{"id":65569,"date":"2025-07-28T17:51:52","date_gmt":"2025-07-28T14:21:52","guid":{"rendered":"https:\/\/afaghhosting.net\/blog\/?p=65569"},"modified":"2025-07-28T17:51:52","modified_gmt":"2025-07-28T14:21:52","slug":"%d8%b1%d8%a7%d9%87%d9%86%d9%85%d8%a7%db%8c-%d8%ad%d8%b1%d9%81%d9%87%d8%a7%db%8c-%d8%b3%d8%a7%d8%ae%d8%aa-%d9%be%d8%a7%db%8c%d9%be%d9%84%d8%a7%db%8c%d9%86%d9%87%d8%a7%db%8c-e","status":"publish","type":"post","link":"https:\/\/afaghhosting.net\/blog\/%d8%b1%d8%a7%d9%87%d9%86%d9%85%d8%a7%db%8c-%d8%ad%d8%b1%d9%81%d9%87%d8%a7%db%8c-%d8%b3%d8%a7%d8%ae%d8%aa-%d9%be%d8%a7%db%8c%d9%be%d9%84%d8%a7%db%8c%d9%86%d9%87%d8%a7%db%8c-e\/","title":{"rendered":"\u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0633\u0627\u062e\u062a \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc ETL\/ELT \u0628\u0627 Apache Airflow"},"content":{"rendered":"<p>\u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631\u060c Apache Airflow \u0628\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0638\u0627\u06cc\u0641 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc\u200c\u0634\u062f\u0647 \u0648 \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0646\u0633\u062e\u0647\u200c\u06cc \u06f3 \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u060c \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc\u200c\u062a\u0631\u06cc \u0647\u0645\u0686\u0648\u0646:<\/p>\n<p>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 Multi-DAG Deployment<\/p>\n<p>\u0627\u062c\u0631\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 event \u0627\u0632 \u0637\u0631\u06cc\u0642 Triggerer<\/p>\n<p>\u0642\u0627\u0628\u0644\u06cc\u062a DAG Versioning<\/p>\n<p>\u0645\u0635\u0631\u0641 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 Kafka<\/p>\n<p>\u0627\u0645\u06a9\u0627\u0646 XCom backend\u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc<\/p>\n<p>\u0627\u0645\u06a9\u0627\u0646 Dynamic Task Mapping \u0648 Data-driven Scheduling<\/p>\n<p>\u0622\u0646 \u0631\u0627 \u0628\u0647 \u0627\u0646\u062a\u062e\u0627\u0628\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0648 \u062a\u0648\u0644\u06cc\u062f\u06cc \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0631\u0627\u06cc\u062c\u200c\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc Airflow\u060c \u0633\u0627\u062e\u062a \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc ETL\/ELT \u0627\u0633\u062a. \u0627\u0645\u0627 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632 \u0628\u0627 \u062d\u062c\u0645 \u0628\u0627\u0644\u0627\u06cc \u062f\u0627\u062f\u0647\u060c \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0648 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627\u060c \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0627\u06cc\u0646 \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627 \u0628\u0647\u200c\u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u06a9\u0647 \u0642\u0627\u0628\u0644\u200c\u0627\u0639\u062a\u0645\u0627\u062f\u060c \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u067e\u0630\u06cc\u0631 \u0648 \u062a\u0648\u0633\u0639\u0647\u200c\u067e\u0630\u06cc\u0631 \u0628\u0627\u0634\u0646\u062f\u060c \u0686\u0627\u0644\u0634\u200c\u0628\u0631\u0627\u0646\u06af\u06cc\u0632 \u0634\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<p>\u0627\u062e\u06cc\u0631\u0627\u064b \u0634\u0631\u06a9\u062a Astronomer \u06a9\u0647 \u062e\u062f\u0645\u0627\u062a Airflow \u062f\u0631 \u0641\u0636\u0627\u06cc \u0627\u0628\u0631\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f\u060c \u06cc\u06a9 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u062c\u0627\u0645\u0639 \u06f4\u06f4 \u0635\u0641\u062d\u0647\u200c\u0627\u06cc \u0628\u0627 \u0639\u0646\u0648\u0627\u0646 Best Practices for ETL and ELT Pipelines with Apache Airflow \u0645\u0646\u062a\u0634\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0627\u0645\u0644 \u0646\u06a9\u0627\u062a \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0628\u0647\u200c\u0631\u0648\u0632 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc \u0627\u0633\u062a.<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h4 class=\"wp-block-heading\">\u00a0\u062e\u0644\u0627\u0635\u0647 \u0641\u0647\u0631\u0633\u062a \u0645\u0637\u0627\u0644\u0628 \u0627\u06cc\u0628\u0648\u06a9<\/h4>\n<h5 class=\"wp-block-heading\">\u00a0\u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc<\/h5>\n<p>\u062a\u0639\u0631\u06cc\u0641 ETL \u0648 ELT\u060c \u0628\u0631\u0631\u0633\u06cc \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627 \u0648 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u062a\u0631\u06a9\u06cc\u0628\u06cc (ETLT)<\/p>\n<h5 class=\"wp-block-heading\">\u00a0\u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0645\u0647\u0645 \u0645\u0639\u0645\u0627\u0631\u06cc<\/h5>\n<p>\u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u06cc\u0646 XCom \u06cc\u0627 storage 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class=\"wp-block-heading\">\u00a0\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u0645\u062d\u06cc\u0637 \u0627\u062c\u0631\u0627<\/h5>\n<p>\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0645\u0642\u06cc\u0627\u0633 \u062f\u0631 \u0633\u0637\u062d DAG\u060c \u062a\u0633\u06a9 \u0648 \u0645\u062d\u06cc\u0637 \u2014 \u062a\u0648\u0635\u06cc\u0647\u200c\u0647\u0627\u06cc \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u06cc \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u062a\u0648\u0644\u06cc\u062f\u06cc<\/p>\n<h5 class=\"wp-block-heading\">\u00a0\u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc Airflow<\/h5>\n<p>\u2022 \u0627\u0645\u06a9\u0627\u0646 Dynamic Task Mapping<\/p>\n<p>\u2022 \u062a\u0648\u0644\u06cc\u062f DAG\u0647\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc\u200c\u0634\u062f\u0647<\/p>\n<p>\u2022 \u0627\u0645\u06a9\u0627\u0646 Task Group \u0645\u0627\u0698\u0648\u0644\u0627\u0631<\/p>\n<p>\u2022 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Dataset<\/p>\n<p>\u2022 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0641\u0636\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u2013 Airflow Object Storage<\/p>\n<p>\u2022 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Kafka \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a DAG Versioning<\/p>\n<h5 class=\"wp-block-heading\">\u00a0\u0627\u062a\u0635\u0627\u0644\u0627\u062a \u0648 Provider\u0647\u0627\u06cc \u0645\u0647\u0645<\/h5>\n<p>\u0645\u0631\u0648\u0631\u06cc \u0628\u0631 AWS, GCP, Azure, Snowflake, dbt, Spark, Ray, PostgreSQL \u0648 Cosmos \u0628\u0631\u0627\u06cc dbt<\/p>\n<h5 class=\"wp-block-heading\">\u00a0\u0686\u06a9\u200c\u0644\u06cc\u0633\u062a \u0646\u0647\u0627\u06cc\u06cc + \u0645\u0639\u0631\u0641\u06cc Astronomer<\/h5>\n<p>\u0686\u06a9\u200c\u0644\u06cc\u0633\u062a\u06cc \u06a9\u0627\u0645\u0644 \u0628\u0631\u0627\u06cc \u0627\u0631\u0632\u06cc\u0627\u0628\u06cc \u067e\u0627\u06cc\u067e\u200c\u0644\u0627\u06cc\u0646\u200c\u0647\u0627 \u0648 \u0645\u0631\u0648\u0631 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u067e\u0644\u062a\u0641\u0631\u0645 Astronomer<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631\u060c Apache Airflow \u0628\u0647 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0638\u0627\u06cc\u0641 \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc\u200c\u0634\u062f\u0647 \u0648 \u0627\u0631\u06a9\u0633\u062a\u0631\u0627\u0633\u06cc\u0648\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0646\u0633\u062e\u0647\u200c\u06cc \u06f3 \u0627\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u060c \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u062d\u0631\u0641\u0647\u200c\u0627\u06cc\u200c\u062a\u0631\u06cc \u0647\u0645\u0686\u0648\u0646: \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 Multi-DAG Deployment \u0627\u062c\u0631\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 event \u0627\u0632 \u0637\u0631\u06cc\u0642 Triggerer \u0642\u0627\u0628\u0644\u06cc\u062a DAG Versioning \u0645\u0635\u0631\u0641 \u0645\u0633\u062a\u0642\u06cc\u0645 \u0627\u0632 Kafka \u0627\u0645\u06a9\u0627\u0646 XCom backend\u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc \u0627\u0645\u06a9\u0627\u0646 Dynamic Task Mapping \u0648 Data-driven Scheduling &hellip;<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[35],"tags":[],"class_list":["post-65569","post","type-post","status-publish","format-standard","hentry","category-bigdata"],"_links":{"self":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/65569","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/comments?post=65569"}],"version-history":[{"count":1,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/65569\/revisions"}],"predecessor-version":[{"id":66902,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/65569\/revisions\/66902"}],"wp:attachment":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/media?parent=65569"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/categories?post=65569"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/tags?post=65569"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}