{"id":16652,"date":"2026-02-21T16:00:27","date_gmt":"2026-02-21T12:30:27","guid":{"rendered":"https:\/\/abalon.cloud\/blog\/?p=16652"},"modified":"2025-10-26T12:05:59","modified_gmt":"2025-10-26T08:35:59","slug":"what-is-apache-spark","status":"publish","type":"post","link":"https:\/\/abalon.cloud\/blog\/what-is-apache-spark\/","title":{"rendered":"\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0686\u06cc\u0633\u062a\u061f"},"content":{"rendered":"<p><span style=\"font-weight: 400;\">\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 (Apache Spark) \u06cc\u06a9 \u0641\u0631\u06cc\u0645\u0648\u0631\u06a9 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u0645\u0648\u062a\u0648\u0631 \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af (big data) \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a. \u0647\u062f\u0641 \u0627\u0635\u0644\u06cc Spark \u0641\u0631\u0627\u0647\u0645\u200c\u0622\u0648\u0631\u062f\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u0633\u0631\u06cc\u0639 \u0648 \u062c\u0645\u0639\u200c\u0648\u062c\u0648\u0631 \u0628\u0627 API\u0647\u0627\u06cc \u0633\u0637\u062d\u200c\u0628\u0627\u0644\u0627 \u0628\u0631\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u0627\u0633\u062a\u061b \u0628\u0647\u200c\u0637\u0648\u0631\u06cc\u200c\u06a9\u0647 \u0639\u0645\u0644\u06cc\u0627\u062a\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0627\u06cc (batch)\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc (streaming)\u060c \u067e\u0631\u0633\u200c\u0648\u200c\u062c\u0648\u0647\u0627\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc (SQL)\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 (MLlib) \u0648 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u06af\u0631\u0627\u0641\u06cc (GraphX) \u0631\u0627 \u062f\u0631 \u06cc\u06a9 \u067e\u0644\u062a\u0641\u0631\u0645 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0645\u0645\u06a9\u0646 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0628\u0627\u0639\u062b \u0634\u062f\u0647 \u062a\u0627 \u067e\u0631\u0633\u0634 \u00ab\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0686\u06cc\u0633\u062a\u061f\u00bb \u067e\u0627\u0633\u062e \u0645\u0634\u062e\u0635\u06cc \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u062f: \u06cc\u06a9 \u0645\u0648\u062a\u0648\u0631 \u0648\u0627\u062d\u062f \u0628\u0631\u0627\u06cc \u0627\u0646\u0648\u0627\u0639 \u0628\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u0645\u0632\u06cc\u062a \u06a9\u0644\u06cc\u062f\u06cc Apache Spark \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u06cc\u06a9\u0631\u062f\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 MapReduce\u060c \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u06a9\u0627\u0631\u0647\u0627 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0631 \u0639\u0645\u0644 \u0628\u0647\u200c\u0637\u0648\u0631 \u0686\u0634\u0645\u06af\u06cc\u0631\u06cc \u0632\u0645\u0627\u0646 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u0632 \u0627\u06cc\u0646\u200c\u0631\u0648 Spark \u0628\u0647\u200c\u0637\u0648\u0631 \u06af\u0633\u062a\u0631\u062f\u0647 \u062f\u0631 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u0628\u0627 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9\u060c \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062c\u0631\u06cc\u0627\u0646\u200c\u0647\u0627\u06cc ETL\u060c \u0633\u0627\u062e\u062a \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0628\u0627 Spark \u0648 \u06a9\u0627\u0631\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc \u062a\u0639\u0627\u0645\u0644\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 Spark \u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0634\u0646\u0627\u062e\u062a\u0647\u200c\u0634\u062f\u0647\u200c\u0627\u06cc \u0645\u0627\u0646\u0646\u062f Scala\u060c \u062c\u0627\u0648\u0627\u060c \u067e\u0627\u06cc\u062a\u0648\u0646 (PySpark) \u0648 R \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 \u062a\u0648\u0633\u0639\u0647 \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0639\u0644\u0648\u0645 \u062f\u0627\u062f\u0647 \u0648 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0627\u06cc\u0646 \u0645\u0637\u0644\u0628 \u0627\u0632 \u0648\u0628\u0644\u0627\u06af \u0622\u0628\u0627\u0644\u0648\u0646 \u0628\u062e\u0634 \u0628\u0647 \u0628\u062e\u0634 \u0628\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0627\u062c\u0632\u0627\u06cc Spark\u060c \u0645\u0642\u0627\u06cc\u0633\u0647\u0654 Apache Spark \u0628\u0627 Hadoop\u060c \u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u060c \u0646\u0645\u0648\u0646\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062f\u0631 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u0631\u0627\u0647\u0646\u0645\u0627\u06cc \u0627\u0628\u062a\u062f\u0627\u06cc\u06cc \u0627\u062c\u0631\u0627 \u0648 \u062a\u0648\u0633\u0639\u0647 \u067e\u0631\u062f\u0627\u062e\u062a\u0647 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.<\/span><\/p>\n<h2><b>\u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0627\u062c\u0632\u0627\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9<\/b><\/h2>\n<p><img fetchpriority=\"high\" decoding=\"async\" class=\"aligncenter size-full wp-image-16711\" src=\"https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-02.webp\" alt=\"\" width=\"780\" height=\"470\" srcset=\"https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-02.webp 780w, https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-02-300x181.webp 300w, https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-02-768x463.webp 768w, https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-02-400x241.webp 400w, https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-02-700x422.webp 700w\" sizes=\"(max-width: 780px) 100vw, 780px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0628\u0647\u062a\u0631 \u0627\u06cc\u0646\u06a9\u0647 Apache Spark \u0686\u06cc\u0633\u062a \u0648 \u0686\u06af\u0648\u0646\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0628\u0627\u06cc\u062f \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc \u0622\u0646 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u0645. \u0627\u0633\u067e\u0627\u0631\u06a9 \u0628\u0631 \u0627\u0633\u0627\u0633 \u06cc\u06a9 \u0645\u0639\u0645\u0627\u0631\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 \u0645\u06cc\u0627\u0646 \u062e\u0648\u0634\u0647\u200c\u0627\u06cc (Cluster) \u0627\u0632 \u0645\u0627\u0634\u06cc\u0646\u200c\u0647\u0627 \u067e\u062e\u0634 \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631\u060c \u0627\u0645\u06a9\u0627\u0646 \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u06a9\u0631\u062f\u0647 \u0648 \u0628\u0627\u0639\u062b \u0627\u0641\u0632\u0627\u06cc\u0634 \u0686\u0634\u0645\u06af\u06cc\u0631 \u0633\u0631\u0639\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u0634\u0648\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0627 \u0628\u062e\u0634\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u06cc\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u0634\u062f:<\/span><\/p>\n<h3><strong>\u06f1. Driver Program<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u0631\u0646\u0627\u0645\u0647 Driver \u0647\u0633\u062a\u0647 \u0645\u0631\u06a9\u0632\u06cc \u0627\u062c\u0631\u0627\u06cc Spark \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0628\u062e\u0634 \u0648\u0638\u06cc\u0641\u0647 \u062f\u0627\u0631\u062f \u0628\u0631\u0646\u0627\u0645\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0647 \u062a\u0633\u06a9\u200c\u0647\u0627 (Tasks) \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u062a\u0642\u0633\u06cc\u0645 \u06a9\u0631\u062f\u0647 \u0648 \u0622\u0646\u200c\u0647\u0627 \u0631\u0627 \u0628\u06cc\u0646 \u0646\u0648\u062f\u0647\u0627\u06cc \u0645\u062d\u0627\u0633\u0628\u0627\u062a\u06cc \u062a\u0648\u0632\u06cc\u0639 \u06a9\u0646\u062f. \u0647\u0645\u0686\u0646\u06cc\u0646 \u0648\u0636\u0639\u06cc\u062a \u0627\u062c\u0631\u0627 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0646\u0627\u0628\u0639 \u062a\u0648\u0633\u0637 Driver \u06a9\u0646\u062a\u0631\u0644 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n<h3><strong>\u06f2. Cluster Manager<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">\u0645\u062f\u06cc\u0631\u06cc\u062a\u200c\u06a9\u0646\u0646\u062f\u0647 \u062e\u0648\u0634\u0647 (Cluster Manager) \u0645\u0633\u0626\u0648\u0644 \u062a\u062e\u0635\u06cc\u0635 \u0645\u0646\u0627\u0628\u0639 \u0628\u0647 Spark \u0627\u0633\u062a. \u0627\u0633\u067e\u0627\u0631\u06a9 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0648\u0634\u0647 \u0645\u0627\u0646\u0646\u062f Standalone \u060cApache Mesos \u0648 Hadoop YARN \u06a9\u0627\u0631 \u06a9\u0646\u062f.<\/span><\/p>\n<h3><strong>\u06f3. Executors<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">\u0627\u062c\u0631\u0627\u06a9\u0646\u0646\u062f\u06af\u0627\u0646 \u06cc\u0627 Executor\u0647\u0627 \u0641\u0631\u0622\u06cc\u0646\u062f\u0647\u0627\u06cc\u06cc \u0647\u0633\u062a\u0646\u062f \u06a9\u0647 \u0631\u0648\u06cc \u0646\u0648\u062f\u0647\u0627\u06cc Worker \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f \u0648 \u0648\u0638\u06cc\u0641\u0647\u0654 \u067e\u0631\u062f\u0627\u0632\u0634 \u0648\u0627\u0642\u0639\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0631 \u0639\u0647\u062f\u0647 \u062f\u0627\u0631\u0646\u062f. \u0647\u0631 \u0627\u062c\u0631\u0627\u06a9\u0646\u0646\u062f\u0647 \u0628\u062e\u0634\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0648 \u0645\u062d\u0627\u0633\u0628\u0627\u062a \u0631\u0627 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/span><\/p>\n<h3><strong>\u06f4. RDD \u06cc\u0627 (Resilient Distributed Dataset)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">RDD \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647 \u0627\u0635\u0644\u06cc \u062f\u0631 Spark \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u0645\u0642\u0627\u0648\u0645 \u062f\u0631 \u0628\u0631\u0627\u0628\u0631 \u062e\u0637\u0627 \u0630\u062e\u06cc\u0631\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0639\u0645\u0644\u06cc\u0627\u062a \u0631\u0648\u06cc RDD \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0648\u0627\u0632\u06cc \u062f\u0631 \u06a9\u0644 \u062e\u0648\u0634\u0647 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n<h3><strong>\u06f5. API\u0647\u0627 \u0648 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627<\/strong><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Spark SQL \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647 \u0628\u0627 \u0632\u0628\u0627\u0646 SQL<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Spark Streaming \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648\u0627\u0642\u0639\u06cc<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">MLlib \u0628\u0631\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0628\u0627 Spark<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">GraphX \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641\u200c\u0647\u0627<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0627\u0698\u0648\u0644\u0627\u0631 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0628\u0627\u0639\u062b \u0634\u062f\u0647 \u0627\u06cc\u0646 \u067e\u0644\u062a\u0641\u0631\u0645 \u0628\u062a\u0648\u0627\u0646\u062f \u0628\u0647\u200c\u0631\u0627\u062d\u062a\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u0648\u0639 \u0645\u0627\u0646\u0646\u062f \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u060c \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0628\u0644\u0627\u062f\u0631\u0646\u06af\u060c \u0648 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc big data \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0634\u0648\u062f.<\/span><\/p>\n<h2><b>\u062a\u0641\u0627\u0648\u062a Apache Spark \u0628\u0627 Hadoop<\/b><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-16712\" src=\"https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-03.webp\" alt=\"\" width=\"780\" height=\"470\" srcset=\"https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-03.webp 780w, https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-03-300x181.webp 300w, https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-03-768x463.webp 768w, https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-03-400x241.webp 400w, https:\/\/abalon.cloud\/blog\/wp-content\/uploads\/2025\/11\/Abalon-what-is-apache-spark-03-700x422.webp 700w\" sizes=\"(max-width: 780px) 100vw, 780px\" \/><\/p>\n<p><span style=\"font-weight: 400;\">\u0628\u0631\u0627\u06cc \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u0627\u0641\u0631\u0627\u062f \u06a9\u0647 \u062a\u0627\u0632\u0647 \u0648\u0627\u0631\u062f \u062f\u0646\u06cc\u0627\u06cc big data \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0627\u06cc\u0646 \u0633\u0648\u0627\u0644 \u067e\u06cc\u0634 \u0645\u06cc\u200c\u0622\u06cc\u062f \u06a9\u0647 \u062a\u0641\u0627\u0648\u062a \u0627\u0635\u0644\u06cc Apache Spark \u0648 Hadoop \u0686\u06cc\u0633\u062a \u0648 \u062f\u0631 \u0686\u0647 \u0634\u0631\u0627\u06cc\u0637\u06cc \u0647\u0631 \u06a9\u062f\u0627\u0645 \u0645\u0646\u0627\u0633\u0628\u200c\u062a\u0631 \u0627\u0633\u062a. \u0647\u0631 \u062f\u0648 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647\u200c\u0627\u0646\u062f\u060c \u0627\u0645\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f \u0648 \u0639\u0645\u0644\u06a9\u0631\u062f \u0622\u0646\u200c\u0647\u0627 \u062a\u0641\u0627\u0648\u062a\u200c\u0647\u0627\u06cc \u0645\u0647\u0645\u06cc \u062f\u0627\u0631\u062f.<\/span><\/p>\n<h3><strong>\u06f1. \u0645\u062f\u0644 \u067e\u0631\u062f\u0627\u0632\u0634<\/strong><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hadoop MapReduce \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u062f\u0633\u062a\u0647\u200c\u0627\u06cc (Batch) \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0647\u0631 \u0645\u0631\u062d\u0644\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0646\u06cc\u0627\u0632\u0645\u0646\u062f \u062e\u0648\u0627\u0646\u062f\u0646 \u0648 \u0646\u0648\u0634\u062a\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0648\u06cc \u062f\u06cc\u0633\u06a9 \u0627\u0633\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Apache Spark \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc (In-Memory) \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 RAM \u0646\u06af\u0647 \u0645\u06cc\u200c\u062f\u0627\u0631\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631 \u0628\u0627\u0639\u062b \u0645\u06cc\u200c\u0634\u0648\u062f \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u062a\u0631 \u0628\u0627\u0634\u062f.<\/span><\/li>\n<\/ul>\n<h3><strong>\u06f2. \u0633\u0631\u0639\u062a \u0627\u062c\u0631\u0627<\/strong><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Spark \u062f\u0631 \u0628\u0633\u06cc\u0627\u0631\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627 \u062a\u0627 \u06f1\u06f0\u06f0 \u0628\u0631\u0627\u0628\u0631 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0627\u0632 Hadoop \u0639\u0645\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0645\u062e\u0635\u0648\u0635\u0627\u064b \u062f\u0631 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u0634\u0648\u0646\u062f\u0647 \u0645\u0627\u0646\u0646\u062f \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0628\u0627 Spark.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062f\u0644\u06cc\u0644 \u0627\u06cc\u0646 \u0633\u0631\u0639\u062a\u060c \u06a9\u0627\u0647\u0634 \u0639\u0645\u0644\u06cc\u0627\u062a I\/O \u062f\u06cc\u0633\u06a9 \u0648 \u0630\u062e\u06cc\u0631\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u062d\u0627\u0641\u0638\u0647 \u0645\u0648\u0642\u062a \u0627\u0633\u062a.<\/span><\/li>\n<\/ul>\n<h3><strong>\u06f3. \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc<\/strong><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hadoop \u0639\u0645\u062f\u062a\u0627\u064b \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Spark \u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc (Real-Time Streaming)\u060c \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0647\u0645 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/span><\/li>\n<\/ul>\n<h3><strong>\u06f4. \u0633\u0647\u0648\u0644\u062a \u062a\u0648\u0633\u0639\u0647<\/strong><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Spark \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0645\u062b\u0644 \u0627\u0633\u06a9\u0627\u0644\u0627\u060c \u062c\u0627\u0648\u0627\u060c \u067e\u0627\u06cc\u062a\u0648\u0646 \u0648 R\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u0645\u0647\u0646\u062f\u0633\u06cc \u062f\u0627\u062f\u0647 \u0633\u0627\u062f\u0647\u200c\u062a\u0631 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hadoop \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631 Java \u0645\u062a\u0645\u0631\u06a9\u0632 \u0627\u0633\u062a \u0648 \u0627\u0646\u0639\u0637\u0627\u0641 \u06a9\u0645\u062a\u0631\u06cc \u062f\u0627\u0631\u062f.<\/span><\/li>\n<\/ul>\n<h3><strong>\u06f5. \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627<\/strong><\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Hadoop \u0628\u06cc\u0634\u062a\u0631 \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u06af\u06cc\u0646 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0628\u0627 \u062d\u062c\u0645 \u0628\u0633\u06cc\u0627\u0631 \u0632\u06cc\u0627\u062f \u062f\u0627\u062f\u0647 \u0645\u0646\u0627\u0633\u0628 \u0627\u0633\u062a.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">Spark \u0628\u0631\u0627\u06cc \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0633\u0631\u0639\u062a \u0628\u0627\u0644\u0627\u060c \u062a\u062d\u0644\u06cc\u0644 \u062a\u0639\u0627\u0645\u0644\u06cc\u060c \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0628\u0644\u0627\u062f\u0631\u0646\u06af \u0646\u06cc\u0627\u0632 \u062f\u0627\u0631\u0646\u062f\u060c \u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/li>\n<\/ul>\n<h2><b>\u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0686\u06cc\u0633\u062a\u061f<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">\u0645\u062d\u0628\u0648\u0628\u06cc\u062a \u0631\u0648\u0632\u0627\u0641\u0632\u0648\u0646 Apache Spark \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u06cc big data \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647 \u062a\u0635\u0627\u062f\u0641\u06cc \u0646\u06cc\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627 \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627 \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 \u0622\u0646 \u0631\u0627 \u0628\u0647 \u06cc\u06a9\u06cc \u0627\u0632 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 \u062c\u0647\u0627\u0646 \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0631\u062f\u0647 \u0627\u0633\u062a.<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0633\u0631\u0639\u062a \u0628\u0627\u0644\u0627 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/b><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc \u0628\u0627\u0639\u062b \u0634\u062f\u0647 Spark \u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0645\u0627\u0646\u0646\u062f Hadoop MapReduce\u060c \u062a\u0627 \u0686\u0646\u062f\u06cc\u0646 \u0628\u0631\u0627\u0628\u0631 \u0633\u0631\u06cc\u0639\u200c\u062a\u0631 \u0639\u0645\u0644 \u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0648\u06cc\u0698\u06af\u06cc \u062f\u0631 \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0648 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u0634\u0648\u0646\u062f\u0647\u060c \u0645\u0627\u0646\u0646\u062f \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0628\u0627 Spark\u060c \u062a\u0623\u062b\u06cc\u0631 \u0648\u06cc\u0698\u0647\u200c\u0627\u06cc \u062f\u0627\u0631\u062f.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u0686\u0646\u062f\u06af\u0627\u0646\u0647<\/b><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">Spark \u062a\u0646\u0647\u0627 \u06cc\u06a9 \u0633\u06cc\u0633\u062a\u0645 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0646\u06cc\u0633\u062a\u061b \u0628\u0644\u06a9\u0647 \u0627\u0632 \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc (Streaming)\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0639\u0627\u0645\u0644\u06cc (Interactive Queries) \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641 \u0646\u06cc\u0632 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc big data<\/b><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">\u0627\u0633\u067e\u0627\u0631\u06a9 \u0628\u0647\u200c\u062e\u0648\u0628\u06cc \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Hadoop YARN\u060c \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627\u06cc NoSQL (\u0645\u062b\u0644 Cassandra \u0648 HBase) \u0648 \u062d\u062a\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u0645\u0627\u0646\u0646\u062f AWS \u0648 Azure \u0633\u0627\u0632\u06af\u0627\u0631 \u0627\u0633\u062a.\u00a0 \u062f\u0631 \u0622\u0628\u0627\u0644\u0648\u0646 \u0646\u06cc\u0632 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 <strong data-start=\"1219\" data-end=\"1259\"><a class=\"decorated-link cursor-pointer\" href=\"https:\/\/abalon.cloud\/devops\" target=\"_blank\" rel=\"noopener\" data-start=\"1221\" data-end=\"1257\">\u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u062f\u0648\u0622\u067e\u0633<\/a><\/strong> \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f \u06a9\u0647 Spark \u0648 \u062f\u06cc\u06af\u0631 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0628\u0647\u200c\u0635\u0648\u0631\u062a \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0648 \u062e\u0648\u062f\u06a9\u0627\u0631 \u062f\u0631 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0628\u0647\u200c\u06a9\u0627\u0631 \u06af\u0631\u0641\u062a\u0647 \u0634\u0648\u0646\u062f.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc \u0628\u0627\u0644\u0627<\/b><span style=\"font-weight: 400;\">: <\/span><span style=\"font-weight: 400;\">\u0627\u0632 \u0644\u067e\u200c\u062a\u0627\u067e \u0634\u062e\u0635\u06cc \u062a\u0627 \u062e\u0648\u0634\u0647\u200c\u0647\u0627\u06cc \u0639\u0638\u06cc\u0645 \u062f\u0631 \u062f\u06cc\u062a\u0627\u0633\u0646\u062a\u0631\u0647\u0627\u060c Spark \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u062f \u0628\u0647\u200c\u0631\u0627\u062d\u062a\u06cc \u0645\u062a\u0646\u0627\u0633\u0628 \u0628\u0627 \u0646\u06cc\u0627\u0632 \u067e\u0631\u0648\u0698\u0647 \u0645\u0642\u06cc\u0627\u0633 \u0628\u06af\u06cc\u0631\u062f.<\/span><\/li>\n<\/ul>\n<div style=\"background-color: #ededfe; border-radius: 10px; padding: 20px; text-align: center !important; margin: 20px 0;\">\n<h3 style=\"font-size: 18px; color: #333; margin-bottom: 10px;\">\u0622\u0628\u0627\u0644\u0648\u0646 \u0627\u0631\u0627\u0626\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u0633\u0631\u0648\u0631 \u0627\u0628\u0631\u06cc<\/h3>\n<p style=\"font-size: 14px; color: #666; line-height: 1.6; margin-bottom: 20px;\">\u0633\u0631\u0648\u0631 \u0627\u0628\u0631\u06cc \u0622\u0628\u0627\u0644\u0648\u0646\u060c \u062a\u0645\u0627\u0645 \u0627\u0645\u06a9\u0627\u0646\u0627\u062a \u06cc\u06a9 \u0633\u0631\u0648\u0631 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0631\u0627 \u0631\u0648\u06cc \u0645\u062d\u06cc\u0637 \u0627\u0628\u0631\u06cc \u0648 \u062a\u0646\u0647\u0627 \u062f\u0631 \u06cc\u06a9 \u062f\u0642\u06cc\u0642\u0647 \u062f\u0631 \u0627\u062e\u062a\u06cc\u0627\u0631\u062a\u0627\u0646 \u0642\u0631\u0627\u0631 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0628\u0627 \u062e\u0631\u06cc\u062f \u0633\u0631\u0648\u0631 \u0627\u0628\u0631\u06cc\u060c \u0647\u0645 \u0627\u0632 \u062a\u0647\u06cc\u0647 \u0633\u062e\u062a\u200c\u0627\u0641\u0632\u0627\u0631 \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0628\u06cc\u200c\u0646\u06cc\u0627\u0632 \u0645\u06cc\u200c\u0634\u0648\u06cc\u062f \u0648 \u0647\u0645 \u062f\u0631 \u0632\u0645\u0627\u0646 \u0648 \u0647\u0632\u06cc\u0646\u0647 \u0635\u0631\u0641\u0647\u200c\u062c\u0648\u06cc\u06cc \u0645\u06cc\u200c\u06a9\u0646\u06cc\u062f.<\/p>\n<p><a style=\"display: inline-block; padding: 10px 20px; background-color: #8846f2; color: white; text-decoration: none; border-radius: 5px; font-size: 14px; transition: background-color 0.3s ease;\" href=\"https:\/\/abalon.cloud\/vps\" target=\"_blank\" rel=\"noopener\">\u062e\u0631\u06cc\u062f \u0633\u0631\u0648\u0631 \u0627\u0628\u0631\u06cc<\/a><\/div>\n<h2><b>\u06a9\u0627\u0631\u0628\u0631\u062f Apache Spark \u062f\u0631 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647<\/b><\/h2>\n<p><span style=\"font-weight: 400;\">Apache Spark \u0628\u0647\u200c\u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062d\u0628\u0648\u0628\u200c\u062a\u0631\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 (Data Science)\u060c \u0646\u0642\u0634 \u0645\u0647\u0645\u06cc \u062f\u0631 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc\u060c \u067e\u0631\u062f\u0627\u0632\u0634\u060c \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u06cc\u0641\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647\u0654 \u0622\u0646 \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0628\u0647 \u062a\u06cc\u0645\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0645\u06a9\u0627\u0646 \u0645\u06cc\u200c\u062f\u0647\u062f \u0628\u0627 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0632\u0645\u0627\u0646 \u06a9\u0648\u062a\u0627\u0647 \u06a9\u0627\u0631 \u06a9\u0646\u0646\u062f. \u062f\u0631 \u0627\u062f\u0627\u0645\u0647 \u0628\u0647 \u0628\u0631\u062e\u06cc \u0627\u0632 \u0627\u0635\u0644\u06cc\u200c\u062a\u0631\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u062f\u0631 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u062e\u0648\u0627\u0647\u06cc\u0645 \u067e\u0631\u062f\u0627\u062e\u062a:<\/span><\/p>\n<h3><strong>\u06f1. \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">\u067e\u06cc\u0634 \u0627\u0632 \u0627\u0646\u062c\u0627\u0645 \u0647\u0631 \u0646\u0648\u0639 \u062a\u062d\u0644\u06cc\u0644 \u06cc\u0627 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627\u06cc\u062f \u067e\u0627\u06a9\u200c\u0633\u0627\u0632\u06cc \u0648 \u0628\u0647 \u0634\u06a9\u0644 \u0642\u0627\u0628\u0644 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631\u0622\u06cc\u0646\u062f. Spark \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Spark SQL \u0648 RDD\u0647\u0627\u060c \u0639\u0645\u0644\u06cc\u0627\u062a \u067e\u06cc\u0686\u06cc\u062f\u0647\u200c\u0627\u06cc \u0645\u0627\u0646\u0646\u062f \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0631\u0627 \u0628\u0647 \u0634\u06a9\u0644\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0627\u0646\u062c\u0627\u0645 \u0645\u06cc\u200c\u062f\u0647\u062f:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062d\u0630\u0641 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062a\u06a9\u0631\u0627\u0631\u06cc \u06cc\u0627 \u0646\u0627\u0642\u0635<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0631\u06a9\u06cc\u0628 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0627\u0632 \u0645\u0646\u0627\u0628\u0639 \u0645\u062e\u062a\u0644\u0641 (\u0645\u062b\u0644 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627 \u0648 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc CSV \u06cc\u0627 JSON)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u0628\u062f\u06cc\u0644 \u0641\u0631\u0645\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0645\u062f\u0644\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc<\/span><\/li>\n<\/ul>\n<h3><strong>\u06f2. \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af (Big Data Analytics)<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u0627 \u0631\u0634\u062f \u0628\u06cc\u200c\u0648\u0642\u0641\u0647\u0654 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u062a\u062d\u0644\u06cc\u0644 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u0628\u0647 \u0686\u0627\u0644\u0634 \u0627\u0635\u0644\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u062a\u0628\u062f\u06cc\u0644 \u0634\u062f\u0647 \u0627\u0633\u062a. Spark \u0628\u0627 \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 big data \u0628\u0627 \u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9\u060c \u0628\u0647 \u062a\u062d\u0644\u06cc\u0644\u200c\u06af\u0631\u0627\u0646 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0631\u0648\u06cc \u062e\u0648\u0634\u0647\u200c\u0627\u06cc \u0627\u0632 \u0635\u062f\u0647\u0627 \u06cc\u0627 \u0647\u0632\u0627\u0631\u0627\u0646 \u0646\u0648\u062f \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0646\u0646\u062f.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0648\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647 \u0648 \u063a\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u06cc\u0627\u0641\u062a\u0647 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u06a9\u0646\u0646\u062f.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u062a\u062c\u0627\u0631\u06cc (Business Intelligence) \u0648 \u0639\u0644\u0645\u06cc \u0631\u0627 \u0628\u0627 \u0633\u0631\u0639\u062a\u06cc \u0686\u0646\u062f\u06cc\u0646 \u0628\u0631\u0627\u0628\u0631 \u0628\u06cc\u0634\u062a\u0631 \u0646\u0633\u0628\u062a \u0628\u0647 \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u0627\u062c\u0631\u0627 \u06a9\u0646\u0646\u062f.<\/span><\/li>\n<\/ul>\n<h3><strong>\u06f3. \u0645\u0627\u0634\u06cc\u0646 \u0644\u0631\u0646\u06cc\u0646\u06af \u0628\u0627 Spark<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">\u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u0654 MLlib \u062f\u0631 Spark \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0632 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f\u060c \u0627\u0632 \u062c\u0645\u0644\u0647:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0631\u06af\u0631\u0633\u06cc\u0648\u0646 (Regression) \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u200c\u0628\u06cc\u0646\u06cc \u0645\u0642\u0627\u062f\u06cc\u0631 \u067e\u06cc\u0648\u0633\u062a\u0647<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u0637\u0628\u0642\u0647\u200c\u0628\u0646\u062f\u06cc (Classification) \u0628\u0631\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627\u06cc \u062e\u0648\u0634\u0647\u200c\u0628\u0646\u062f\u06cc (Clustering) \u0645\u0627\u0646\u0646\u062f K-Means<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f\u062f\u0647\u0646\u062f\u0647 (Recommendation Systems) \u0628\u0631\u0627\u06cc \u067e\u06cc\u0634\u0646\u0647\u0627\u062f \u0645\u062d\u062a\u0648\u0627 \u06cc\u0627 \u0645\u062d\u0635\u0648\u0644\u0627\u062a<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">\u0645\u0632\u06cc\u062a \u0627\u0635\u0644\u06cc \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647 \u0627\u06cc\u0646 \u0627\u0633\u062a \u06a9\u0647 \u062a\u0645\u0627\u0645 \u0627\u06cc\u0646 \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u0645\u0648\u0627\u0632\u06cc \u0631\u0648\u06cc \u062e\u0648\u0634\u0647\u200c\u0647\u0627 \u0627\u062c\u0631\u0627 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f\u060c \u0628\u0646\u0627\u0628\u0631\u0627\u06cc\u0646 \u062d\u062a\u06cc \u0645\u062c\u0645\u0648\u0639\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0686\u0646\u062f \u062a\u0631\u0627\u0628\u0627\u06cc\u062a\u06cc \u0647\u0645 \u0642\u0627\u0628\u0644 \u067e\u0631\u062f\u0627\u0632\u0634 \u0647\u0633\u062a\u0646\u062f.<\/span><\/p>\n<h3><strong>\u06f4. \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">\u06cc\u06a9\u06cc \u0627\u0632 \u0646\u0642\u0627\u0637 \u0642\u0648\u062a Spark\u060c \u0627\u0645\u06a9\u0627\u0646 \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Spark Streaming \u0648 Structured Streaming \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0642\u0627\u0628\u0644\u06cc\u062a \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f \u062f\u0627\u0631\u062f:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u067e\u0627\u06cc\u0634 (Monitoring) \u0644\u062d\u0638\u0647\u200c\u0627\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627 \u0648 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0646\u0633\u0648\u0631\u0647\u0627\u06cc IoT<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062c\u0631\u06cc\u0627\u0646\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0627\u0632 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc (\u0645\u062b\u0644 \u062a\u0648\u06cc\u06cc\u062a\u200c\u0647\u0627 \u06cc\u0627 \u067e\u0633\u062a\u200c\u0647\u0627\u06cc \u0641\u06cc\u0633\u0628\u0648\u06a9)<\/span><\/li>\n<\/ul>\n<h3><strong>\u06f5. \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641\u200c\u0647\u0627<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">\u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u0654 GraphX\u060c \u0627\u0633\u067e\u0627\u0631\u06a9 \u0627\u0645\u06a9\u0627\u0646 \u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u06a9\u0627\u0631\u0628\u0631\u062f \u0628\u0631\u0627\u06cc \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u062a\u062d\u0644\u06cc\u0644 \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u0627\u062c\u062a\u0645\u0627\u0639\u06cc (Social Network Analysis)<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0645\u062f\u0644\u200c\u0633\u0627\u0632\u06cc \u0631\u0648\u0627\u0628\u0637 \u0628\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062a\u0648\u0635\u06cc\u0647\u200c\u06af\u0631<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0634\u0628\u06a9\u0647\u200c\u0647\u0627\u06cc \u062d\u0645\u0644\u200c\u0648\u0646\u0642\u0644 \u06cc\u0627 \u0627\u0631\u062a\u0628\u0627\u0637\u0627\u062a<\/span><\/li>\n<\/ul>\n<h3><strong>\u06f6. \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0639\u0644\u0645 \u062f\u0627\u062f\u0647<\/strong><\/h3>\n<p><span style=\"font-weight: 400;\">Spark \u0628\u0647\u200c\u0631\u0627\u062d\u062a\u06cc \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062a\u062f\u0627\u0648\u0644 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u062a\u0631\u06a9\u06cc\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u062a\u0635\u0627\u0644 \u0628\u0647 Jupyter Notebook \u0628\u0631\u0627\u06cc \u062a\u0648\u0633\u0639\u0647 \u0648 \u0622\u0632\u0645\u0627\u06cc\u0634 \u06a9\u062f\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0647\u0645\u0627\u0647\u0646\u06af\u06cc \u0628\u0627 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u0628\u0635\u0631\u06cc\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0645\u062b\u0644 Matplotlib \u0648 Plotly<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0627\u0628\u0631\u06cc \u0645\u0627\u0646\u0646\u062f AWS\u060c \u06af\u0648\u06af\u0644 \u06a9\u0644\u0648\u062f \u0648 Azure \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644\u200c\u0647\u0627<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><span style=\"font-weight: 400;\">\u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627\u06cc NoSQL (\u0645\u062b\u0644 MongoDB \u0648 Cassandra) \u06cc\u0627 \u062f\u06cc\u062a\u0627\u0628\u06cc\u0633\u200c\u0647\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644\u06cc (\u0645\u062b\u0644 Amazon Redshift)<\/span><\/li>\n<\/ul>\n<h2><strong>\u062f\u0631 \u067e\u0627\u06cc\u0627\u0646<\/strong><\/h2>\n<p><span style=\"font-weight: 400;\">\u067e\u0627\u0633\u062e \u0628\u0647 \u067e\u0631\u0633\u0634 \u00ab\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0686\u06cc\u0633\u062a\u061f\u00bb \u0631\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u06cc\u0646\u200c\u06af\u0648\u0646\u0647 \u062e\u0644\u0627\u0635\u0647 \u06a9\u0631\u062f: Apache Spark \u06cc\u06a9 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u0633\u0631\u06cc\u0639 \u0627\u0633\u062a \u06a9\u0647 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af\u060c \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc\u060c \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646\u060c \u0648 \u062a\u062d\u0644\u06cc\u0644 \u06af\u0631\u0627\u0641\u200c\u0647\u0627 \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0648 \u0628\u0647 \u0644\u0637\u0641 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0631\u0648\u0646\u200c\u062d\u0627\u0641\u0638\u0647\u200c\u0627\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc \u0645\u0648\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627\u06cc\u06cc \u0631\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">\u062f\u0631 \u0645\u0642\u0627\u06cc\u0633\u0647 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Hadoop MapReduce\u060c \u0627\u0633\u067e\u0627\u0631\u06a9 \u0628\u0627 \u06a9\u0627\u0647\u0634 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062e\u0648\u0627\u0646\u062f\u0646\/\u0646\u0648\u0634\u062a\u0646 \u0645\u06a9\u0631\u0631 \u0631\u0648\u06cc \u062f\u06cc\u0633\u06a9 \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0628\u0627\u0631\u0647\u0627\u06cc \u06a9\u0627\u0631\u06cc \u0645\u062a\u0646\u0648\u0639\u060c \u06cc\u06a9 \u0631\u0627\u0647\u06a9\u0627\u0631 \u0647\u0645\u0647\u200c\u062c\u0627\u0646\u0628\u0647 \u0628\u0631\u0627\u06cc \u062a\u06cc\u0645\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u0648\u0631\u06a9 \u0646\u0647\u200c\u062a\u0646\u0647\u0627 \u0628\u0631\u0627\u06cc \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u0641\u0646\u0627\u0648\u0631\u06cc \u0628\u0632\u0631\u06af\u060c \u0628\u0644\u06a9\u0647 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u0627\u0631\u062a\u0627\u067e\u200c\u0647\u0627 \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627\u06cc \u06a9\u0648\u0686\u06a9\u200c\u062a\u0631 \u0646\u06cc\u0632 \u0628\u0647\u200c\u062f\u0644\u06cc\u0644 \u0627\u0646\u0639\u0637\u0627\u0641\u200c\u067e\u0630\u06cc\u0631\u06cc\u060c \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc\u060c \u0648 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u0627\u06cc\u062f\u0647\u200c\u0622\u0644 \u0645\u062d\u0633\u0648\u0628 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 (Apache Spark) \u06cc\u06a9 \u0641\u0631\u06cc\u0645\u0648\u0631\u06a9 \u067e\u0631\u062f\u0627\u0632\u0634 \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u0633\u0631\u06cc\u0639 \u0628\u0631\u0627\u06cc \u062a\u062d\u0644\u06cc\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0628\u0632\u0631\u06af \u0627\u0633\u062a. \u062f\u0631 \u0627\u06cc\u0646 \u0645\u0642\u0627\u0644\u0647 \u062f\u0631 \u0622\u0628\u0627\u0644\u0648\u0646 \u062a\u0648\u0636\u06cc\u062d \u0645\u06cc\u200c\u062f\u0647\u06cc\u0645 Spark \u0686\u06cc\u0633\u062a\u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u0627\u062c\u0632\u0627\u06cc \u0627\u0635\u0644\u06cc \u0622\u0646 \u06a9\u062f\u0627\u0645\u200c\u0627\u0646\u062f\u060c \u0686\u0647 \u062a\u0641\u0627\u0648\u062a\u06cc \u0628\u0627 Hadoop \u062f\u0627\u0631\u062f\u060c \u0686\u0647 \u0645\u0632\u0627\u06cc\u0627 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc\u06cc \u062f\u0627\u0631\u062f \u0648 \u062f\u0631 \u0639\u0644\u0645 \u062f\u0627\u062f\u0647 \u0648 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0645\u0627\u0634\u06cc\u0646 \u0686\u0647 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc\u06cc \u067e\u06cc\u062f\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/p>\n","protected":false},"author":34,"featured_media":16713,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":"","spc_primary_category":-1},"categories":[42],"tags":[],"class_list":["post-16652","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technology-introduction"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v25.8 (Yoast SEO v25.8) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 (Apache Spark) \u0686\u06cc\u0633\u062a\u061f | \u0645\u0639\u0645\u0627\u0631\u06cc\u060c \u062a\u0641\u0627\u0648\u062a \u0628\u0627 Hadoop<\/title>\n<meta name=\"description\" content=\"\u0622\u067e\u0627\u0686\u06cc \u0627\u0633\u067e\u0627\u0631\u06a9 \u0686\u06cc\u0633\u062a\u061b \u0622\u067e\u0627\u0686\u06cc 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