
{"id":117674,"date":"2025-08-15T06:05:11","date_gmt":"2025-08-15T06:05:11","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d8%a2%d9%be%d8%a7%da%86%db%8c-%d8%a8%db%8c%d9%85-%d8%b3%d8%a7%d8%ae%d8%aa-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%da%a9%d9%84%d8%a7%d9%86-%d8%af%d8%a7%d8%af%d9%87\/"},"modified":"2025-08-15T06:05:15","modified_gmt":"2025-08-15T06:05:15","slug":"%d8%af%d9%88%d8%b1%d9%87-%d8%a2%d9%be%d8%a7%da%86%db%8c-%d8%a8%db%8c%d9%85-%d8%b3%d8%a7%d8%ae%d8%aa-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%da%a9%d9%84%d8%a7%d9%86-%d8%af%d8%a7%d8%af%d9%87","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d8%a2%d9%be%d8%a7%da%86%db%8c-%d8%a8%db%8c%d9%85-%d8%b3%d8%a7%d8%ae%d8%aa-%d8%ae%d8%b7%d9%88%d8%b7-%d9%84%d9%88%d9%84%d9%87-%da%a9%d9%84%d8%a7%d9%86-%d8%af%d8%a7%d8%af%d9%87\/","title":{"rendered":"\u062f\u0648\u0631\u0647 \u0622\u067e\u0627\u0686\u06cc \u0628\u06cc\u0645: \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB"},"content":{"rendered":"<table class=\"course-info-table\" border=\"1\" cellpadding=\"8\" cellspacing=\"0\" style=\"width: 100%; margin-bottom: 20px; border-collapse: collapse;\">\n<tr>\n<th style=\"background-color: #f5f5f5; text-align: right; width: 40%;\">\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc<\/th>\n<td style=\"text-align: right;\"> Udemy &#8211; Apache Beam | A Hands-On course to build Big data Pipelines 2019-2 &#8211;  <\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #f5f5f5; text-align: right;\">\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc<\/th>\n<td style=\"text-align: right;\">\u062f\u0648\u0631\u0647 \u0622\u067e\u0627\u0686\u06cc \u0628\u06cc\u0645: \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #f5f5f5; text-align: right;\">\u0632\u0628\u0627\u0646<\/th>\n<td style=\"text-align: right;\">\u0627\u0646\u06af\u0644\u06cc\u0633\u06cc \u0628\u0627 \u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u0641\u0627\u0631\u0633\u06cc<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #f5f5f5; text-align: right;\">\u0646\u0648\u0639 \u0645\u062d\u0635\u0648\u0644<\/th>\n<td style=\"text-align: right;\">\u0622\u0645\u0648\u0632\u0634 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc<\/td>\n<\/tr>\n<tr>\n<th style=\"background-color: #f5f5f5; text-align: right;\">\u0646\u062d\u0648\u0647 \u062a\u062d\u0648\u06cc\u0644<\/th>\n<td style=\"text-align: right;\">\u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc<\/td>\n<\/tr>\n<\/table>\n<div style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n  <h2 style=\"color: #2E7D32; margin-top: 0;\">\ud83c\udf93 \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0628\u06cc\u200c\u0646\u0638\u06cc\u0631 <\/h2>\r\n  <ul style=\"list-style-type: \u2705; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n    <li><strong>\u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u06a9\u0627\u0645\u0644\u0627\u064b \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0622\u0633\u0627\u0646 \u0648 \u0633\u0631\u06cc\u0639<\/li>\r\n    <li>\u0627\u0631\u0627\u0626\u0647\u200c\u0634\u062f\u0647 \u0631\u0648\u06cc <strong>\u0641\u0644\u0634 32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/strong><\/li>\r\n    <li>\u0622\u0645\u0627\u062f\u0647 \u0627\u0631\u0633\u0627\u0644 \u0641\u0648\u0631\u06cc \u0628\u0647 \u0633\u0631\u0627\u0633\u0631 \u06a9\u0634\u0648\u0631<\/li>\r\n\r\n  <\/ul>\r\n  <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\">\r\n    \ud83d\udcda \u0634\u0631\u0648\u0639 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0632 \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u2014 \u0641\u0631\u0635\u062a \u0631\u0634\u062f \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0646\u062f\u0647!\r\n  <\/p>\r\n\t\r\n\t  <p style=\"padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n    \u062c\u0647\u062a \u067e\u06cc\u06af\u06cc\u0631\u06cc \u0633\u0641\u0627\u0631\u0634\u060c \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0627\u0632 \u0637\u0631\u06cc\u0642 \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u0628\u0627 \u0634\u0645\u0627\u0631\u0647 <strong>09395106248<\/strong> \u06cc\u0627 \u0622\u06cc\u062f\u06cc \u062a\u0644\u06af\u0631\u0627\u0645\u06cc <strong>@ma_limbs<\/strong> \u062f\u0631 \u062a\u0645\u0627\u0633 \u0628\u0627\u0634\u06cc\u062f.\r\n  <\/p>\r\n<\/div>\n<article class=\"violin-complex-pieces\" style=\"font-family: 'Vazirmatn', sans-serif;color: #2E2E2E;line-height: 1.75;max-width: 800px;margin: 40px auto;padding: 30px;background: #FFFFFF;border-radius: 12px;box-shadow: 0 6px 20px rgba(0,0,0,0.05);\">\n<h1>\u062f\u0648\u0631\u0647 \u0622\u067e\u0627\u0686\u06cc \u0628\u06cc\u0645: \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 32GB<\/h1>\n<div class='section-box'>\n<p>\u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u067e\u0631\u0634\u062a\u0627\u0628 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 (Big Data)\u060c \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u0633\u0627\u062e\u062a \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 (Pipelines) \u06a9\u0627\u0631\u0622\u0645\u062f \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u062a\u062d\u0644\u06cc\u0644 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u0627\u0637\u0644\u0627\u0639\u0627\u062a\u060c \u0627\u0645\u0631\u06cc \u062d\u06cc\u0627\u062a\u06cc \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062a\u062e\u0635\u0635\u06cc\u060c \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 Apache Beam\u060c \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0628\u0627 \u0631\u0648\u06cc\u06a9\u0631\u062f\u06cc \u0639\u0645\u0644\u06cc \u0648 \u062f\u0633\u062a\u200c\u0628\u0647\u200c\u06a9\u0627\u0631\u060c \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0631\u0627 \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f. \u0628\u0631\u062e\u0644\u0627\u0641 \u062f\u0648\u0631\u0647\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u06a9\u0647 \u0635\u0631\u0641\u0627\u064b \u0628\u0631 \u062f\u0627\u0646\u0644\u0648\u062f \u0645\u062d\u062a\u0648\u0627 \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u0646\u062f\u060c \u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0646\u0641\u06cc\u0633 \u0628\u0631 \u0631\u0648\u06cc \u06cc\u06a9 <span class='highlight'>\u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc 32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/span> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u06a9\u0647 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631 \u0648 \u0633\u0631\u06cc\u0639 \u0628\u0647 \u062a\u0645\u0627\u0645\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f.<\/p>\n<p>Apache Beam \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0628\u0631\u0627\u06cc \u062a\u0639\u0631\u06cc\u0641 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0627\u06cc (Batch) \u0648 \u062c\u0631\u06cc\u0627\u0646\u06cc (Streaming) \u0627\u0633\u062a. \u0627\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9 \u0628\u0647 \u0634\u0645\u0627 \u0627\u06cc\u0646 \u0627\u0645\u06a9\u0627\u0646 \u0631\u0627 \u0645\u06cc\u200c\u062f\u0647\u062f \u06a9\u0647 pipeline \u062e\u0648\u062f \u0631\u0627 \u06cc\u06a9 \u0628\u0627\u0631 \u0628\u0646\u0648\u06cc\u0633\u06cc\u062f \u0648 \u0622\u0646 \u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0627\u062c\u0631\u0627\u06cc\u06cc \u0645\u062a\u0646\u0648\u0639\u06cc \u0627\u0632 \u062c\u0645\u0644\u0647 Apache Flink\u060c Apache Spark\u060c Google Cloud Dataflow \u0648 &#8230; \u0627\u062c\u0631\u0627 \u06a9\u0646\u06cc\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u062c\u0627\u0645\u0639 \u0648 \u0639\u0645\u0644\u06cc\u060c \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u062a\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0647\u062f\u0627\u06cc\u062a \u062e\u0648\u0627\u0647\u062f \u06a9\u0631\u062f.<\/p>\n<\/div>\n<h2>\u0686\u0631\u0627 Apache Beam\u061f<\/h2>\n<div class='section-box'>\n<p>\u0627\u0646\u062a\u062e\u0627\u0628 Apache Beam \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0641\u0631\u0627\u0648\u0627\u0646\u06cc \u062f\u0627\u0631\u062f:<\/p>\n<ul>\n<li><span class='highlight'>\u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc:<\/span> \u062a\u0648\u0627\u0646\u0627\u06cc\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0647\u0645\u0632\u0645\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062f\u0633\u062a\u0647\u200c\u0627\u06cc \u0648 \u062c\u0631\u06cc\u0627\u0646\u06cc \u0628\u0627 \u06cc\u06a9 \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0648\u0627\u062d\u062f.<\/li>\n<li><span class='highlight'>\u0642\u0627\u0628\u0644\u06cc\u062a \u062d\u0645\u0644:<\/span> \u0627\u062c\u0631\u0627\u06cc pipeline \u0628\u0631 \u0631\u0648\u06cc \u0647\u0631 \u0645\u0648\u062a\u0648\u0631 \u0627\u062c\u0631\u0627\u06cc\u06cc \u0633\u0627\u0632\u06af\u0627\u0631 \u0628\u0627 Beam\u060c \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u06a9\u062f.<\/li>\n<li><span class='highlight'>\u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631\u06cc:<\/span> \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645 \u062f\u0627\u062f\u0647 \u0648 \u0627\u0641\u0632\u0627\u06cc\u0634 \u062e\u0648\u062f\u06a9\u0627\u0631 \u0645\u0646\u0627\u0628\u0639 \u067e\u0631\u062f\u0627\u0632\u0634\u06cc.<\/li>\n<li><span class='highlight'>\u063a\u0646\u06cc \u0628\u0648\u062f\u0646 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645:<\/span> \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u0645\u062a\u0646\u0648\u0639 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u06a9\u062a\u0627\u0628\u062e\u0627\u0646\u0647\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0631\u062f\u0627\u0632\u0634.<\/li>\n<li><span class='highlight'>\u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc \u0645\u062a\u0646\u0648\u0639:<\/span> \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0632\u0628\u0627\u0646\u200c\u0647\u0627\u06cc\u06cc \u0645\u0627\u0646\u0646\u062f Java\u060c Python \u0648 Go\u060c \u0627\u0645\u06a9\u0627\u0646 \u0628\u0647\u0631\u0647\u200c\u06af\u06cc\u0631\u06cc \u0627\u0632 \u062a\u062e\u0635\u0635 \u062a\u06cc\u0645\u200c\u0647\u0627\u06cc \u0645\u0648\u062c\u0648\u062f \u0631\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f.<\/li>\n<\/ul>\n<\/div>\n<h2>\u0622\u0646\u0686\u0647 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a<\/h2>\n<div class='section-box'>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u06af\u0648\u0646\u0647\u200c\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0634\u062f\u0647 \u0627\u0633\u062a \u06a9\u0647 \u0634\u0645\u0627 \u0631\u0627 \u0627\u0632 \u0633\u0637\u062d \u0645\u0628\u062a\u062f\u06cc \u0628\u0647 \u06cc\u06a9 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u0647 \u0645\u0627\u0647\u0631 Apache Beam \u062a\u0628\u062f\u06cc\u0644 \u06a9\u0646\u062f. \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u0627\u0635\u0644\u06cc \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><span class='highlight'>\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 \u0648 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647:<\/span> \u062f\u0631\u06a9 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647\u060c \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0648 \u0627\u0647\u0645\u06cc\u062a \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af.<\/li>\n<li><span class='highlight'>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 Apache Beam:<\/span> \u0645\u0639\u0631\u0641\u06cc \u0645\u062f\u0644 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc\u060c \u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0635\u0644\u06cc \u0645\u0627\u0646\u0646\u062f PCollection\u060c PTransform\u060c Pipeline \u0648 DoFn.<\/li>\n<li><span class='highlight'>\u0646\u0635\u0628 \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u06cc\u0637 \u062a\u0648\u0633\u0639\u0647:<\/span> \u06af\u0627\u0645 \u0628\u0647 \u06af\u0627\u0645\u060c \u0646\u062d\u0648\u0647 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc \u0645\u062d\u06cc\u0637 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u06a9\u0627\u0631 \u0628\u0627 Beam\u060c \u0634\u0627\u0645\u0644 \u0646\u0635\u0628 SDK\u0647\u0627\u06cc \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632.<\/li>\n<li><span class='highlight'>\u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u062f\u0633\u062a\u0647\u200c\u0627\u06cc (Batch):<\/span> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u06af\u0648\u0646\u06af\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0647\u0627\u06cc \u06a9\u0627\u0645\u0644 \u0648 \u0627\u06cc\u0633\u062a\u0627 \u062f\u0631 \u062f\u0633\u062a\u0631\u0633 \u0647\u0633\u062a\u0646\u062f. \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0634\u0627\u0645\u0644:\n<ul>\n<li>\u062e\u0648\u0627\u0646\u062f\u0646 \u062f\u0627\u062f\u0647 \u0627\u0632 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u062a\u0646\u06cc (CSV\u060c JSON)<\/li>\n<li>\u0627\u0639\u0645\u0627\u0644 \u062a\u0628\u062f\u06cc\u0644\u200c\u0647\u0627 (Transformations) \u0645\u0627\u0646\u0646\u062f \u0641\u06cc\u0644\u062a\u0631 \u06a9\u0631\u062f\u0646\u060c \u0646\u06af\u0627\u0634\u062a (Mapping) \u0648 \u062f\u0633\u062a\u0647\u200c\u0628\u0646\u062f\u06cc (Grouping)<\/li>\n<li>\u0646\u0648\u0634\u062a\u0646 \u0646\u062a\u0627\u06cc\u062c \u062f\u0631 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627 \u06cc\u0627 \u067e\u0627\u06cc\u06af\u0627\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647<\/li>\n<\/ul>\n<\/li>\n<li><span class='highlight'>\u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u062f\u0627\u062f\u0647 \u062c\u0631\u06cc\u0627\u0646\u06cc (Streaming):<\/span> \u062f\u0631\u06a9 \u0686\u06af\u0648\u0646\u06af\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc\u06cc \u06a9\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u067e\u06cc\u0648\u0633\u062a\u0647 \u0648 \u062f\u0631 \u0644\u062d\u0638\u0647 \u062a\u0648\u0644\u06cc\u062f \u0645\u06cc\u200c\u0634\u0648\u0646\u062f. \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0634\u0627\u0645\u0644:\n<ul>\n<li>\u0627\u062a\u0635\u0627\u0644 \u0628\u0647 \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 \u062c\u0631\u06cc\u0627\u0646\u06cc \u0645\u0627\u0646\u0646\u062f Apache Kafka<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u067e\u0646\u062c\u0631\u0647\u200c\u0647\u0627\u06cc \u0632\u0645\u0627\u0646\u06cc (Windowing) \u0628\u0631\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc<\/li>\n<li>\u062a\u062c\u0645\u0639 (Aggregation) \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u062c\u0631\u06cc\u0627\u0646\u06cc<\/li>\n<\/ul>\n<\/li>\n<li><span class='highlight'>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Transform\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647:<\/span> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0646\u0648\u0627\u0639 Transform\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f Beam \u0645\u0627\u0646\u0646\u062f GroupByKey\u060c CoGroupByKey\u060c Combine \u0648 &#8230;<\/li>\n<li><span class='highlight'>\u06a9\u0627\u0631 \u0628\u0627 \u062d\u0627\u0644\u062a (State) \u0648 \u0632\u0645\u0627\u0646 (Timers) \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062c\u0631\u06cc\u0627\u0646\u06cc:<\/span> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648\u0636\u0639\u06cc\u062a \u062f\u0631 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0632\u0646\u062f\u0647.<\/li>\n<li><span class='highlight'>\u0627\u062c\u0631\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641:<\/span> \u0646\u062d\u0648\u0647 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc \u0648 \u0627\u062c\u0631\u0627\u06cc pipeline\u0647\u0627\u06cc Beam \u0628\u0631 \u0631\u0648\u06cc Apache Flink \u0648 Apache Spark.<\/li>\n<li><span class='highlight'>\u062a\u0633\u062a \u0648 \u0627\u0634\u06a9\u0627\u0644\u200c\u0632\u062f\u0627\u06cc\u06cc \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647:<\/span> \u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u0645\u0624\u062b\u0631 \u0628\u0631\u0627\u06cc \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u0635\u062d\u062a \u0639\u0645\u0644\u06a9\u0631\u062f pipeline\u0647\u0627.<\/li>\n<li><span class='highlight'>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f:<\/span> \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc\u06cc \u0628\u0631\u0627\u06cc \u0627\u0641\u0632\u0627\u06cc\u0634 \u0633\u0631\u0639\u062a \u0648 \u06a9\u0627\u0647\u0634 \u0645\u0635\u0631\u0641 \u0645\u0646\u0627\u0628\u0639 \u062f\u0631 \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647.<\/li>\n<\/ul>\n<\/div>\n<h2>\u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u062f\u0648\u0631\u0647<\/h2>\n<div class='section-box'>\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0632\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0627\u0633\u062a:<\/p>\n<ul>\n<li>\u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Engineers) \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0628\u0632\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li>\u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Scientists) \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u06cc\u0634\u200c\u067e\u0631\u062f\u0627\u0632\u0634 \u0648 \u0622\u0645\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0645\u0642\u06cc\u0627\u0633 \u0628\u0632\u0631\u06af \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li>\u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u06a9\u0647 \u0628\u0627 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u0646\u062f.<\/li>\n<li>\u0645\u0639\u0645\u0627\u0631\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Architects) \u06a9\u0647 \u0645\u0633\u0626\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u062f\u0631 \u0633\u0627\u0632\u0645\u0627\u0646 \u062e\u0648\u062f \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li>\u0647\u0631 \u06a9\u0633\u06cc \u06a9\u0647 \u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f \u0628\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0648 \u062a\u0633\u0644\u0637 \u0628\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u0645\u062f\u0631\u0646\u200c\u062a\u0631\u06cc\u0646 \u0641\u0631\u06cc\u0645\u200c\u0648\u0631\u06a9\u200c\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<\/div>\n<h2>\u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627<\/h2>\n<div class='section-box'>\n<p>\u0628\u0631\u0627\u06cc \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f\u06cc \u06a9\u0627\u0645\u0644 \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0644\u0627\u0632\u0645 \u0627\u0633\u062a \u062f\u0627\u0646\u0634 \u0627\u0648\u0644\u06cc\u0647 \u062f\u0631 \u0645\u0648\u0627\u0631\u062f \u0632\u06cc\u0631 \u062f\u0627\u0634\u062a\u0647 \u0628\u0627\u0634\u06cc\u062f:<\/p>\n<ul>\n<li><span class='highlight'>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06cc\u06a9 \u0632\u0628\u0627\u0646 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc:<\/span> \u062a\u0631\u062c\u06cc\u062d\u0627\u064b Python \u06cc\u0627 Java\u060c \u0628\u0647 \u062f\u0644\u06cc\u0644 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0642\u0648\u06cc Beam \u0627\u0632 \u0627\u06cc\u0646 \u0632\u0628\u0627\u0646\u200c\u0647\u0627.<\/li>\n<li><span class='highlight'>\u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc:<\/span> \u062f\u0631\u06a9 \u0633\u0627\u062e\u062a\u0627\u0631 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0627\u0644\u06af\u0648\u0631\u06cc\u062a\u0645\u200c\u0647\u0627 \u0648 \u0627\u0635\u0648\u0644 \u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u06cc.<\/li>\n<li><span class='highlight'>\u062f\u0627\u0646\u0634 \u0645\u0642\u062f\u0645\u0627\u062a\u06cc \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647:<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645\u06cc \u0645\u0627\u0646\u0646\u062f Batch Processing\u060c Streaming Processing\u060c Hadoop \u0648 Spark (\u0627\u062e\u062a\u06cc\u0627\u0631\u06cc \u0627\u0645\u0627 \u0645\u0641\u06cc\u062f).<\/li>\n<li><span class='highlight'>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u062e\u0637 \u0641\u0631\u0645\u0627\u0646 (Command Line):<\/span> \u0628\u0631\u0627\u06cc \u0646\u0635\u0628 \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0627\u062c\u0631\u0627\u06cc \u062f\u0633\u062a\u0648\u0631\u0627\u062a.<\/li>\n<\/ul>\n<\/div>\n<h2>\u0645\u0632\u0627\u06cc\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc 32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc<\/h2>\n<div class='section-box'>\n<p>\u0627\u0631\u0627\u0626\u0647 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc 32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc\u060c \u062a\u062c\u0631\u0628\u0647\u200c\u0627\u06cc \u0645\u062a\u0641\u0627\u0648\u062a \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0631\u0642\u0645 \u0645\u06cc\u200c\u0632\u0646\u062f:<\/p>\n<ul>\n<li><span class='highlight'>\u062f\u0633\u062a\u0631\u0633\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u067e\u0627\u06cc\u062f\u0627\u0631:<\/span> \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0646\u06af\u0631\u0627\u0646\u06cc \u0627\u0632 \u0645\u0634\u06a9\u0644\u0627\u062a \u0627\u062a\u0635\u0627\u0644 \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u06cc\u0627 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u062f\u0627\u0646\u0644\u0648\u062f.<\/li>\n<li><span class='highlight'>\u0642\u0627\u0628\u0644 \u062d\u0645\u0644 \u0628\u0648\u062f\u0646:<\/span> \u0627\u0645\u06a9\u0627\u0646 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062f\u0631 \u0647\u0631 \u0632\u0645\u0627\u0646 \u0648 \u0647\u0631 \u0645\u06a9\u0627\u0646.<\/li>\n<li><span class='highlight'>\u062c\u0627\u0645\u0639\u06cc\u062a \u0645\u062d\u062a\u0648\u0627:<\/span> \u062a\u0645\u0627\u0645\u06cc \u0648\u06cc\u062f\u0626\u0648\u0647\u0627\u060c \u06a9\u062f\u0647\u0627\u060c \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0645\u0633\u062a\u0646\u062f\u0627\u062a \u0645\u0648\u0631\u062f \u0646\u06cc\u0627\u0632 \u062f\u0631 \u06cc\u06a9 \u0628\u0633\u062a\u0647 \u0641\u06cc\u0632\u06cc\u06a9\u06cc \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\n<li><span class='highlight'>\u06a9\u06cc\u0641\u06cc\u062a \u0628\u0627\u0644\u0627:<\/span> \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0627 \u0628\u0627\u0644\u0627\u062a\u0631\u06cc\u0646 \u06a9\u06cc\u0641\u06cc\u062a \u0645\u0645\u06a9\u0646.<\/li>\n<\/ul>\n<\/div>\n<h2>\u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0648\u0631\u0647<\/h2>\n<div class='section-box'>\n<p>\u062f\u0631 \u0637\u0648\u0644 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0628\u0631 \u0631\u0648\u06cc \u0646\u06a9\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc \u0632\u06cc\u0631 \u062a\u0623\u06a9\u06cc\u062f \u062e\u0648\u0627\u0647\u062f \u0634\u062f:<\/p>\n<ul>\n<li><span class='highlight'>\u0631\u0648\u06cc\u06a9\u0631\u062f \u0639\u0645\u0644\u06cc:<\/span> \u062a\u0645\u0627\u0645\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u0628\u0627 \u0645\u062b\u0627\u0644\u200c\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc \u0648 \u06a9\u062f\u0646\u0648\u06cc\u0633\u06cc \u0632\u0646\u062f\u0647 \u062a\u0648\u0636\u06cc\u062d \u062f\u0627\u062f\u0647 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\n<li><span class='highlight'>\u067e\u0648\u0634\u0634 \u062c\u0627\u0645\u0639:<\/span> \u0627\u0632 \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u062a\u0627 \u0627\u0644\u06af\u0648\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647.<\/li>\n<li><span class='highlight'>\u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u06a9\u0627\u0631\u0628\u0631\u062f:<\/span> \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0686\u06af\u0648\u0646\u06af\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0645\u0624\u062b\u0631 \u0628\u0631\u0627\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a \u0648\u0627\u0642\u0639\u06cc \u062f\u0631 \u062d\u0648\u0632\u0647 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647.<\/li>\n<li><span class='highlight'>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062f\u0631\u0646:<\/span> \u0622\u0634\u0646\u0627\u06cc\u06cc \u0639\u0645\u06cc\u0642 \u0628\u0627 Apache Beam \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9\u06cc \u0627\u0632 \u06a9\u0644\u06cc\u062f\u06cc\u200c\u062a\u0631\u06cc\u0646 \u0641\u0646\u0627\u0648\u0631\u06cc\u200c\u0647\u0627\u06cc \u0631\u0648\u0632.<\/li>\n<\/ul>\n<\/div>\n<div class='section-box'>\n<p>\u0628\u0627 \u06af\u0630\u0631\u0627\u0646\u062f\u0646 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0634\u0645\u0627 \u0642\u0627\u062f\u0631 \u062e\u0648\u0627\u0647\u06cc\u062f \u0628\u0648\u062f \u062e\u0637\u0648\u0637 \u0644\u0648\u0644\u0647 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u067e\u06cc\u0686\u06cc\u062f\u0647 \u0631\u0627 \u0628\u0627 \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0648 \u06a9\u0627\u0631\u0627\u06cc\u06cc \u0628\u0627\u0644\u0627 \u0637\u0631\u0627\u062d\u06cc\u060c \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0646\u06cc\u062f. \u0641\u0631\u0635\u062a \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u06cc\u0646 \u0645\u0647\u0627\u0631\u062a \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0631\u0627 \u0628\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646 \u0648 \u0645\u0637\u0645\u0626\u0646 \u0627\u0632 \u062f\u0633\u062a \u0646\u062f\u0647\u06cc\u062f.<\/p>\n<\/div>\n<\/article>\n","protected":false},"excerpt":{"rendered":"<p>\u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0627\u0646\u06af\u0644\u06cc\u0633\u06cc Udemy &#8211; Apache Beam | A Hands-On course to build Big data Pipelines 2019-2 &#8211; \u0646\u0627\u0645 [&hellip;]<\/p>\n","protected":false},"featured_media":113382,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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