
              • \u0645\u0639\u0631\u0641\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f Sensors: \u0627\u0646\u062a\u0638\u0627\u0631 \u0628\u0631\u0627\u06cc \u0648\u0642\u0648\u0639 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 (\u0645\u0627\u0646\u0646\u062f S3KeySensor, SqlSensor, FileSensor) \u0628\u0631\u0627\u06cc \u0627\u06cc\u062c\u0627\u062f \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc<\/li>\n
              • \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Hooks \u0628\u0631\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc: \u0645\u062f\u06cc\u0631\u06cc\u062a \u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0628\u0647 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627 (PostgresHook), \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc (S3Hook) \u0648 API\u0647\u0627<\/li>\n<\/ul>\n<\/div>\n
                \n

                4. \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u067e\u06cc\u0686\u06cc\u062f\u0647<\/h3>\n
                  \n
                • \u0628\u0647 \u0627\u0634\u062a\u0631\u0627\u06a9\u200c\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 \u0628\u06cc\u0646 Task\u0647\u0627 \u0628\u0627 XComs (Cross-communication): \u0627\u0631\u0633\u0627\u0644 \u0648 \u062f\u0631\u06cc\u0627\u0641\u062a \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u06cc\u0646 \u0648\u0638\u0627\u06cc\u0641 \u062f\u0631 \u06cc\u06a9 DAG<\/li>\n
                • \u0633\u0627\u0632\u0645\u0627\u0646\u062f\u0647\u06cc DAG\u0647\u0627 \u0628\u0627 Task Groups \u0648 SubDAGs: \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u06af\u0631\u0648\u0647\u200c\u0628\u0646\u062f\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u062e\u0648\u0627\u0646\u0627\u06cc\u06cc \u0648 \u0633\u0627\u062e\u062a\u0627\u0631 DAG\u0647\u0627\u06cc \u0628\u0632\u0631\u06af<\/li>\n
                • \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Branching (\u0627\u0646\u0634\u0639\u0627\u0628): \u0627\u062c\u0631\u0627\u06cc \u0645\u0634\u0631\u0648\u0637 Task\u0647\u0627 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0645\u0646\u0637\u0642 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u06cc\u0627 \u0646\u062a\u0627\u06cc\u062c \u0648\u0638\u0627\u06cc\u0641 \u0642\u0628\u0644\u06cc<\/li>\n
                • \u0645\u062f\u06cc\u0631\u06cc\u062a \u067e\u0627\u0631\u0627\u0645\u062a\u0631\u0647\u0627 \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u062f\u06cc\u0646\u0627\u0645\u06cc\u06a9: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 `params` \u0648 `default_args` \u0628\u0631\u0627\u06cc \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc DAG\u0647\u0627<\/li>\n
                • Handling Retries, Timeouts \u0648 SLA\u0647\u0627 (Service Level Agreements): \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0645\u06a9\u0627\u0646\u06cc\u0632\u0645\u200c\u0647\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc \u062e\u0637\u0627 \u0648 \u062a\u0636\u0645\u06cc\u0646 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641<\/li>\n<\/ul>\n<\/div>\n
                  \n

                  5. \u0646\u0638\u0627\u0631\u062a\u060c \u0631\u0641\u0639 \u0627\u0634\u06a9\u0627\u0644 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627<\/h3>\n
                    \n
                  • \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc Airflow Webserver: \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0627\u0645\u0644 \u0627\u0632 \u062f\u0627\u0634\u0628\u0648\u0631\u062f \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 DAG\u0647\u0627\u060c \u0645\u0634\u0627\u0647\u062f\u0647 \u0644\u0627\u06af\u200c\u0647\u0627\u060c \u0646\u0645\u0648\u062f\u0627\u0631 \u06af\u0627\u0646\u062a \u0648 \u0648\u0636\u0639\u06cc\u062a \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641<\/li>\n
                  • \u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc \u0648 \u0631\u0641\u0639 \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0627\u06cc\u062c \u062f\u0631 Airflow: \u0634\u0646\u0627\u0633\u0627\u06cc\u06cc \u06af\u0644\u0648\u06af\u0627\u0647\u200c\u0647\u0627 \u0648 \u062e\u0637\u0627\u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644 \u062f\u0631 DAG\u0647\u0627<\/li>\n
                  • \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0644\u0627\u06af\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u0645\u0624\u062b\u0631 \u0628\u0631\u0627\u06cc \u0631\u062f\u06cc\u0627\u0628\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a: \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0644\u0627\u06af\u06cc\u0646\u06af \u0648 \u0627\u0647\u0645\u06cc\u062a \u0622\u0646 \u062f\u0631 \u062a\u0634\u062e\u06cc\u0635 \u062e\u0637\u0627\u0647\u0627<\/li>\n
                  • \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc DAG\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631: \u0627\u0635\u0648\u0644 Idempotency (\u0647\u0645\u200c\u067e\u0627\u06cc\u06af\u06cc), Modularity \u0648 \u062a\u0633\u062a\u200c\u067e\u0630\u06cc\u0631\u06cc<\/li>\n
                  • \u0627\u0635\u0648\u0644 \u0627\u0645\u0646\u06cc\u062a \u062f\u0631 Airflow: \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0631\u0628\u0631\u0627\u0646\u060c \u0646\u0642\u0634\u200c\u0647\u0627 \u0648 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u0645\u0646\u06cc\u062a\u06cc<\/li>\n<\/ul>\n<\/div>\n
                    \n

                    6. \u0627\u0633\u062a\u0642\u0631\u0627\u0631 Airflow \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc<\/h3>\n
                      \n
                    • \u0628\u0631\u0631\u0633\u06cc Executor\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641: \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc Sequential, Local, Celery, Kubernetes Executors<\/li>\n
                    • \u0627\u0633\u062a\u0642\u0631\u0627\u0631 Airflow \u062f\u0631 Docker \u0648 Docker Compose \u0628\u0631\u0627\u06cc \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648 \u062a\u0633\u062a<\/li>\n
                    • \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 Airflow \u062f\u0631 Kubernetes \u0628\u0631\u0627\u06cc \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f\u06cc \u0628\u0627 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0627\u0644\u0627<\/li>\n
                    • \u0645\u0644\u0627\u062d\u0638\u0627\u062a \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631\u06cc \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0644\u06cc\u062f: \u0627\u0646\u062a\u062e\u0627\u0628 Executor \u0645\u0646\u0627\u0633\u0628 \u0648 \u062a\u0646\u0638\u06cc\u0645\u0627\u062a Worker\u0647\u0627<\/li>\n<\/ul>\n<\/div>\n
                      \n

                      7. \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/h3>\n
                        \n
                      • \u0633\u0627\u062e\u062a \u06cc\u06a9 ETL Pipeline \u06a9\u0627\u0645\u0644 (Extract, Transform, Load) \u0628\u0627 Airflow \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 \u0628\u0647 \u06cc\u06a9 \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647<\/li>\n
                      • \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u06cc\u06a9 \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (MLOps)<\/li>\n
                      • \u0647\u0645\u06af\u0627\u0645\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0628\u06cc\u0646 S3 \u0648 \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 (\u0645\u062b\u0644\u0627\u064b Redshift \u06cc\u0627 Snowflake) \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Hook\u0647\u0627 \u0648 Operators<\/li>\n
                      • \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0648 \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u06af\u0632\u0627\u0631\u0634\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0627\u0631\u0633\u0627\u0644 \u0627\u0639\u0644\u0627\u0646\u200c\u0647\u0627 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u0645\u06cc\u0644 \u06cc\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u06cc\u0627\u0645\u200c\u0631\u0633\u0627\u0646<\/li>\n
                      • \u0645\u062f\u06cc\u0631\u06cc\u062a \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u06cc (Event-Driven Data)<\/li>\n<\/ul>\n<\/div>\n

                        \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/h2>\n
                        \n

                        \u062f\u0631 \u0637\u0648\u0644 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0628\u0627 \u062f\u0647\u200c\u0647\u0627 \u0645\u062b\u0627\u0644 \u0648\u0627\u0642\u0639\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0633\u0631 \u0648 \u06a9\u0627\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u062f\u0627\u0634\u062a \u06a9\u0647 \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0645\u0641\u0627\u0647\u06cc\u0645 \u0631\u0627 \u0639\u0645\u06cc\u0642\u0627\u064b \u062f\u0631\u06a9 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0627\u0632 \u0622\u0646\u200c\u0647\u0627 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0645\u062b\u0627\u0644\u200c\u0647\u0627 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n

                          \n
                        • \u0627\u062a\u0648\u0645\u0627\u0633\u06cc\u0648\u0646 \u0627\u0633\u062a\u062e\u0631\u0627\u062c\u060c \u062a\u0628\u062f\u06cc\u0644 \u0648 \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u062f\u0627\u062f\u0647 (ETL):<\/strong> \u0633\u0627\u062e\u062a DAG\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0637\u0648\u0631 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0627\u0632 \u06cc\u06a9 \u0645\u0646\u0628\u0639 (\u0645\u062b\u0644\u0627\u064b API \u0639\u0645\u0648\u0645\u06cc\u060c \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc CSV \u062f\u0631 S3\u060c \u06cc\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 SQL) \u0627\u0633\u062a\u062e\u0631\u0627\u062c\u060c \u067e\u0631\u062f\u0627\u0632\u0634 (\u067e\u0627\u06a9\u0633\u0627\u0632\u06cc\u060c \u062a\u0628\u062f\u06cc\u0644 \u0641\u0631\u0645\u062a) \u0648 \u0633\u067e\u0633 \u062f\u0631 \u0645\u0642\u0635\u062f \u0646\u0647\u0627\u06cc\u06cc (\u0645\u062b\u0644\u0627\u064b \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647\u060c \u062f\u06cc\u062a\u0627\u0644\u06cc\u06a9) \u0628\u0627\u0631\u06af\u0630\u0627\u0631\u06cc \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n
                        • \u06af\u0631\u062f\u0634 \u06a9\u0627\u0631 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (MLOps):<\/strong> \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u0641\u0631\u0622\u06cc\u0646\u062f \u06a9\u0627\u0645\u0644 \u0622\u0645\u0648\u0632\u0634 \u0648 \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0627\u0632 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u0648 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062e\u0627\u0645 \u062a\u0627 \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644\u060c \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f\u060c \u0627\u0639\u062a\u0628\u0627\u0631\u0633\u0646\u062c\u06cc \u0648 \u062f\u0631 \u0646\u0647\u0627\u06cc\u062a \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0622\u0645\u0648\u0632\u0634\u200c\u062f\u06cc\u062f\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc.<\/li>\n
                        • \u0645\u062f\u06cc\u0631\u06cc\u062a \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645\u06cc \u0648 \u067e\u0627\u06cc\u0634:<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Airflow \u0628\u0631\u0627\u06cc \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0644\u0627\u06af\u200c\u0647\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645\u06cc\u060c \u0628\u0631\u0631\u0633\u06cc \u0633\u0644\u0627\u0645\u062a \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u060c \u0627\u0631\u0633\u0627\u0644 \u0647\u0634\u062f\u0627\u0631 \u062f\u0631 \u0635\u0648\u0631\u062a \u0628\u0631\u0648\u0632 \u062e\u0637\u0627 \u0648 \u0627\u0646\u062c\u0627\u0645 \u0627\u0642\u062f\u0627\u0645\u0627\u062a \u0627\u0635\u0644\u0627\u062d\u06cc \u062e\u0648\u062f\u06a9\u0627\u0631.<\/li>\n
                        • \u0647\u0645\u06af\u0627\u0645\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc:<\/strong> \u0633\u0627\u062e\u062a DAG\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0646\u062a\u0642\u0627\u0644 \u0648 \u0647\u0645\u06af\u0627\u0645\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u06cc\u0646 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u0628\u0631\u06cc \u0645\u0627\u0646\u0646\u062f AWS S3\u060c Redshift\u060c Google BigQuery\u060c \u06cc\u0627 Azure Data Lake\u060c \u0648 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627.<\/li>\n
                        • \u062a\u0648\u0644\u06cc\u062f \u06af\u0632\u0627\u0631\u0634\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0647\u200c\u0627\u06cc \u0648 \u062f\u0627\u0634\u0628\u0648\u0631\u062f\u0647\u0627:<\/strong> \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u06af\u0632\u0627\u0631\u0634\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 (\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 SQL \u06cc\u0627 \u0627\u0633\u06a9\u0631\u06cc\u067e\u062a\u200c\u0647\u0627\u06cc \u067e\u0627\u06cc\u062a\u0648\u0646)\u060c \u062a\u0648\u0644\u06cc\u062f \u062e\u0631\u0648\u062c\u06cc\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (CSV, Excel, PDF) \u0648 \u062a\u0648\u0632\u06cc\u0639 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0622\u0646\u200c\u0647\u0627 \u0628\u0647 \u0630\u06cc\u0646\u0641\u0639\u0627\u0646 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0627\u06cc\u0645\u06cc\u0644 \u06cc\u0627 \u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc.<\/li>\n<\/ul>\n<\/div>\n

                          \u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0648 \u0634\u06cc\u0648\u0647 \u0627\u0631\u0627\u0626\u0647 \u062f\u0648\u0631\u0647<\/h2>\n
                          \n

                          \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u0644\u06cc \u0648 Hands-on<\/span>\u060c \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u06a9\u0645\u062a\u0631\u06cc\u0646 \u0632\u0645\u0627\u0646 \u0645\u0645\u06a9\u0646 \u0628\u0647 \u06cc\u06a9 \u0645\u062a\u062e\u0635\u0635 Airflow \u062a\u0628\u062f\u06cc\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u062a\u0645\u0627\u0645\u06cc \u0645\u0637\u0627\u0644\u0628 \u0628\u0627 \u0632\u0628\u0627\u0646\u06cc \u0633\u0627\u062f\u0647 \u0648 \u0631\u0648\u0627\u0646 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0628\u0627 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0641\u0631\u0627\u0648\u0627\u0646 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0647\u0645\u0631\u0627\u0647 \u0647\u0633\u062a\u0646\u062f. \u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627\u06cc \u0645\u062d\u062a\u0648\u0627 \u0648 \u0631\u0648\u06cc\u06a9\u0631\u062f \u067e\u0631\u0648\u0698\u0647\u200c\u0645\u062d\u0648\u0631<\/span> \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u0628\u0627\u0631\u0632 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0627\u0633\u062a.<\/p>\n

                          \n

                          \n \u26a0\ufe0f<\/span> \u062a\u0648\u062c\u0647 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0647\u0645:<\/span>\n <\/p>\n

                          \n \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0648 \u06a9\u0627\u0645\u0644<\/span> \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\u0647 \u0634\u0645\u0627 \u062a\u062d\u0648\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n

                          \u0627\u0645\u06a9\u0627\u0646 \u062f\u0627\u0646\u0644\u0648\u062f \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0647\u06cc\u0686 \u0639\u0646\u0648\u0627\u0646 \u0648\u062c\u0648\u062f \u0646\u062f\u0627\u0631\u062f<\/span> \u0648 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0646 \u0641\u0642\u0637 \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc \u0642\u0627\u0628\u0644 \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0633\u062a.<\/p>\n

                          \u0627\u06cc\u0646 \u0634\u06cc\u0648\u0647 \u0627\u0631\u0627\u0626\u0647\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631 \u0648 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a<\/span> \u0628\u0647 \u062a\u0645\u0627\u0645\u06cc \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627 \u0648 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.\n <\/p>\n<\/p><\/div>\n<\/div>\n

                          \u0627\u06af\u0631 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u062a\u0633\u0644\u0637 \u0628\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0639\u0635\u0631 \u062d\u0627\u0636\u0631 \u0647\u0633\u062a\u06cc\u062f \u0648 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u06cc\u062f \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647 \u0628\u0647 \u0633\u0637\u062d \u0628\u0627\u0644\u0627\u062a\u0631\u06cc \u0627\u0631\u062a\u0642\u0627 \u062f\u0647\u06cc\u062f\u060c \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639 \u0648 \u0639\u0645\u0644\u06cc Airflow \u0628\u0647\u062a\u0631\u06cc\u0646 \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627\u0633\u062a. \u0628\u0627 \u0645\u0627 \u0647\u0645\u0631\u0627\u0647 \u0634\u0648\u06cc\u062f \u0648 \u0645\u0633\u06cc\u0631 \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u062f\u0627\u062f\u0647 \u0645\u062a\u062d\u0648\u0644 \u0633\u0627\u0632\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 \u062f\u0627\u0646\u0644\u0648\u062f Udemy – Apache Airflow: The Hands-On Guide \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u0644\u06cc Apache […]<\/p>\n","protected":false},"featured_media":113382,"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":[1225],"product_tag":[51116,9108,1283,68301,68302,6319,65754,6445,65790,1128,65747,1376,51111,5551,18706,67143,1367,68300,68299,9211,65744,65750,65893,1277],"class_list":{"0":"post-113798","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-1225","7":"product_tag-airflow","8":"product_tag-apache-airflow","9":"product_tag-data-engineering","10":"product_tag-data-orchestration","11":"product_tag-data-pipelining","12":"product_tag-etl","13":"product_tag-flash-drive-course","14":"product_tag-hands-on-guide","15":"product_tag-offline-training","16":"product_tag-udemy-course","17":"product_tag-usb-course","18":"product_tag-workflow-automation","19":"product_tag-51111","20":"product_tag--etl","21":"product_tag-18706","22":"product_tag-67143","23":"product_tag-1367","24":"product_tag-68300","25":"product_tag-68299","26":"product_tag-9211","27":"product_tag-65744","28":"product_tag-65750","29":"product_tag--32-","30":"product_tag-1277","31":"pmpro-has-access","32":"desktop-align-left","33":"tablet-align-left","34":"mobile-align-left","36":"first","37":"instock","38":"shipping-taxable","39":"purchasable","40":"product-type-variable"},"yoast_head":"\n\u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634 \u0639\u0645\u0644\u06cc Apache Airflow \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB - 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