{"id":62476,"date":"2025-04-06T19:09:27","date_gmt":"2025-04-06T15:39:27","guid":{"rendered":"https:\/\/afaghhosting.net\/blog\/?p=62476"},"modified":"2025-04-06T19:09:27","modified_gmt":"2025-04-06T15:39:27","slug":"datafusion-%d8%af%db%8c%d8%aa%d8%a7%d9%81%db%8c%d9%88%da%98%d9%86-%d9%85%d9%88%d8%aa%d9%88%d8%b1-%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4-sql-%d8%b3%d8%a8%da%a9%d8%8c-%d8%b3%d8%b1%db%8c%d8%b9-%d9%88","status":"publish","type":"post","link":"https:\/\/afaghhosting.net\/blog\/datafusion-%d8%af%db%8c%d8%aa%d8%a7%d9%81%db%8c%d9%88%da%98%d9%86-%d9%85%d9%88%d8%aa%d9%88%d8%b1-%d9%be%d8%b1%d8%af%d8%a7%d8%b2%d8%b4-sql-%d8%b3%d8%a8%da%a9%d8%8c-%d8%b3%d8%b1%db%8c%d8%b9-%d9%88\/","title":{"rendered":"DataFusion \u062f\u06cc\u062a\u0627\u0641\u06cc\u0648\u0698\u0646 \u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 SQL \u0633\u0628\u06a9\u060c \u0633\u0631\u06cc\u0639 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f"},"content":{"rendered":"<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0645\u062f\u0631\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 <strong>\u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0633\u0628\u06a9\u060c \u0633\u0631\u06cc\u0639 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631<\/strong> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc <strong>\u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0648 \u0628\u0644\u0627\u062f\u0631\u0646\u06af<\/strong> \u0628\u06cc\u0634 \u0627\u0632 \u067e\u06cc\u0634 \u0627\u062d\u0633\u0627\u0633 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc <strong>\u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc (OLAP)<\/strong> \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c <strong>\u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u062f\u06cc\u0633\u06a9 \u0648 \u0633\u0646\u06af\u06cc\u0646<\/strong> \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u062c\u0631\u0627\u06cc \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0631\u0648\u06cc \u0622\u0646\u200c\u0647\u0627 \u0632\u0645\u0627\u0646\u200c\u0628\u0631 \u0627\u0633\u062a. \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 <strong>\u0628\u0647 \u062c\u0627\u06cc \u0633\u0627\u062e\u062a \u06cc\u06a9 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0645\u0644\u060c \u0641\u0642\u0637 \u0628\u0647 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 SQL \u062f\u0627\u062e\u0644\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f<\/strong> \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u062f \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u062f\u0631 <strong>\u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc Parquet\u060c CSV\u060c JSON\u060c \u0648 Avro<\/strong> \u0631\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u062f.<\/p>\n<p><strong>Apache DataFusion<\/strong> \u062f\u0642\u06cc\u0642\u0627\u064b \u0628\u0631\u0627\u06cc \u0647\u0645\u06cc\u0646 \u0647\u062f\u0641 \u0633\u0627\u062e\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u2014\u06cc\u06a9 <strong>\u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 SQL \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc<\/strong> \u06a9\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc <strong>\u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0628\u0631\u062f\u0627\u0631\u06cc (Vectorized Execution)<\/strong> \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong>Apache Arrow<\/strong> \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0631 \u067e\u0627\u06cc\u0647 \u0632\u0628\u0627\u0646 <strong>Rust<\/strong> \u062a\u0648\u0633\u0639\u0647 \u062f\u0627\u062f\u0647 \u0634\u062f\u0647 \u06a9\u0647 \u0628\u0647 \u062f\u0644\u06cc\u0644 <strong>\u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0628\u0647\u06cc\u0646\u0647 \u062d\u0627\u0641\u0638\u0647<\/strong>\u060c \u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0632\u06cc\u0627\u062f\u06cc \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/p>\n<h3 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f4dc.png\" alt=\"\ud83d\udcdc\" title=\"\"> \u0686\u06af\u0648\u0646\u0647 DataFusion \u0628\u0647 \u0648\u062c\u0648\u062f \u0622\u0645\u062f\u061f<\/h3>\n<p><strong>DataFusion<\/strong> \u062f\u0631 \u0627\u0628\u062a\u062f\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 <strong>Proof of Concept (\u0646\u0645\u0648\u0646\u0647 \u0627\u0648\u0644\u06cc\u0647)<\/strong> \u0628\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 SQL \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 <strong>Apache Arrow<\/strong> \u062a\u0648\u0633\u0639\u0647 \u06cc\u0627\u0641\u062a. \u0627\u06cc\u062f\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0627\u06cc\u0646 \u0628\u0648\u062f \u06a9\u0647 <strong>\u0628\u0647 \u062c\u0627\u06cc \u0648\u0627\u0628\u0633\u062a\u06af\u06cc \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0633\u0646\u06af\u06cc\u0646 \u0645\u0627\u0646\u0646\u062f PostgreSQL \u06cc\u0627 Spark SQL<\/strong>\u060c \u06cc\u06a9 <strong>\u0644\u0627\u06cc\u0647 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc \u0633\u0628\u06a9 \u0648 \u0645\u0633\u062a\u0642\u0644<\/strong> \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u06cc <strong>SQL \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc \u06cc\u0627 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u062e\u0627\u0631\u062c\u06cc<\/strong> \u0627\u06cc\u062c\u0627\u062f \u0634\u0648\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0628\u0647 \u0633\u0631\u0639\u062a \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0648 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u060c \u0632\u06cc\u0631\u0627:<\/p>\n<ul class=\"wp-block-list\">\n<li><strong>\u0628\u0627 \u0632\u0628\u0627\u0646 Rust \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647<\/strong> \u06a9\u0647 \u0633\u0631\u0639\u062a \u0648 \u0627\u0645\u0646\u06cc\u062a \u0628\u0627\u0644\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f.<\/li>\n<li><strong>\u0631\u0648\u06cc Apache Arrow \u0628\u0646\u0627 \u0634\u062f\u0647<\/strong> \u06a9\u0647 \u06cc\u06a9 <strong>\u0641\u0631\u0645\u062a \u0633\u062a\u0648\u0646\u06cc \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f<\/strong> \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0631\u062f\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u0633\u062a.<\/li>\n<li><strong>\u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062c\u062f\u0627\u06af\u0627\u0646\u0647 \u0646\u062f\u0627\u0631\u062f<\/strong> \u0648 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f <strong>\u062f\u0631\u0648\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0627\u062c\u0631\u0627 \u0634\u0648\u062f.<\/strong><\/li>\n<\/ul>\n<p>\u062f\u0631 \u0646\u062a\u06cc\u062c\u0647\u060c <strong>Apache Software Foundation<\/strong> \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u0631\u0627 \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u0628\u062e\u0634\u06cc \u0627\u0632 <strong>Apache Arrow<\/strong> \u067e\u0630\u06cc\u0631\u0641\u062a \u0648 \u0627\u0632 \u0622\u0646 \u067e\u0633 \u062a\u0648\u0633\u0639\u0647 \u0622\u0646 \u0628\u0647 \u0633\u0631\u0639\u062a \u06af\u0633\u062a\u0631\u0634 \u06cc\u0627\u0641\u062a.<\/p>\n<h3 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2b50.png\" alt=\"\u2b50\" title=\"\"> \u0686\u0631\u0627 \u0627\u0645\u0631\u0648\u0632\u0647 DataFusion \u0627\u0647\u0645\u06cc\u062a \u0628\u06cc\u0634\u062a\u0631\u06cc \u067e\u06cc\u062f\u0627 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a\u061f<\/h3>\n<p>\u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631\u060c \u0633\u0647 \u0639\u0627\u0645\u0644 \u0627\u0635\u0644\u06cc \u0628\u0627\u0639\u062b \u0634\u062f\u0647\u200c\u0627\u0646\u062f \u06a9\u0647 <strong>DataFusion \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062a\u0628\u062f\u06cc\u0644 \u0634\u0648\u062f:<\/strong><\/p>\n<p>\u06f1\u20e3 <strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0631\u06cc\u0639 \u0648 \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc<\/strong> <img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f680.png\" alt=\"\ud83d\ude80\" title=\"\"><br \/>\n\u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627 \u0648 \u062a\u06cc\u0645\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0628\u062a\u0648\u0627\u0646\u0646\u062f <strong>\u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645<\/strong>\u060c \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0631\u0627 <strong>\u062f\u0631 \u062d\u0627\u0641\u0638\u0647<\/strong> \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f. DataFusion \u0628\u0647 \u0644\u0637\u0641 <strong>Apache Arrow<\/strong> \u0627\u0645\u06a9\u0627\u0646 <strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0631\u062f\u0627\u0631\u06cc \u0628\u0633\u06cc\u0627\u0631 \u0633\u0631\u06cc\u0639<\/strong> \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n<p>\u06f2\u20e3 <strong>\u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0632\u0628\u0627\u0646 Rust \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647<\/strong> <img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f980.png\" alt=\"\ud83e\udd80\" title=\"\"><br \/>\nRust \u062f\u0631 \u0633\u0627\u0644\u200c\u0647\u0627\u06cc \u0627\u062e\u06cc\u0631 \u0628\u0647 \u062f\u0644\u06cc\u0644 <strong>\u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u060c \u0627\u0645\u0646\u06cc\u062a \u062d\u0627\u0641\u0638\u0647 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u0646\u062e\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647<\/strong> \u0645\u0648\u0631\u062f \u062a\u0648\u062c\u0647 \u0642\u0631\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0627\u0633\u062a. DataFusion \u06cc\u06a9\u06cc \u0627\u0632 <strong>\u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 Rust<\/strong> \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/p>\n<p>\u06f3\u20e3 <strong>\u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0628\u062f\u0648\u0646 \u0633\u0631\u0648\u0631 (Serverless) \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631\u0648\u0646\u200c\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0627\u06cc<\/strong> <img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/2601.png\" alt=\"\u2601\" title=\"\"><br \/>\n\u0627\u0645\u0631\u0648\u0632\u0647 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627 \u0628\u0647 \u062c\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0628\u0632\u0631\u06af\u060c \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc <strong>\u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u062f\u0631\u0648\u0646\u200c\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0627\u06cc (Embedded Analytics)<\/strong> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f. <strong>DataFusion \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 \u062e\u0627\u0631\u062c\u06cc\u060c \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u062c\u0631\u0627\u06cc \u0645\u0633\u062a\u0642\u06cc\u0645 SQL \u062f\u0631\u0648\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u062f\u0627\u0631\u062f.<\/strong><\/p>\n<h3 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f525.png\" alt=\"\ud83d\udd25\" title=\"\"> \u0686\u0631\u0627 \u062f\u06cc\u062a\u0627\u0641\u06cc\u0648\u0698\u0646 \u06cc\u06a9 \u0627\u0646\u062a\u062e\u0627\u0628 \u0639\u0627\u0644\u06cc \u0627\u0633\u062a\u061f<\/h3>\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=\"\"> <strong>\u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627<\/strong> \u2192 \u062a\u0648\u0633\u0639\u0647\u200c\u06cc\u0627\u0641\u062a\u0647 \u0628\u0627 <strong>Rust<\/strong> \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a <strong>\u0633\u062a\u0648\u0646\u06cc \u0648 \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc<\/strong> \u0628\u0627 <strong>Apache Arrow<\/strong> <img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/26a1.png\" alt=\"\u26a1\" title=\"\"><\/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=\"\"> <strong>\u0633\u0628\u06a9 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631<\/strong> \u2192 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc <strong>\u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af<\/strong> \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 <strong>\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc<\/strong><\/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=\"\"> <strong>\u0628\u062f\u0648\u0646 \u0648\u0627\u0628\u0633\u062a\u06af\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647<\/strong> \u2192 \u0627\u062c\u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a <strong>\u0645\u0633\u062a\u0642\u0644<\/strong> \u06cc\u0627 \u062f\u0631\u0648\u0646 <strong>\u0633\u0631\u0648\u06cc\u0633\u200c\u0647\u0627\u06cc \u062f\u06cc\u06af\u0631<\/strong><\/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=\"\"> <strong>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 SQL \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f<\/strong> \u2192 \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc <strong>\u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647<\/strong> \u0648 <strong>\u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0645\u062e\u062a\u0644\u0641<\/strong><\/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=\"\"> <strong>\u0627\u0645\u06a9\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0628\u0627 Ray<\/strong> \u2192 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0648 \u062a\u0648\u0627\u0646 \u0639\u0645\u0644\u06cc\u0627\u062a\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645<\/p>\n<hr class=\"wp-block-separator has-alpha-channel-opacity\" \/>\n<h3 class=\"wp-block-heading\"><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f3c6.png\" alt=\"\ud83c\udfc6\" title=\"\"> \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc DataFusion<\/h3>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f539.png\" alt=\"\ud83d\udd39\" title=\"\"> <strong><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f4ca.png\" alt=\"\ud83d\udcca\" title=\"\"> \u062c\u0627\u06cc\u06af\u0632\u06cc\u0646 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 Pandas<\/strong> \u2192 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0628\u0627 \u0633\u0631\u0639\u062a \u0628\u0627\u0644\u0627<\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f539.png\" alt=\"\ud83d\udd39\" title=\"\"> <strong><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f504.png\" alt=\"\ud83d\udd04\" title=\"\"> \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 SQL \u062f\u0631\u0648\u0646\u200c\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0627\u06cc \u0645\u062b\u0644 DuckDB<\/strong> \u2192 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631\u0648\u0646\u200c\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0627\u06cc<\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f539.png\" alt=\"\ud83d\udd39\" title=\"\"> <strong><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/26a1.png\" alt=\"\u26a1\" title=\"\"> \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc Spark<\/strong> \u2192 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Apache Arrow<\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f539.png\" alt=\"\ud83d\udd39\" title=\"\"> <strong><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f30d.png\" alt=\"\ud83c\udf0d\" title=\"\"> \u0627\u062c\u0631\u0627\u06cc SQL \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0628\u0627 Ray<\/strong> \u2192 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645<\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f539.png\" alt=\"\ud83d\udd39\" title=\"\"> <strong>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc (Streaming)<\/strong> \u2192 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0644\u062d\u0638\u0647\u200c\u0627\u06cc \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 <strong>Synnada<\/strong><\/p>\n<p><img decoding=\"async\" class=\"wp-smiley\" src=\"https:\/\/s.w.org\/images\/core\/emoji\/15.0.3\/72x72\/1f539.png\" alt=\"\ud83d\udd39\" title=\"\"> <strong>\u062a\u0628\u062f\u06cc\u0644 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645<\/strong> \u2192 \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc <strong>Parquet, CSV, AVRO \u0648 JSON<\/strong><\/p>\n<h3 class=\"wp-block-heading\">\u0645\u0642\u0627\u06cc\u0633\u0647 Apache DataFusion \u0648 DuckDB<\/h3>\n<p><strong>Apache DataFusion<\/strong> \u0648 <strong>DuckDB<\/strong> \u0647\u0631 \u062f\u0648 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u062d\u0644\u06cc\u0644\u06cc (OLAP) \u0647\u0633\u062a\u0646\u062f\u060c \u0627\u0645\u0627 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0627\u0633\u0627\u0633\u06cc \u062f\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u062f\u0627\u0631\u0646\u062f.<\/p>\n<h4 class=\"wp-block-heading\"><strong>\u06f1\u066b \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc<\/strong><\/h4>\n<ul class=\"wp-block-list\">\n<li><strong>Apache DataFusion:<\/strong> \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 <strong>\u067e\u0631\u0633\u200c\u0648\u062c\u0648\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u067e\u0630\u06cc\u0631 \u0648 \u062a\u0648\u0633\u0639\u0647\u200c\u067e\u0630\u06cc\u0631<\/strong> \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 <strong>Rust<\/strong> \u0646\u0648\u0634\u062a\u0647 \u0634\u062f\u0647 \u0648 \u0627\u0632 <strong>Apache Arrow<\/strong> \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0648 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc.<\/li>\n<li><strong>DuckDB:<\/strong> \u06cc\u06a9 <strong>\u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0633\u0628\u06a9 \u0648 \u062f\u0631\u0648\u0646\u200c\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0627\u06cc<\/strong> (embedded) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc <strong>\u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0645\u062d\u0644\u06cc<\/strong> \u0648 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0633\u0631\u0648\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\"><strong>\u06f2\u066b \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0627\u062c\u0631\u0627<\/strong><\/h4>\n<ul class=\"wp-block-list\">\n<li><strong>DataFusion:<\/strong> \u062f\u0627\u0631\u0627\u06cc \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 <strong>\u0627\u062c\u0631\u0627\u06cc \u0628\u0631\u062f\u0627\u0631\u06cc (vectorized execution)<\/strong>\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u0646\u062e\u06cc (multi-threaded) \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc <strong>\u067e\u0627\u0631\u062a\u06cc\u0634\u0646\u200c\u0628\u0646\u062f\u06cc\u200c\u0634\u062f\u0647<\/strong> \u0627\u0633\u062a. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0646 \u0631\u0648\u06cc <strong>Ray<\/strong> \u0631\u0627 \u062f\u0627\u0631\u062f.<\/li>\n<li><strong>DuckDB:<\/strong> \u06a9\u0627\u0645\u0644\u0627\u064b \u062f\u0631\u0648\u0646\u200c\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0627\u06cc \u0627\u0633\u062a\u060c \u0628\u0647 \u0633\u0631\u0648\u0631 \u062e\u0627\u0631\u062c\u06cc \u0646\u06cc\u0627\u0632 \u0646\u062f\u0627\u0631\u062f \u0648 \u0645\u0633\u062a\u0642\u06cc\u0645\u0627\u064b \u0631\u0648\u06cc <strong>CSV\u060c Parquet \u0648 JSON<\/strong> \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\"><strong>\u06f3\u066b \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627<\/strong><\/h4>\n<ul class=\"wp-block-list\">\n<li><strong>DataFusion:<\/strong> \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646\u06cc \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u06cc\u06a9 <strong>\u0645\u0648\u062a\u0648\u0631 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0633\u0641\u0627\u0631\u0634\u06cc<\/strong> \u0628\u0633\u0627\u0632\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 <strong>Comet<\/strong> \u0628\u0631\u0627\u06cc \u0634\u062a\u0627\u0628\u200c\u062f\u0647\u06cc Apache Spark \u0627\u0632 \u0622\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>DuckDB:<\/strong> \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0645\u062d\u0644\u06cc \u062f\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u062b\u0644 <strong>Jupyter Notebook<\/strong>\u060c <strong>Python\/R<\/strong> \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 <strong>\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062d\u062c\u06cc\u0645 \u0631\u0648\u06cc \u06cc\u06a9 \u0645\u0627\u0634\u06cc\u0646 \u0645\u0646\u0641\u0631\u062f<\/strong> \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\"><strong>\u06f4\u066b \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc<\/strong><\/h4>\n<ul class=\"wp-block-list\">\n<li><strong>DataFusion:<\/strong> \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 <strong>\u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647<\/strong> \u0648 \u062e\u0648\u0634\u0647\u200c\u0647\u0627\u06cc Ray.<\/li>\n<li><strong>DuckDB:<\/strong> \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0645\u062d\u0644\u06cc \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0628\u0631\u0627\u06cc <strong>\u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u062a\u06a9\u200c\u0646\u0648\u062f\u06cc (single-node)<\/strong> \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<h4 class=\"wp-block-heading\"><strong>\u06f5\u066b \u0631\u0627\u0628\u0637 \u06a9\u0627\u0631\u0628\u0631\u06cc \u0648 \u062a\u0639\u0627\u0645\u0644<\/strong><\/h4>\n<ul class=\"wp-block-list\">\n<li><strong>DataFusion:<\/strong> \u0641\u0627\u0642\u062f \u0631\u0627\u0628\u0637 \u06af\u0631\u0627\u0641\u06cc\u06a9\u06cc (UI) \u0627\u0633\u062a \u0648 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 <strong>\u062a\u0648\u0633\u0639\u0647 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0633\u0641\u0627\u0631\u0634\u06cc<\/strong> \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/li>\n<li><strong>DuckDB:<\/strong> \u062f\u0627\u0631\u0627\u06cc <strong>\u0631\u0627\u0628\u0637 SQL \u0645\u062d\u0644\u06cc<\/strong> \u0627\u0633\u062a \u06a9\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u062f\u0631 <strong>Python\u060c R \u0648 CLI<\/strong> \u0627\u062c\u0631\u0627 \u0634\u0648\u062f.<\/li>\n<\/ul>\n<h3 class=\"wp-block-heading\"><strong>\u0646\u062a\u06cc\u062c\u0647\u200c\u06af\u06cc\u0631\u06cc<\/strong><\/h3>\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=\"\"> <strong>\u0627\u06af\u0631 \u0628\u0647 \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u062d\u0644\u06cc\u0644\u06cc \u0633\u0631\u06cc\u0639\u060c \u062a\u0648\u0633\u0639\u0647\u200c\u067e\u0630\u06cc\u0631 \u0648 \u062a\u0648\u0632\u06cc\u0639\u200c\u067e\u0630\u06cc\u0631 \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c Apache DataFusion \u0627\u0646\u062a\u062e\u0627\u0628 \u0628\u0647\u062a\u0631\u06cc \u0627\u0633\u062a.<\/strong><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=\"\"> <strong>\u0627\u06af\u0631 \u0628\u0647 \u06cc\u06a9 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633 \u0633\u0628\u06a9\u060c \u062f\u0631\u0648\u0646\u200c\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0627\u06cc \u0648 \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u062d\u0644\u06cc \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u06cc\u062f\u060c DuckDB \u0645\u0646\u0627\u0633\u0628\u200c\u062a\u0631 \u0627\u0633\u062a.<\/strong><\/p>\n<p>\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0644\u06cc\u0646\u06a9 \u06a9\u0627\u0645\u0644 \u0645\u062d\u0635\u0648\u0644\u0627\u062a\u06cc \u06a9\u0647 \u0627\u0632 \u062f\u06cc\u062a\u0627\u0641\u06cc\u0648\u0698\u0646 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f \u0628\u0647 \u0635\u0641\u062d\u0647 \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u067e\u0631\u0648\u0698\u0647 \u062f\u0631 \u0628\u0646\u06cc\u0627\u062f \u0622\u067e\u0627\u0686\u06cc \u0645\u0631\u0627\u062c\u0639\u0647 \u06a9\u0646\u06cc\u062f :<br \/>\n<a href=\"https:\/\/datafusion.apache.org\/user-guide\/introduction.html\" target=\"_blank\" rel=\"noopener\">https:\/\/datafusion.apache.org\/user-guide\/introduction.html<\/a><\/p>\n<p>\u0639\u06a9\u0633 \u067e\u0633\u062a \u0627\u0632 \u0645\u0637\u0644\u0628 \u0632\u06cc\u0631 \u0628\u0631\u062f\u0627\u0634\u062a\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a :<\/p>\n<div class=\"wp-block-advanced-gutenberg-blocks-card\">\n<p><img decoding=\"async\" class=\"wp-block-advanced-gutenberg-blocks-card__image\" src=\"https:\/\/miro.medium.com\/v2\/resize:fit:996\/1*UA7HwN0irzt_ku8SaV0YnA.png\" alt=\"Apache DataFusion\u200a\u2014\u200aModern query engine for performance\" title=\"\"><\/p>\n<div class=\"wp-block-advanced-gutenberg-blocks-card__content\">\n<p class=\"wp-block-advanced-gutenberg-blocks-card__title\">Apache DataFusion\u200a\u2014\u200aModern query engine for performance<\/p>\n<p class=\"wp-block-advanced-gutenberg-blocks-card__description\">LLVM for modern data products<\/p>\n<p class=\"wp-block-advanced-gutenberg-blocks-card__url\">https:\/\/asrathore08.medium.com\/apache-datafusion-modern-query-engine-for-performance-787c47679ee1<\/p>\n<\/div>\n<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0645\u062f\u0631\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u060c \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0633\u0628\u06a9\u060c \u0633\u0631\u06cc\u0639 \u0648 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0648 \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0628\u06cc\u0634 \u0627\u0632 \u067e\u06cc\u0634 \u0627\u062d\u0633\u0627\u0633 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc (OLAP) \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0648\u0627\u0628\u0633\u062a\u0647 \u0628\u0647 \u062f\u06cc\u0633\u06a9 \u0648 \u0633\u0646\u06af\u06cc\u0646 \u0647\u0633\u062a\u0646\u062f \u0648 \u0627\u062c\u0631\u0627\u06cc \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u0631\u0648\u06cc \u0622\u0646\u200c\u0647\u0627 \u0632\u0645\u0627\u0646\u200c\u0628\u0631 \u0627\u0633\u062a. \u0627\u0632 \u0637\u0631\u0641 \u062f\u06cc\u06af\u0631\u060c \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u06a9\u0627\u0631\u0628\u0631\u0627\u0646 \u0628\u0647 &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-62476","post","type-post","status-publish","format-standard","hentry","category-bigdata"],"_links":{"self":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/62476","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=62476"}],"version-history":[{"count":1,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/62476\/revisions"}],"predecessor-version":[{"id":62490,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/posts\/62476\/revisions\/62490"}],"wp:attachment":[{"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/media?parent=62476"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/categories?post=62476"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/afaghhosting.net\/blog\/wp-json\/wp\/v2\/tags?post=62476"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}