{"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"},"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;\">\u0628\u0647 \u0635\u0648\u0631\u062a \u062f\u0627\u0646\u0644\u0648\u062f\u06cc<\/td>\n<\/tr>\n<\/table>\n<div style=\"\r\n  background-color: #FFFBEA;\r\n  border: 1px solid #FCD34D;\r\n  border-left: 6px solid #FBBF24;\r\n  padding: 20px;\r\n  border-radius: 10px;\r\n  margin-top: 30px;\r\n  font-family: 'Vazirmatn', sans-serif;\r\n  color: #78350F;\r\n  line-height: 1.9;\r\n  box-shadow: 0 4px 12px rgba(0,0,0,0.04);\r\n\">\r\n\r\n<strong style=\"display:block;font-size:1.1rem;margin-bottom:10px;\">\u062a\u0648\u062c\u0647 \u0645\u0647\u0645:<\/strong>\r\n\r\n<p style=\"margin:0;\">\r\n\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0647 \u0635\u0648\u0631\u062a <strong>\u062f\u0627\u0646\u0644\u0648\u062f\u06cc<\/strong> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 <strong>\u0632\u06cc\u0631\u0646\u0648\u06cc\u0633 \u0641\u0627\u0631\u0633\u06cc<\/strong> \u0627\u0633\u062a.\r\n<\/p>\r\n\r\n<p style=\"margin:8px 0 0 0;\">\r\n\u062d\u062f\u0627\u06a9\u062b\u0631 \u062a\u0627 <strong>\u06f2\u06f4 \u0633\u0627\u0639\u062a \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634<\/strong>\u060c \u0644\u06cc\u0646\u06a9 \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0648\u0631\u0647 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0633\u0627\u062e\u062a\u0647 \u0648 \u0627\u0631\u0633\u0627\u0644 \u062e\u0648\u0627\u0647\u062f \u0634\u062f.\r\n<\/p>\r\n\r\n<hr style=\"border:none;border-top:1px dashed #FCD34D;margin:18px 0;\">\r\n\r\n<h2 style=\"margin-top:0;\">\ud83d\udcda \u0645\u062d\u062a\u0648\u0627\u06cc \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0622\u0645\u0648\u0632\u0634\u06cc (\u067e\u06a9\u06cc\u062c \u06a9\u0627\u0645\u0644)<\/h2>\r\n\r\n<p style=\"margin-top:0;\">\r\n\u0639\u0644\u0627\u0648\u0647 \u0628\u0631 \u062f\u0648\u0631\u0647 \u0648\u06cc\u062f\u06cc\u0648\u06cc\u06cc\u060c \u0628\u0631\u0627\u06cc <strong>\u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0639\u0645\u06cc\u0642\u200c\u062a\u0631 \u0648 \u062a\u0633\u0644\u0637 \u06a9\u0627\u0645\u0644 \u0628\u0631 \u0645\u0628\u0627\u062d\u062b<\/strong> \u0645\u062c\u0645\u0648\u0639\u0647\u200c\u0627\u06cc \u0627\u0632 \u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0646\u06cc\u0632 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.\r\n<\/p>\r\n\r\n<ul style=\"list-style-type:'\u2705 '; padding-left:20px; font-size:16px; line-height:1.9;\">\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0641\u0627\u0631\u0633\u06cc (\u062e\u0648\u062f\u0645\u0648\u0646\u06cc) \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0632\u0628\u0627\u0646 \u0633\u0627\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc\r\n<br>\r\n<a href=\"https:\/\/dl2.express24.ir\/nemoneh\/spKsaFdmG7D5X\/nokte_7046_Docker%20%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85%20%D9%88%20%D8%AA%DA%A9%D9%86%DB%8C%DA%A9%E2%80%8C%D9%87%D8%A7%DB%8C%20%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87%20%D8%AF%D8%B1%20Docker%20Compose.pdf_extract.pdf\">\r\n\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0633\u062e\u0647 \u0646\u06a9\u0627\u062a \u0633\u0627\u062f\u0647\r\n<\/a>\r\n<\/li>\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u0646\u06a9\u062a\u0647 \u0631\u0633\u0645\u06cc \u0641\u0627\u0631\u0633\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong> \u2014 \u0646\u06af\u0627\u0631\u0634 \u0627\u0633\u062a\u0627\u0646\u062f\u0627\u0631\u062f \u0648 \u0639\u0644\u0645\u06cc\r\n<br>\r\n<a href=\"https:\/\/dl2.express24.ir\/nemoneh\/spKsaFdmG7D5X\/nokte_formal_7046_Docker%20%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85%20%D9%88%20%D8%AA%DA%A9%D9%86%DB%8C%DA%A9%E2%80%8C%D9%87%D8%A7%DB%8C%20%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87%20%D8%AF%D8%B1%20Docker%20Compose.pdf\">\r\n\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0633\u062e\u0647 \u0646\u06a9\u0627\u062a \u0631\u0633\u0645\u06cc\r\n<\/a>\r\n<\/li>\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u0635\u062f\u0647\u0627 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u062a\u0634\u0631\u06cc\u062d\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF<\/strong><br>\r\n\u2014 \u0647\u0631 \u0633\u0624\u0627\u0644 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u0633\u062e \u06a9\u0627\u0645\u0644 \u0628\u0631\u0627\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0645\u0641\u0627\u0647\u06cc\u0645\r\n<br>\r\n<a href=\"https:\/\/dl2.express24.ir\/nemoneh\/spKsaFdmG7D5X\/qa_26193_%D8%AF%D9%88%D8%B1%D9%87%20%D8%AC%D8%A7%D9%85%D8%B9%20%D8%A7%D8%B5%D9%88%D9%84%20%D8%A8%DB%8C%D9%85%D9%87%20%D8%A7%D8%B2%20%D9%85%D8%A8%D8%A7%D9%86%DB%8C%20%D8%AA%D8%A7%20%D8%A7%D8%B3%D8%AA%D8%B1%D8%A7%D8%AA%DA%98%DB%8C%E2%80%8C%D9%87%D8%A7%DB%8C%20%DA%A9%D8%A7%D8%B1%D8%A8%D8%B1%D8%AF%DB%8C.pdf\">\r\n\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0633\u062e\u0647 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e\r\n<\/a>\r\n<\/li>\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639<\/strong><br>\r\n\u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0628\u0639\u062f \u0627\u0632 \u0633\u0624\u0627\u0644 \u0628\u0631\u0627\u06cc \u0645\u0631\u0648\u0631 \u0633\u0631\u06cc\u0639\r\n<br>\r\n<a href=\"https:\/\/dl2.express24.ir\/nemoneh\/spKsaFdmG7D5X\/quiz_type1_7046_Docker%20%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85%20%D9%88%20%D8%AA%DA%A9%D9%86%DB%8C%DA%A9%E2%80%8C%D9%87%D8%A7%DB%8C%20%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87%20%D8%AF%D8%B1%20Docker%20Compose.pdf\">\r\n\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0633\u062e\u0647 \u06a9\u0648\u06cc\u06cc\u0632 \u0633\u0631\u06cc\u0639\r\n<\/a>\r\n<\/li>\r\n\r\n<li>\r\n<strong>\u06a9\u062a\u0627\u0628 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc<\/strong><br>\r\n\u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0628\u062e\u0634\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0633\u0646\u062c\u0634 \u0648\u0627\u0642\u0639\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc\r\n<br>\r\n<a href=\"https:\/\/dl2.express24.ir\/nemoneh\/spKsaFdmG7D5X\/quiz_type2_7046_Docker%20%D9%85%D9%81%D8%A7%D9%87%DB%8C%D9%85%20%D9%88%20%D8%AA%DA%A9%D9%86%DB%8C%DA%A9%E2%80%8C%D9%87%D8%A7%DB%8C%20%D9%BE%DB%8C%D8%B4%D8%B1%D9%81%D8%AA%D9%87%20%D8%AF%D8%B1%20Docker%20Compose.pdf\">\r\n\u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0646\u0633\u062e\u0647 \u0622\u0632\u0645\u0648\u0646\u06cc\r\n<\/a>\r\n<\/li>\r\n\r\n\r\n<\/ul>\r\n\r\n<p style=\"margin-top:15px;font-weight:bold;\">\r\n\ud83c\udfaf \u0627\u06cc\u0646 \u0628\u0633\u062a\u0647 \u06cc\u06a9 \u062f\u0648\u0631\u0647\u0654 \u0622\u0645\u0648\u0632\u0634\u06cc \u06a9\u0627\u0645\u0644 \u0648 \u0686\u0646\u062f\u0644\u0627\u06cc\u0647 \u0627\u0633\u062a\u061b \u0634\u0627\u0645\u0644 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u06a9\u062a\u0627\u0628\u200c\u0647\u0627\u060c \u062a\u0645\u0631\u06cc\u0646\u200c\u0647\u0627 \u0648 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc.\r\n<\/p>\r\n\r\n\r\n<\/div>\r\n\r\n\r\n<div style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n\r\n\t\r\n\t\r\n\t    <h3 style=\"color: #2E7D32;\">\u2139\ufe0f \u0646\u06a9\u0627\u062a \u0645\u0647\u0645 \u0647\u0646\u06af\u0627\u0645 \u062e\u0631\u06cc\u062f<\/h3>\r\n    <ul style=\"list-style-type: '\ud83d\udd38 '; padding-left: 20px; font-size: 15px; line-height: 1.9;\">\r\n        <li>\u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0635\u0648\u0631\u062a <strong>\u0641\u0627\u06cc\u0644 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc \u06a9\u0627\u0645\u0644<\/strong> \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\r\n        <li><strong>\u062a\u0648\u062c\u0647:<\/strong> \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627\u06cc \u0627\u062e\u062a\u0635\u0627\u0635\u06cc \u062f\u0648\u0631\u0647 \u0637\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631 <strong>24 \u0633\u0627\u0639\u062a<\/strong> \u067e\u0633 \u0627\u0632 \u062b\u0628\u062a \u0633\u0641\u0627\u0631\u0634 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc\u200c\u0634\u0648\u0646\u062f.<\/li>\r\n        <li>\u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u0644\u06cc\u0646\u06a9 \u0647\u0627 \u0628\u0647  \u0634\u0645\u0627\u0631\u0647 \u0645\u0648\u0628\u0627\u06cc\u0644 \u0634\u0645\u0627 \u0627\u0631\u0633\u0627\u0644 \u0645\u06cc \u0634\u0648\u0646\u062f. \u067e\u0633 \u062f\u0631 \u0627\u0631\u0627\u0626\u0647 \u0634\u0645\u0627\u0631\u0647 \u0645\u0648\u0628\u0627\u06cc\u0644 \u0635\u062d\u06cc\u062d \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f.<\/li>\r\n        <li>\u0628\u0631\u0627\u06cc \u0631\u0627\u0647\u0646\u0645\u0627\u06cc\u06cc \u062f\u0631 \u0645\u0648\u0631\u062f \u0646\u062d\u0648\u0647 \u062f\u0627\u0646\u0644\u0648\u062f \u0628\u0647 \u0634\u0645\u0627\u0631\u0647 <strong>09395106248<\/strong> \u067e\u06cc\u0627\u0645\u06a9 \u062f\u0647\u06cc\u062f \u06cc\u0627 \u062a\u0645\u0627\u0633 \u0628\u06af\u06cc\u0631\u06cc\u062f. (\u0627\u06cc\u062f\u0647 \u0622\u0644 \u062a\u0631\u06cc\u0646 \u06af\u0632\u06cc\u0646\u0647 \u0627\u0631\u0633\u0627\u0644 \u067e\u06cc\u0627\u0645 \u062f\u0631 \u06cc\u06a9\u06cc \u0627\u0632 \u067e\u06cc\u0627\u0645 \u0631\u0633\u0627\u0646 \u0647\u0627 \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0634\u0645\u0627\u0631\u0647 \u0627\u0633\u062a \u062a\u0627 \u0633\u0631\u06cc\u0639\u0627 \u0644\u06cc\u0646\u06a9 \u0647\u0627\u06cc \u0645\u062d\u0635\u0648\u0644 \u0647\u0645\u0627\u0646 \u062c\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0627\u0631\u0633\u0627\u0644 \u06af\u0631\u062f\u062f.)<\/li>\r\n        <li>\u0627\u06af\u0631 \u067e\u0631\u062f\u0627\u062e\u062a \u0627\u0646\u062c\u0627\u0645 \u0634\u062f\u0647 \u0648\u0644\u06cc \u0628\u0639\u062f \u0627\u0632 24 \u0633\u0627\u0639\u062a \u0647\u0646\u0648\u0632 \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631\u06cc\u0627\u0641\u062a \u0646\u06a9\u0631\u062f\u0647\u200c\u0627\u06cc\u062f\u060c \u0646\u0627\u0645 \u0648 \u0646\u0627\u0645 \u062e\u0627\u0646\u0648\u0627\u062f\u06af\u06cc \u0648 \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0631\u0627 \u067e\u06cc\u0627\u0645\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627\r\n            \u0644\u06cc\u0646\u06a9\u200c\u0647\u0627 \u062f\u0648\u0628\u0627\u0631\u0647 \u0627\u0631\u0633\u0627\u0644 \u0634\u0648\u0646\u062f.<\/li>\r\n    <\/ul>\r\n    <p style=\"font-size: 16px; line-height: 1.8; margin-top: 15px;\"> \ud83d\udcac \u0631\u0627\u0647\u200c\u0647\u0627\u06cc \u0627\u0631\u062a\u0628\u0627\u0637\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc:<br> \u0648\u0627\u062a\u0633\u200c\u0627\u067e \u06cc\u0627 \u0647\u0631 \u067e\u06cc\u0627\u0645 \u0631\u0633\u0627\u0646 \u062f\u0627\u062e\u0644\u06cc \u06cc\u0627 \u067e\u06cc\u0627\u0645\u06a9:\r\n        <strong>09395106248<\/strong><br> \u062a\u0644\u06af\u0631\u0627\u0645: <strong>@ma_limbs<\/strong> <\/p>\r\n\t\r\n\t\r\n<\/div>\r\n\r\n\r\n\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 center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}},"ast-content-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"tablet":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""},"mobile":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center center","background-size":"auto","background-attachment":"scroll","background-type":"","background-media":"","overlay-type":"","overlay-color":"","overlay-gradient":""}}},"product_brand":[],"product_cat":[1225],"product_tag":[44646,93137,93131,44649,93134,93141,1284,37183,93138,1340,8763,93143,1283,93132,93139,9215,122,93136,93144,6319,93133,93140,93166,713,1471,93146,124,9953,93145,12000,93135,93142,1243,93147,93151,93148,56113,87412,93149,93153,93150,93155,93154,93152,44640,93163,50344,1779,93172,60123,93168,38202,93167,3499,93171,70683,55535,93165,93159,93156,93177,93173,93183,93179,93178,93182,93175,93180,93181,93174,93176,5992,93161,93160,10751,93158,2525,93162,65843,93157,2180,2521,93169,57439,93170,59781,65982,49461,93164,42957,80128,1277,67106],"class_list":["post-117674","product","type-product","status-publish","has-post-thumbnail","product_cat-1225","product_tag-apache-beam","product_tag-apache-beam-hands-on","product_tag-apache-beam-tutorial","product_tag-batch-processing","product_tag-batch-processing-course","product_tag-batch-processing-hands-on","product_tag-big-data","product_tag-big-data-course","product_tag-big-data-hands-on","product_tag-cloud-computing","product_tag-cloud-computing-course","product_tag-cloud-computing-hands-on","product_tag-data-engineering","product_tag-data-pipeline-course","product_tag-data-pipeline-hands-on","product_tag-data-pipelines","product_tag-distributed-systems","product_tag-distributed-systems-course","product_tag-distributed-systems-hands-on","product_tag-etl","product_tag-etl-course","product_tag-etl-hands-on","product_tag-etl-","product_tag-programming","product_tag-programming-course","product_tag-programming-hands-on","product_tag-software-development","product_tag-software-development-course","product_tag-software-development-hands-on","product_tag-stream-processing","product_tag-stream-processing-course","product_tag-stream-processing-hands-on","product_tag-udemy","product_tag-udemy-apache-beam","product_tag-udemy-batch-processing","product_tag-udemy-big-data","product_tag-udemy-cloud-computing","product_tag-udemy-data-engineering","product_tag-udemy-data-pipelines","product_tag-udemy-distributed-systems","product_tag-udemy-etl","product_tag-udemy-programming","product_tag-udemy-software-development","product_tag-udemy-stream-processing","product_tag-44640","product_tag-93163","product_tag-50344","product_tag-1779","product_tag-93172","product_tag-60123","product_tag-93168","product_tag-38202","product_tag-93167","product_tag-3499","product_tag-93171","product_tag-70683","product_tag-55535","product_tag-93165","product_tag--etl","product_tag-93156","product_tag---etl","product_tag-93173","product_tag-93183","product_tag-93179","product_tag-93178","product_tag-93182","product_tag-93175","product_tag-93180","product_tag-93181","product_tag-93174","product_tag-93176","product_tag-5992","product_tag-93161","product_tag-93160","product_tag-10751","product_tag-93158","product_tag-2525","product_tag-93162","product_tag-65843","product_tag-93157","product_tag-2180","product_tag-2521","product_tag-93169","product_tag-57439","product_tag-93170","product_tag-59781","product_tag--32-","product_tag-49461","product_tag-93164","product_tag-42957","product_tag-80128","product_tag-1277","product_tag-67106","pmpro-has-access","desktop-align-left","tablet-align-left","mobile-align-left","first","instock","downloadable","shipping-taxable","purchasable","product-type-simple"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v22.0 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>\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 - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/express24.ir\/d\/product\/\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\/\" \/>\n<meta property=\"og:locale\" content=\"fa_IR\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"\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 - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"og:description\" content=\"\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;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/express24.ir\/d\/product\/\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\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\" \/>\n<meta property=\"article:modified_time\" content=\"2025-08-15T06:05:15+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/express24.ir\/d\/wp-content\/uploads\/2025\/08\/Express24_ir-600x600-1.png\" \/>\n\t<meta property=\"og:image:width\" content=\"600\" \/>\n\t<meta property=\"og:image:height\" content=\"503\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/png\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646\" \/>\n\t<meta name=\"twitter:data1\" content=\"1 \u062f\u0642\u06cc\u0642\u0647\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"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\/\",\"url\":\"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\/\",\"name\":\"\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 - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\",\"isPartOf\":{\"@id\":\"https:\/\/express24.ir\/d\/#website\"},\"datePublished\":\"2025-08-15T06:05:11+00:00\",\"dateModified\":\"2025-08-15T06:05:15+00:00\",\"breadcrumb\":{\"@id\":\"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\/#breadcrumb\"},\"inLanguage\":\"fa-IR\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"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\/\"]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"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\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"\u062e\u0627\u0646\u0647\",\"item\":\"https:\/\/express24.ir\/d\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647\",\"item\":\"https:\/\/express24.ir\/d\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"\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\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\/\/express24.ir\/d\/#website\",\"url\":\"https:\/\/express24.ir\/d\/\",\"name\":\"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633\",\"description\":\"\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\/\/express24.ir\/d\/?s={search_term_string}\"},\"query-input\":\"required name=search_term_string\"}],\"inLanguage\":\"fa-IR\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"\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 - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/express24.ir\/d\/product\/\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\/","og_locale":"fa_IR","og_type":"article","og_title":"\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 - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","og_description":"\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;]","og_url":"https:\/\/express24.ir\/d\/product\/\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\/","og_site_name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","article_modified_time":"2025-08-15T06:05:15+00:00","og_image":[{"width":600,"height":503,"url":"https:\/\/express24.ir\/d\/wp-content\/uploads\/2025\/08\/Express24_ir-600x600-1.png","type":"image\/png"}],"twitter_card":"summary_large_image","twitter_misc":{"\u0632\u0645\u0627\u0646 \u062a\u0642\u0631\u06cc\u0628\u06cc \u0628\u0631\u0627\u06cc \u062e\u0648\u0627\u0646\u062f\u0646":"1 \u062f\u0642\u06cc\u0642\u0647"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"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\/","url":"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\/","name":"\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 - \u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","isPartOf":{"@id":"https:\/\/express24.ir\/d\/#website"},"datePublished":"2025-08-15T06:05:11+00:00","dateModified":"2025-08-15T06:05:15+00:00","breadcrumb":{"@id":"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\/#breadcrumb"},"inLanguage":"fa-IR","potentialAction":[{"@type":"ReadAction","target":["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\/"]}]},{"@type":"BreadcrumbList","@id":"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\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"\u062e\u0627\u0646\u0647","item":"https:\/\/express24.ir\/d\/"},{"@type":"ListItem","position":2,"name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647","item":"https:\/\/express24.ir\/d\/"},{"@type":"ListItem","position":3,"name":"\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"}]},{"@type":"WebSite","@id":"https:\/\/express24.ir\/d\/#website","url":"https:\/\/express24.ir\/d\/","name":"\u0641\u0631\u0648\u0634\u06af\u0627\u0647 \u0627\u06a9\u0633\u067e\u0631\u0633","description":"","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/express24.ir\/d\/?s={search_term_string}"},"query-input":"required name=search_term_string"}],"inLanguage":"fa-IR"}]}},"_links":{"self":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product\/117674","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/types\/product"}],"replies":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/comments?post=117674"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media\/113382"}],"wp:attachment":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/media?parent=117674"}],"wp:term":[{"taxonomy":"product_brand","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_brand?post=117674"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_cat?post=117674"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_tag?post=117674"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}