{"id":62605,"date":"2025-04-19T08:33:19","date_gmt":"2025-04-19T05:03:19","guid":{"rendered":"https:\/\/afaghhosting.net\/blog\/?p=62605"},"modified":"2025-04-19T08:33:19","modified_gmt":"2025-04-19T05:03:19","slug":"%d8%aa%d8%ad%d9%88%d9%84-%d8%a8%d8%b2%d8%b1%da%af-%d8%af%d8%b1-apache-airflow-%d9%85%d8%b9%d8%b1%d9%81%db%8c-%d9%86%d8%b3%d8%ae%d9%87-%db%b3","status":"publish","type":"post","link":"https:\/\/afaghhosting.net\/blog\/%d8%aa%d8%ad%d9%88%d9%84-%d8%a8%d8%b2%d8%b1%da%af-%d8%af%d8%b1-apache-airflow-%d9%85%d8%b9%d8%b1%d9%81%db%8c-%d9%86%d8%b3%d8%ae%d9%87-%db%b3\/","title":{"rendered":"\u062a\u062d\u0648\u0644 \u0628\u0632\u0631\u06af \u062f\u0631 Apache Airflow: \u0645\u0639\u0631\u0641\u06cc \u0646\u0633\u062e\u0647 \u06f3"},"content":{"rendered":"<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<p>\u0628\u0639\u062f \u0627\u0632 \u0633\u0627\u0644\u200c\u0647\u0627 \u06a9\u0627\u0631 \u0628\u0627 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u06f1 \u0648 \u06f2\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0627 \u0628\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc Airflow \u0639\u0627\u062f\u062a \u06a9\u0631\u062f\u0647 \u0628\u0648\u062f\u06cc\u0645 \u2014 \u0627\u0632 \u0636\u0639\u0641 \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a DAG\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u062a\u0627 \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u0648\u0638\u0627\u06cc\u0641 \u0648 \u0646\u0628\u0648\u062f \u0627\u0646\u0639\u0637\u0627\u0641 \u06a9\u0627\u0641\u06cc \u062f\u0631 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627. \u062d\u0627\u0644\u0627 \u0646\u0633\u062e\u0647 \u06f3 \u0622\u0645\u062f\u0647 \u062a\u0627 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0646\u062f.<br \/>\n\u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a\u060c \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc Airflow 3 \u0631\u0627 \u0628\u0627 \u0647\u0645 \u0645\u0631\u0648\u0631 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u0645:<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h4 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f4cc.png\" alt=\"\ud83d\udccc\" title=\"\"> <strong>\u06f1. \u0646\u0633\u062e\u0647\u200c\u0628\u0646\u062f\u06cc DAG\u0647\u0627 \u0648 \u0645\u0634\u0627\u0647\u062f\u0647 \u062a\u0627\u0631\u06cc\u062e\u0686\u0647 \u0627\u062c\u0631\u0627<\/strong><\/h4>\n<p>\u062f\u0631 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc\u060c \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062f\u0631 DAG \u0628\u0627\u0639\u062b \u06af\u0645\u200c \u0634\u062f\u0646 \u062f\u0631 \u06a9\u062f \u0645\u06cc\u200c\u0634\u062f. \u062a\u0634\u062e\u06cc\u0635 \u0627\u06cc\u0646\u06a9\u0647 \u06a9\u0650\u06cc \u06cc\u06a9 task \u062d\u0630\u0641 \u06cc\u0627 \u0627\u0636\u0627\u0641\u0647 \u0634\u062f\u0647\u200c \u062f\u0634\u0648\u0627\u0631 \u0628\u0648\u062f.<br \/>\n<img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2705.png\" alt=\"\u2705\" title=\"\"> \u062d\u0627\u0644\u0627 \u0628\u0627 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc AIP-65 \u0648 AIP-66\u060c \u0627\u06cc\u0631\u0641\u0644\u0648 \u062f\u0631 \u0646\u0633\u062e\u0647 \u06f3 \u0627\u0645\u06a9\u0627\u0646 <strong>\u0646\u0633\u062e\u0647\u200c\u0628\u0646\u062f\u06cc DAG\u0647\u0627<\/strong> \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<br \/>\n\u062f\u0631 UI \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0628\u0647\u200c\u0631\u0627\u062d\u062a\u06cc \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0628\u06cc\u0646 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc DAG \u0631\u0627 \u0645\u0634\u0627\u0647\u062f\u0647 \u06a9\u0631\u062f \u2014 \u0647\u0645 \u062f\u0631 \u0646\u0645\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc \u0648 \u0647\u0645 \u062f\u0631 \u0646\u0645\u0627\u06cc \u062c\u062f\u0648\u0644\u06cc. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u0628\u0631\u0627\u06cc <strong>audit\u060c \u062f\u06cc\u0628\u0627\u06af \u06a9\u0631\u062f\u0646<\/strong> \u0648 \u0628\u0631\u0631\u0633\u06cc\u200c\u0647\u0627\u06cc \u0628\u0639\u062f \u0627\u0632 \u0648\u0642\u0648\u0639 \u062e\u0637\u0627 \u0628\u0633\u06cc\u0627\u0631 \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a.<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-8699\" src=\"https:\/\/www.bigdata.ir\/wp-content\/uploads\/2025\/04\/1-1024x695.webp\" alt=\"\" width=\"1024\" height=\"695\" title=\"\"><\/figure>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h4 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f504.png\" alt=\"\ud83d\udd04\" title=\"\"> <strong>\u06f2. Backfill \u0647\u0648\u0634\u0645\u0646\u062f \u0648 \u0647\u0645\u0627\u0647\u0646\u06af \u0628\u0627 Scheduler<\/strong><\/h4>\n<p>\u062f\u0631 \u06af\u0630\u0634\u062a\u0647 \u0627\u062c\u0631\u0627\u06cc backfill \u0628\u0631\u0627\u06cc \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc \u0637\u0648\u0644\u0627\u0646\u06cc\u060c \u0628\u0647\u200c\u0648\u06cc\u0698\u0647 \u062f\u0631 ML pipeline\u0647\u0627\u060c \u0628\u0627\u0639\u062b \u06a9\u0646\u062f\u06cc \u0634\u062f\u06cc\u062f \u06cc\u0627 \u0645\u0635\u0631\u0641 \u0628\u06cc\u0634 \u0627\u0632 \u062d\u062f \u0645\u0646\u0627\u0628\u0639 \u0645\u06cc\u200c\u0634\u062f.<br \/>\n<img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2705.png\" alt=\"\u2705\" title=\"\"> Airflow 3 \u0628\u0627 AIP-78\u060c \u0641\u0631\u0622\u06cc\u0646\u062f backfill \u0631\u0627 <strong>\u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0628\u0647 Scheduler \u0633\u067e\u0631\u062f\u0647<\/strong>. \u062d\u0627\u0644\u0627 \u0627\u06cc\u0646 \u0627\u062c\u0631\u0627\u0647\u0627 \u0647\u0645 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u062a\u0631 \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u0648 \u0647\u0645 \u0627\u0632 UI \u0642\u0627\u0628\u0644 \u06a9\u0646\u062a\u0631\u0644 \u0647\u0633\u062a\u0646\u062f.<br \/>\n\u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u0627\u062c\u0631\u0627\u06cc Pipeline\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u062f\u0627\u062f\u0647 \u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u06cc\u0627 \u062a\u0633\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u06af\u0630\u0634\u062a\u0647 \u0631\u0627 \u0628\u0633\u06cc\u0627\u0631 \u0631\u0627\u062d\u062a\u200c\u062a\u0631 \u06a9\u0631\u062f\u0647.<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-8700\" src=\"https:\/\/www.bigdata.ir\/wp-content\/uploads\/2025\/04\/3-1024x693.webp\" alt=\"\" width=\"1394\" height=\"944\" title=\"\"><\/figure>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h4 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f30d.png\" alt=\"\ud83c\udf0d\" title=\"\"> <strong>\u06f3. \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u062f\u0631 \u0647\u0631 \u0632\u0628\u0627\u0646 \u0648 \u0645\u062d\u06cc\u0637\u06cc<\/strong><\/h4>\n<p>\u06cc\u06a9\u06cc \u0627\u0632 \u0628\u0632\u0631\u06af\u200c\u062a\u0631\u06cc\u0646 \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a Airflow 3\u060c \u062a\u0628\u062f\u06cc\u0644 \u0622\u0646 \u0628\u0647 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc <strong>Client\/Server<\/strong> \u0627\u0633\u062a.<br \/>\n<img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2705.png\" alt=\"\u2705\" title=\"\"> \u0628\u0627 \u0645\u0639\u0631\u0641\u06cc Task Execution API (AIP-72)\u060c \u0627\u062c\u0631\u0627\u06cc \u0648\u0638\u0627\u06cc\u0641 \u0627\u0632 \u062d\u0627\u0644\u062a \u00ab\u0641\u0642\u0637 \u067e\u0627\u06cc\u062a\u0648\u0646\u00bb \u062e\u0627\u0631\u062c \u0634\u062f\u0647 \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 <strong>Go<\/strong> (\u0648 \u062f\u0631 \u0622\u06cc\u0646\u062f\u0647 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f4e6.png\" alt=\"\ud83d\udce6\" title=\"\"> \u0647\u0645\u0686\u0646\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u062c\u0631\u0627\u06cc Task \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u062b\u0644 Local\u060c Kubernetes \u06cc\u0627 \u062d\u062a\u06cc Remote edge \u0646\u06cc\u0632 \u0641\u0631\u0627\u0647\u0645 \u0634\u062f\u0647 \u0627\u0633\u062a.<br \/>\n\u0627\u06cc\u0646 \u06cc\u0639\u0646\u06cc \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 Airflow \u0631\u0627 \u062f\u0631 \u0633\u0627\u062e\u062a\u0627\u0631\u0647\u0627\u06cc <strong>\u0686\u0646\u062f \u0627\u0628\u0631\u06cc (multi-cloud)<\/strong> \u0648 <strong>\u0686\u0646\u062f \u0632\u0628\u0627\u0646\u0647 (multi-language)<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0631\u062f.<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h4 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f4e9.png\" alt=\"\ud83d\udce9\" title=\"\"> <strong>\u06f4. \u0632\u0645\u0627\u0646\u200c\u0628\u0646\u062f\u06cc \u0628\u0631 \u0627\u0633\u0627\u0633 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627 (Event-Driven Scheduling)<\/strong><\/h4>\n<p>\u062f\u0631 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc\u060c DAG\u0647\u0627 \u0641\u0642\u0637 \u0628\u0631 \u0627\u0633\u0627\u0633 \u0632\u0645\u0627\u0646 \u06cc\u0627 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 DAG\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u062f\u0646\u062f.<br \/>\n<img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2705.png\" alt=\"\u2705\" title=\"\"> \u0628\u0627 Airflow 3 \u0648 AIP-82\u060c \u0645\u0641\u0647\u0648\u0645 \u062c\u062f\u06cc\u062f\u06cc \u0628\u0647\u200c\u0646\u0627\u0645 <strong>Data Assets<\/strong> \u0648 <strong>Watchers<\/strong> \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0627\u062c\u0627\u0632\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u062a\u0627 DAG\u0647\u0627 \u0628\u0627 \u0631\u062e\u062f\u0627\u062f\u0647\u0627\u06cc \u0628\u06cc\u0631\u0648\u0646\u06cc \u062a\u0631\u06cc\u06af\u0631 \u0634\u0648\u0646\u062f.<\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f538.png\" alt=\"\ud83d\udd38\" title=\"\"> \u0645\u062b\u0627\u0644: \u0628\u0627 \u0631\u0633\u06cc\u062f\u0646 \u06cc\u06a9 \u067e\u06cc\u0627\u0645 \u0628\u0647 <strong>AWS SQS<\/strong>\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u06cc\u06a9 DAG \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0631\u062f.<br \/>\n\u0627\u0645\u0627 \u0646\u06a9\u062a\u0647 \u0645\u0647\u0645\u200c\u062a\u0631 \u0627\u06cc\u0646\u062c\u0627\u0633\u062a:<\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2705.png\" alt=\"\u2705\" title=\"\"> \u0633\u0627\u062e\u062a\u0627\u0631 Watcher\u0647\u0627 <strong>\u0642\u0627\u0628\u0644 \u062a\u0648\u0633\u0639\u0647<\/strong> \u0627\u0633\u062a. \u06cc\u0639\u0646\u06cc \u0627\u06af\u0631 \u0634\u0645\u0627 \u0628\u0647 \u062c\u0627\u06cc SQS \u0627\u0632 Kafka \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u06cc\u06a9 <strong>Watcher \u0633\u0641\u0627\u0631\u0634\u06cc<\/strong> \u0628\u0631\u0627\u06cc Kafka \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f \u062a\u0627 \u0631\u0648\u06cc \u06cc\u06a9 Topic \u0645\u0634\u062e\u0635 \u06af\u0648\u0634 \u06a9\u0646\u062f \u0648 \u062f\u0631 \u0635\u0648\u0631\u062a \u062f\u0631\u06cc\u0627\u0641\u062a \u067e\u06cc\u0627\u0645\u060c DAG \u062f\u0644\u062e\u0648\u0627\u0647 \u0631\u0627 \u0627\u062c\u0631\u0627 \u06a9\u0646\u062f.<\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f4a1.png\" alt=\"\ud83d\udca1\" title=\"\"> \u0627\u06cc\u0646 \u0645\u0648\u0636\u0648\u0639 Airflow \u0631\u0627 \u0628\u0631\u0627\u06cc \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc <strong>real-time\u060c stream processing<\/strong> \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0631\u0648\u06cc\u062f\u0627\u062f\u0645\u062d\u0648\u0631 \u0645\u062b\u0644 IoT \u0628\u0633\u06cc\u0627\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h2 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f9e0.png\" alt=\"\ud83e\udde0\" title=\"\"> <strong>\u06f5. \u0627\u062c\u0631\u0627\u06cc DAG \u0628\u0631\u0627\u06cc Inference \u0648 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0644\u062d\u0638\u0647\u200c\u0627\u06cc<\/strong><\/h2>\n<p>\u067e\u06cc\u0634\u200c\u062a\u0631 Airflow \u0641\u0642\u0637 DAG\u0647\u0627\u06cc\u06cc \u0628\u0627 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0632\u0645\u0627\u0646\u06cc \u0631\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0631\u062f.<br \/>\n<img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2705.png\" alt=\"\u2705\" title=\"\"> \u062d\u0627\u0644\u0627 \u0628\u0627 AIP-83\u060c \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc DAG \u0628\u062f\u0648\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 <code>execution_date<\/code> \u0641\u0631\u0627\u0647\u0645 \u0634\u062f\u0647.<br \/>\n\u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u062f\u0644\u200c\u0647\u0627\u06cc ML \u0628\u0647\u200c\u0635\u0648\u0631\u062a API-based \u06cc\u0627 \u0627\u0646\u062c\u0627\u0645 Inference\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a.<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h4 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f5a5.png\" alt=\"\ud83d\udda5\" title=\"\"> <strong>\u06f6. \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u06a9\u0627\u0645\u0644\u0627\u064b \u062c\u062f\u06cc\u062f<\/strong><\/h4>\n<p>UI \u062f\u0631 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u0628\u0627 Flask AppBuilder \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0628\u0648\u062f \u0648 \u062a\u0648\u0633\u0639\u0647\u200c \u0622\u0646 \u0633\u062e\u062a \u0648 \u06a9\u0646\u062f \u0628\u0648\u062f.<br \/>\n<img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2705.png\" alt=\"\u2705\" title=\"\"> Airflow 3 \u0628\u0627 AIP-38 \u0648 AIP-84\u060c \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0631\u0627 <strong>\u0628\u0627 React \u0648 FastAPI \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc<\/strong> \u06a9\u0631\u062f\u0647.<br \/>\n\u0646\u062a\u06cc\u062c\u0647\u061f \u0631\u0627\u0628\u0637\u06cc \u0633\u0631\u06cc\u0639\u200c\u062a\u0631\u060c \u0633\u0628\u06a9\u200c\u062a\u0631 \u0648 \u0642\u0627\u0628\u0644\u200c\u062a\u0648\u0633\u0639\u0647\u200c\u062a\u0631.<\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f538.png\" alt=\"\ud83d\udd38\" title=\"\"> \u0647\u0645\u0686\u0646\u06cc\u0646 Flask AppBuilder \u0627\u0632 \u0647\u0633\u062a\u0647 Airflow \u062c\u062f\u0627 \u0634\u062f\u0647 \u0648 \u0628\u0647 \u06cc\u06a9 \u067e\u06a9\u06cc\u062c \u0645\u0633\u062a\u0642\u0644 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc\u200c\u0647\u0627\u06cc \u0627\u0645\u0646\u06cc\u062a\u06cc \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0631\u0627 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f (AIP-79).<\/p>\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" class=\"wp-image-8701\" src=\"https:\/\/www.bigdata.ir\/wp-content\/uploads\/2025\/04\/4-1024x691.webp\" alt=\"\" width=\"1024\" height=\"691\" title=\"\"><\/figure>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h4 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f510.png\" alt=\"\ud83d\udd10\" title=\"\"> <strong>\u06f7. \u0627\u0645\u0646\u06cc\u062a \u0628\u0647\u062a\u0631 \u0628\u0627 \u0627\u06cc\u0632\u0648\u0644\u0627\u0633\u06cc\u0648\u0646 \u0648\u0638\u0627\u06cc\u0641 \u0648 CLI \u0645\u062f\u0631\u0646<\/strong><\/h4>\n<p>\u062f\u0631 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u0648\u0642\u062a\u06cc \u0686\u0646\u062f \u062a\u06cc\u0645 \u0627\u0632 \u06cc\u06a9 Airflow \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0631\u062f\u0646\u062f\u060c \u0645\u0633\u0626\u0644\u0647 \u0627\u0645\u0646\u06cc\u062a \u0628\u06cc\u0646 Task\u0647\u0627 \u062c\u062f\u06cc \u0628\u0648\u062f.<br \/>\n<img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2705.png\" alt=\"\u2705\" title=\"\"> \u062d\u0627\u0644\u0627 Task\u0647\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u0646\u062f \u0627\u06cc\u0632\u0648\u0644\u0647 \u0627\u062c\u0631\u0627 \u0634\u0648\u0646\u062f \u0648 \u0628\u0627 API Server \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u0646\u062f.<br \/>\n\u0647\u0645\u0686\u0646\u06cc\u0646 CLI \u062c\u062f\u06cc\u062f <code>airflowctl<\/code> \u0645\u0639\u0631\u0641\u06cc \u0634\u062f\u0647 \u06a9\u0647 \u0628\u0647\u200c\u0635\u0648\u0631\u062a <strong>remote \u0648 \u0627\u0645\u0646<\/strong> \u0628\u0627 Airflow \u062a\u0639\u0627\u0645\u0644 \u062f\u0627\u0631\u062f (AIP-81).<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0628\u0639\u062f \u0627\u0632 \u0633\u0627\u0644\u200c\u0647\u0627 \u06a9\u0627\u0631 \u0628\u0627 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u06f1 \u0648 \u06f2\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0645\u0627 \u0628\u0647 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc Airflow \u0639\u0627\u062f\u062a \u06a9\u0631\u062f\u0647 \u0628\u0648\u062f\u06cc\u0645 \u2014 \u0627\u0632 \u0636\u0639\u0641 \u062f\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a DAG\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647\u060c \u062a\u0627 \u0627\u062c\u0631\u0627\u06cc \u0645\u062d\u062f\u0648\u062f \u0648\u0638\u0627\u06cc\u0641 \u0648 \u0646\u0628\u0648\u062f \u0627\u0646\u0639\u0637\u0627\u0641 \u06a9\u0627\u0641\u06cc \u062f\u0631 \u062a\u0639\u0627\u0645\u0644 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0631\u0648\u06cc\u062f\u0627\u062f\u0647\u0627. \u062d\u0627\u0644\u0627 \u0646\u0633\u062e\u0647 \u06f3 \u0622\u0645\u062f\u0647 \u062a\u0627 \u0627\u06cc\u0646 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631\u0637\u0631\u0641 \u06a9\u0646\u062f. \u062f\u0631 \u0627\u06cc\u0646 \u067e\u0633\u062a\u060c \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc Airflow &hellip;<\/p>\n","protected":false},"author":1,"featured_media":62606,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[28,35],"tags":[],"class_list":["post-62605","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-28","category-bigdata"],"_links":{"self":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/62605","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=62605"}],"version-history":[{"count":1,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/62605\/revisions"}],"predecessor-version":[{"id":62618,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/62605\/revisions\/62618"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/media\/62606"}],"wp:attachment":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/media?parent=62605"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/categories?post=62605"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/tags?post=62605"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}