{"id":122593,"date":"2025-08-28T16:34:33","date_gmt":"2025-08-28T16:34:33","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d9%88-%d8%a8%d9%87%db%8c%d9%86%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%da%a9%d9%84%d8%a7%d9%86%d8%af%d8%a7%d8%af%d9%87-%d8%a8\/"},"modified":"2025-08-28T16:34:42","modified_gmt":"2025-08-28T16:34:42","slug":"%d8%af%d9%88%d8%b1%d9%87-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d9%88-%d8%a8%d9%87%db%8c%d9%86%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%da%a9%d9%84%d8%a7%d9%86%d8%af%d8%a7%d8%af%d9%87-%d8%a8","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/%d8%af%d9%88%d8%b1%d9%87-%d9%85%d8%af%db%8c%d8%b1%db%8c%d8%aa-%d9%88-%d8%a8%d9%87%db%8c%d9%86%d9%87%d8%b3%d8%a7%d8%b2%db%8c-%da%a9%d9%84%d8%a7%d9%86%d8%af%d8%a7%d8%af%d9%87-%d8%a8\/","title":{"rendered":"\u062f\u0648\u0631\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0628\u0627 Apache Iceberg"},"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;\"> LinkedIn &#8211; Manage and Optimize Big Data with Apache Iceberg 2024-8 &#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 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0628\u0627 Apache Iceberg \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 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0628\u0627 Apache Iceberg \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 \u0627\u0645\u0631\u0648\u0632\u06cc\u060c \u062d\u062c\u0645 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0645\u062f\u0627\u0648\u0645 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a \u0648 \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0628\u06cc\u0646\u0634\u200c\u0647\u0627\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f \u0648 \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0622\u06af\u0627\u0647\u0627\u0646\u0647\u060c \u0628\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0639\u0638\u06cc\u0645\u06cc \u0631\u0648\u0628\u0631\u0648 \u0647\u0633\u062a\u0646\u062f. \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0627\u0631\u0622\u0645\u062f \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u06a9\u0644\u06cc\u062f \u0645\u0648\u0641\u0642\u06cc\u062a \u062f\u0631 \u0627\u06cc\u0646 \u0639\u0635\u0631 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u0627\u0633\u062a. <span class=\"highlight\">Apache Iceberg<\/span> \u0628\u0647 \u0639\u0646\u0648\u0627\u0646 \u06cc\u06a9 \u0641\u0631\u0645\u062a \u062c\u062f\u0648\u0644 \u0645\u062a\u0646\u200c\u0628\u0627\u0632 \u0646\u0648\u0622\u0648\u0631\u0627\u0646\u0647\u060c \u0631\u0627\u0647\u06a9\u0627\u0631\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u062f\u0631\u06cc\u0627\u0686\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647 (Data Lakes) \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062c\u0627\u0645\u0639\u060c \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0635\u0648\u0644\u060c \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc Apache Iceberg \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f.<\/p>\n<p>\u0627\u06cc\u0646 \u0645\u062c\u0645\u0648\u0639\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u0631\u0632\u0634\u0645\u0646\u062f\u060c \u0628\u0647 \u0635\u0648\u0631\u062a \u0641\u06cc\u0632\u06cc\u06a9\u06cc \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 \u0648 \u062f\u0633\u062a\u0631\u0633\u06cc \u0622\u0633\u0627\u0646 \u0648 \u0622\u0641\u0644\u0627\u06cc\u0646 \u0628\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f. \u0627\u06cc\u0646 \u0631\u0648\u0634 \u062a\u0648\u0632\u06cc\u0639\u060c \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u0627\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc \u067e\u0627\u06cc\u062f\u0627\u0631 \u0648 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u067e\u0647\u0646\u0627\u06cc \u0628\u0627\u0646\u062f \u0627\u06cc\u0646\u062a\u0631\u0646\u062a \u0631\u0627 \u062a\u0636\u0645\u06cc\u0646 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u062a\u062c\u0631\u0628\u0647\u200c\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0631\u0648\u0627\u0646 \u0648 \u0628\u062f\u0648\u0646 \u0648\u0642\u0641\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0631\u0642\u0645 \u0645\u06cc\u200c\u0632\u0646\u062f.<\/p>\n<\/div>\n<h2>\u0686\u0631\u0627 Apache Iceberg\u061f<\/h2>\n<div class=\"section-box\">\n<p>Apache Iceberg \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0646\u0639\u0637\u0641 \u0648 \u0642\u062f\u0631\u062a\u0645\u0646\u062f\u060c \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0627\u06cc\u062c \u062f\u0631 \u062c\u062f\u0627\u0648\u0644 \u0628\u0632\u0631\u06af \u0630\u062e\u06cc\u0631\u0647 \u0634\u062f\u0647 \u062f\u0631 Data Lakes \u0631\u0627 \u062d\u0644 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0632\u0627\u06cc\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Iceberg \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:<\/p>\n<ul>\n<li><strong>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062a\u0631\u0627\u06a9\u0646\u0634\u200c\u0647\u0627 (ACID Transactions):<\/strong> \u062a\u0636\u0645\u06cc\u0646 \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u0648 \u0642\u0627\u0628\u0644\u06cc\u062a \u0627\u0637\u0645\u06cc\u0646\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0627 \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u0627\u0632 \u0639\u0645\u0644\u06cc\u0627\u062a ACID.<\/li>\n<li><strong>\u0627\u0633\u06a9\u06cc\u0645\u0627 \u0627\u06cc\u0648\u0644\u0648\u0634\u0646 (Schema Evolution):<\/strong> \u0627\u0645\u06a9\u0627\u0646 \u062a\u063a\u06cc\u06cc\u0631 \u062a\u062f\u0631\u06cc\u062c\u06cc \u0648 \u0627\u06cc\u0645\u0646 \u0633\u0627\u062e\u062a\u0627\u0631 \u062c\u062f\u0627\u0648\u0644 \u0628\u062f\u0648\u0646 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u0628\u0627\u0632\u0646\u0648\u06cc\u0633\u06cc \u06a9\u0644 \u062f\u0627\u062f\u0647\u200c\u0647\u0627.<\/li>\n<li><strong>\u0639\u0645\u0644\u06a9\u0631\u062f \u0628\u0647\u06cc\u0646\u0647 (Performance Optimization):<\/strong> \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u0628\u0631\u0627\u06cc \u067e\u0627\u0631\u062a\u06cc\u0634\u0646\u200c\u0628\u0646\u062f\u06cc\u060c \u0633\u0648\u0631\u062a\u06cc\u0646\u06af \u0648 \u0641\u06cc\u0644\u062a\u0631\u06cc\u0646\u06af \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0647 \u0645\u0646\u062c\u0631 \u0628\u0647 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0686\u0634\u0645\u06af\u06cc\u0631 \u0633\u0631\u0639\u062a \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627 \u0645\u06cc\u200c\u0634\u0648\u062f.<\/li>\n<li><strong>\u0632\u0645\u0627\u0646 \u0633\u0641\u0631 (Time Travel):<\/strong> \u0627\u0645\u06a9\u0627\u0646 \u0628\u0627\u0632\u06af\u0634\u062a \u0628\u0647 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u0627\u06cc \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc\u060c \u062d\u0633\u0627\u0628\u0631\u0633\u06cc \u0648 \u062a\u062d\u0644\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0642\u0627\u06cc\u0633\u0647\u200c\u0627\u06cc.<\/li>\n<li><strong>\u0633\u0627\u0632\u06af\u0627\u0631\u06cc \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u062f\u0627\u062f\u0647 (Ecosystem Compatibility):<\/strong> \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u06cc \u06af\u0633\u062a\u0631\u062f\u0647 \u0627\u0632 \u0645\u0648\u062a\u0648\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u0645\u0627\u0646\u0646\u062f Spark\u060c Trino\u060c Flink \u0648 \u0647\u0645\u0686\u0646\u06cc\u0646 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc ETL \u0648 BI.<\/li>\n<li><strong>\u06a9\u0627\u0647\u0634 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627:<\/strong> \u0628\u0627 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0633\u062a\u0631\u0633\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u060c \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u0642\u0627\u0628\u0644 \u062a\u0648\u062c\u0647\u06cc \u06a9\u0627\u0647\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f.<\/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 \u0648 \u062a\u06cc\u0645\u200c\u0647\u0627\u06cc \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)<\/li>\n<li>\u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Scientists)<\/li>\n<li>\u0645\u0639\u0645\u0627\u0631\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Architects)<\/li>\n<li>\u0645\u062f\u06cc\u0631\u0627\u0646 \u067e\u0627\u06cc\u06af\u0627\u0647 \u062f\u0627\u062f\u0647 (Database Administrators)<\/li>\n<li>\u06a9\u0627\u0631\u0634\u0646\u0627\u0633\u0627\u0646 \u0647\u0648\u0634 \u062a\u062c\u0627\u0631\u06cc (Business Intelligence Specialists)<\/li>\n<li>\u0647\u0631 \u0641\u0631\u062f \u06cc\u0627 \u062a\u06cc\u0645\u06cc \u06a9\u0647 \u0628\u0627 \u062d\u062c\u0645 \u0639\u0638\u06cc\u0645\u06cc \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc Data Lake \u06a9\u0627\u0631 \u0645\u06cc\u200c\u06a9\u0646\u062f \u0648 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0645\u062f\u0631\u0646 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0622\u0646 \u0627\u0633\u062a.<\/li>\n<\/ul>\n<\/div>\n<h2>\u067e\u06cc\u0634\u200c\u0646\u06cc\u0627\u0632\u0647\u0627\u06cc \u062f\u0648\u0631\u0647<\/h2>\n<div class=\"section-box\">\n<p>\u0628\u0631\u0627\u06cc \u0628\u0647\u0631\u0647\u200c\u0645\u0646\u062f\u06cc \u062d\u062f\u0627\u06a9\u062b\u0631\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u062f\u0627\u0634\u062a\u0646 \u062f\u0627\u0646\u0634 \u067e\u0627\u06cc\u0647\u200c\u0627\u06cc \u062f\u0631 \u0632\u0645\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0632\u06cc\u0631 \u062a\u0648\u0635\u06cc\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f:<\/p>\n<ul>\n<li>\u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 (Big Data Concepts)<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 SQL<\/li>\n<li>\u0645\u0641\u0627\u0647\u06cc\u0645 \u0627\u0648\u0644\u06cc\u0647 \u0627\u0646\u0628\u0627\u0631 \u062f\u0627\u062f\u0647 (Data Warehousing) \u0648 \u062f\u0631\u06cc\u0627\u0686\u0647 \u062f\u0627\u062f\u0647 (Data Lake)<\/li>\n<li>\u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0641\u0627\u06cc\u0644 \u062a\u0648\u0632\u06cc\u0639 \u0634\u062f\u0647 \u0645\u0627\u0646\u0646\u062f HDFS \u06cc\u0627 Object Storage (\u0645\u0627\u0646\u0646\u062f S3\u060c ADLS)<\/li>\n<li>(\u0627\u062e\u062a\u06cc\u0627\u0631\u06cc) \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u06cc\u06a9\u06cc \u0627\u0632 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0645\u0627\u0646\u0646\u062f Apache Spark.<\/li>\n<\/ul>\n<\/div>\n<h2>\u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0647<\/h2>\n<div class=\"section-box\">\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u062e\u0635\u0635\u06cc \u0648 \u0628\u0627 \u062a\u0645\u0631\u06a9\u0632 \u0628\u0631 \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc\u060c \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u0632\u06cc\u0631 \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f:<\/p>\n<h3>\u0628\u062e\u0634 \u0627\u0648\u0644: \u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0648 Apache Iceberg<\/h3>\n<ul>\n<li>\u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u062f\u0631 Data Lakes<\/li>\n<li>\u0645\u0639\u0631\u0641\u06cc \u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc \u062c\u062f\u0648\u0644 \u0631\u0627\u06cc\u062c (Parquet, ORC) \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627<\/li>\n<li>\u0645\u0639\u0631\u0641\u06cc Apache Iceberg: \u062a\u0627\u0631\u06cc\u062e\u0686\u0647\u060c \u0627\u0647\u062f\u0627\u0641 \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc<\/li>\n<li>\u0645\u0642\u0627\u06cc\u0633\u0647 Iceberg \u0628\u0627 \u0633\u0627\u06cc\u0631 \u0641\u0631\u0645\u062a\u200c\u0647\u0627\u06cc \u062c\u062f\u0648\u0644<\/li>\n<li>\u0645\u0632\u0627\u06cc\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Iceberg \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 \u062f\u0648\u0645: \u0646\u0635\u0628 \u0648 \u0631\u0627\u0647\u200c\u0627\u0646\u062f\u0627\u0632\u06cc Iceberg<\/h3>\n<ul>\n<li>\u0646\u0635\u0628 \u0648 \u067e\u06cc\u06a9\u0631\u0628\u0646\u062f\u06cc Iceberg \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (\u0644\u0648\u06a9\u0627\u0644\u060c \u06a9\u0644\u0627\u0633\u062a\u0631)<\/li>\n<li>\u0627\u06cc\u062c\u0627\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062c\u062f\u0627\u0648\u0644 Iceberg<\/li>\n<li>\u06a9\u0627\u0631 \u0628\u0627 \u0627\u0646\u0648\u0627\u0639 \u0645\u062e\u062a\u0644\u0641 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc (HDFS, S3, ADLS)<\/li>\n<li>\u062a\u0646\u0638\u06cc\u0645\u0627\u062a \u0627\u0648\u0644\u06cc\u0647 \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 \u0633\u0648\u0645: \u0639\u0645\u0644\u06cc\u0627\u062a \u0627\u0635\u0644\u06cc \u0628\u0627 Apache Iceberg<\/h3>\n<ul>\n<li>\u0639\u0645\u0644\u06cc\u0627\u062a CRUD (Create, Read, Update, Delete) \u062f\u0631 \u062c\u062f\u0627\u0648\u0644 Iceberg<\/li>\n<li>\u06a9\u0627\u0631 \u0628\u0627 \u0627\u0633\u06a9\u06cc\u0645\u0627: \u0627\u0641\u0632\u0648\u062f\u0646\u060c \u062d\u0630\u0641 \u0648 \u062a\u063a\u06cc\u06cc\u0631 \u0646\u0627\u0645 \u0633\u062a\u0648\u0646\u200c\u0647\u0627<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u067e\u0627\u0631\u062a\u06cc\u0634\u0646\u200c\u0628\u0646\u062f\u06cc (Partitioning) \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646<\/li>\n<li>\u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u062c\u062f\u0627\u0648\u0644: \u0641\u0634\u0631\u062f\u0647\u200c\u0633\u0627\u0632\u06cc (Compaction) \u0648 \u062d\u0630\u0641 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0642\u062f\u06cc\u0645\u06cc<\/li>\n<li>\u0627\u0646\u062c\u0627\u0645 \u0639\u0645\u0644\u06cc\u0627\u062a `MERGE` \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Iceberg<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 \u0686\u0647\u0627\u0631\u0645: \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 Iceberg<\/h3>\n<ul>\n<li><strong>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062a\u0631\u0627\u06a9\u0646\u0634 ACID:<\/strong> \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f<\/li>\n<li><strong>\u0627\u0633\u06a9\u06cc\u0645\u0627 \u0627\u06cc\u0648\u0644\u0648\u0634\u0646:<\/strong> \u0645\u062f\u06cc\u0631\u06cc\u062a \u062a\u063a\u06cc\u06cc\u0631\u0627\u062a \u0627\u0633\u06a9\u06cc\u0645\u0627 \u062f\u0631 \u0637\u0648\u0644 \u0632\u0645\u0627\u0646<\/li>\n<li><strong>\u0632\u0645\u0627\u0646 \u0633\u0641\u0631 (Time Travel):<\/strong> \u06a9\u0648\u0626\u0631\u06cc \u0632\u062f\u0646 \u0628\u0647 \u0646\u0633\u062e\u0647\u200c\u0647\u0627\u06cc \u0642\u0628\u0644\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627<\/li>\n<li><strong>Version Rollback:<\/strong> \u0628\u0627\u0632\u06af\u0631\u062f\u0627\u0646\u062f\u0646 \u062c\u062f\u0627\u0648\u0644 \u0628\u0647 \u062d\u0627\u0644\u062a \u067e\u0627\u06cc\u062f\u0627\u0631<\/li>\n<li><strong>Dirty Reads \u0648 Stale Reads:<\/strong> \u062f\u0631\u06a9 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a<\/li>\n<li><strong>Manifest Lists \u0648 Manifest Files:<\/strong> \u0633\u0627\u062e\u062a\u0627\u0631 \u0648 \u0646\u062d\u0648\u0647 \u0639\u0645\u0644\u06a9\u0631\u062f<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 \u067e\u0646\u062c\u0645: \u0627\u062f\u063a\u0627\u0645 Iceberg \u0628\u0627 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u062f\u0627\u062f\u0647<\/h3>\n<ul>\n<li>\u06a9\u0627\u0631 \u0628\u0627 Apache Spark \u0648 Iceberg<\/li>\n<li>\u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Iceberg \u0628\u0627 Trino (PrestoSQL)<\/li>\n<li>\u06cc\u06a9\u067e\u0627\u0631\u0686\u0647\u200c\u0633\u0627\u0632\u06cc \u0628\u0627 Apache Flink<\/li>\n<li>\u0627\u062a\u0635\u0627\u0644 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc BI \u0648 ETL \u0628\u0647 Iceberg<\/li>\n<li>\u0645\u0637\u0627\u0644\u0639\u0647 \u0645\u0648\u0631\u062f\u06cc: \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Iceberg \u062f\u0631 \u06cc\u06a9 \u0633\u0646\u0627\u0631\u06cc\u0648\u06cc \u0648\u0627\u0642\u0639\u06cc<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 \u0634\u0634\u0645: \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627<\/h3>\n<ul>\n<li>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0641\u062a\u0647 \u067e\u0627\u0631\u062a\u06cc\u0634\u0646\u200c\u0628\u0646\u062f\u06cc<\/li>\n<li>\u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u0633\u0648\u0631\u062a\u06cc\u0646\u06af (Sorting) \u0628\u0631\u0627\u06cc \u0628\u0647\u0628\u0648\u062f \u0633\u0631\u0639\u062a \u06a9\u0648\u0626\u0631\u06cc<\/li>\n<li>\u0641\u06cc\u0644\u062a\u0631\u06cc\u0646\u06af \u067e\u0631\u0648\u062f\u0627\u06a9\u062a\u06cc\u0648 (Predicate Pushdown)<\/li>\n<li>\u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u067e\u0631\u062a (Data Skew)<\/li>\n<li>\u0631\u0648\u0634\u200c\u0647\u0627\u06cc \u06a9\u0627\u0647\u0634 \u062d\u062c\u0645 \u062f\u0627\u062f\u0647 \u0648 \u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc<\/li>\n<\/ul>\n<h3>\u0628\u062e\u0634 \u0647\u0641\u062a\u0645: \u0646\u06af\u0647\u062f\u0627\u0631\u06cc \u0648 \u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u062c\u062f\u0627\u0648\u0644 Iceberg<\/h3>\n<ul>\n<li>\u0646\u0638\u0627\u0631\u062a \u0628\u0631 \u0633\u0644\u0627\u0645\u062a \u062c\u062f\u0627\u0648\u0644<\/li>\n<li>\u0639\u06cc\u0628\u200c\u06cc\u0627\u0628\u06cc \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0627\u06cc\u062c<\/li>\n<li>\u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc\u200c\u0647\u0627\u06cc \u067e\u0634\u062a\u06cc\u0628\u0627\u0646\u200c\u06af\u06cc\u0631\u06cc \u0648 \u0628\u0627\u0632\u06cc\u0627\u0628\u06cc<\/li>\n<li>\u0628\u0647\u200c\u0631\u0648\u0632\u0631\u0633\u0627\u0646\u06cc \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc Iceberg<\/li>\n<\/ul>\n<\/div>\n<h2>\u0686\u0647 \u0686\u06cc\u0632\u06cc \u062e\u0648\u0627\u0647\u06cc\u062f \u0622\u0645\u0648\u062e\u062a\u061f<\/h2>\n<div class=\"section-box\">\n<p>\u067e\u0633 \u0627\u0632 \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:<\/p>\n<ul>\n<li>\u0645\u0641\u0647\u0648\u0645 Apache Iceberg \u0648 \u0645\u0632\u0627\u06cc\u0627\u06cc \u0622\u0646 \u0631\u0627 \u0628\u0647 \u0637\u0648\u0631 \u06a9\u0627\u0645\u0644 \u062f\u0631\u06a9 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u062c\u062f\u0627\u0648\u0644 Iceberg \u0631\u0627 \u062f\u0631 \u0645\u062d\u06cc\u0637\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 \u0627\u06cc\u062c\u0627\u062f\u060c \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u0628\u0647\u06cc\u0646\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0627\u0632 \u0642\u0627\u0628\u0644\u06cc\u062a\u200c\u0647\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f Iceberg \u0645\u0627\u0646\u0646\u062f ACID Transactions\u060c Time Travel \u0648 Schema Evolution \u0628\u0647\u0631\u0647 \u0628\u0628\u0631\u06cc\u062f.<\/li>\n<li>\u0639\u0645\u0644\u06a9\u0631\u062f \u06a9\u0648\u0626\u0631\u06cc\u200c\u0647\u0627 \u0631\u0627 \u0628\u0627 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062a\u06a9\u0646\u06cc\u06a9\u200c\u0647\u0627\u06cc \u067e\u0627\u0631\u062a\u06cc\u0634\u0646\u200c\u0628\u0646\u062f\u06cc \u0648 \u0633\u0648\u0631\u062a\u06cc\u0646\u06af \u0628\u0647\u0628\u0648\u062f \u0628\u062e\u0634\u06cc\u062f.<\/li>\n<li>Apache Iceberg \u0631\u0627 \u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0645\u062d\u0628\u0648\u0628 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 \u062f\u0627\u062f\u0647 \u0645\u0627\u0646\u0646\u062f Spark \u0648 Trino \u0627\u062f\u063a\u0627\u0645 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0645\u0633\u0627\u0626\u0644 \u0645\u0631\u0628\u0648\u0637 \u0628\u0647 \u06a9\u06cc\u0641\u06cc\u062a \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u06af\u06cc \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062f\u0631 Data Lake \u062d\u0644 \u06a9\u0646\u06cc\u062f.<\/li>\n<li>\u0647\u0632\u06cc\u0646\u0647\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647 \u0631\u0627 \u06a9\u0627\u0647\u0634 \u062f\u0647\u06cc\u062f.<\/li>\n<\/ul>\n<\/div>\n<h2>\u0686\u0631\u0627 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0631\u0627 \u062a\u0647\u06cc\u0647 \u06a9\u0646\u06cc\u062f\u061f<\/h2>\n<div class=\"section-box\">\n<p>\u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0627 \u0627\u0631\u0627\u0626\u0647 \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639\u060c \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0648 \u0628\u0647\u200c\u0631\u0648\u0632\u060c \u0628\u0647 \u0634\u0645\u0627 \u06a9\u0645\u06a9 \u0645\u06cc\u200c\u06a9\u0646\u062f \u062a\u0627 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0645\u0624\u062b\u0631 \u06a9\u0644\u0627\u0646\u200c\u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f. \u0642\u0631\u0627\u0631\u06af\u06cc\u0631\u06cc \u0645\u062d\u062a\u0648\u0627 \u0628\u0631 \u0631\u0648\u06cc \u0641\u0644\u0634 \u0645\u0645\u0648\u0631\u06cc 32 \u06af\u06cc\u06af\u0627\u0628\u0627\u06cc\u062a\u06cc\u060c \u062f\u0633\u062a\u0631\u0633\u06cc \u0641\u0648\u0631\u06cc \u0648 \u0628\u062f\u0648\u0646 \u062f\u063a\u062f\u063a\u0647 \u0631\u0627 \u0628\u0631\u0627\u06cc \u0634\u0645\u0627 \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u0622\u0648\u0631\u062f \u0648 \u0627\u0645\u06a9\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u062f\u0631 \u0647\u0631 \u0632\u0645\u0627\u0646 \u0648 \u0645\u06a9\u0627\u0646\u06cc \u0631\u0627 \u0645\u0647\u06cc\u0627 \u0645\u06cc\u200c\u0633\u0627\u0632\u062f. \u0628\u0627 \u0633\u0631\u0645\u0627\u06cc\u0647\u200c\u06af\u0630\u0627\u0631\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u06af\u0627\u0645\u06cc \u0628\u0644\u0646\u062f \u062f\u0631 \u062c\u0647\u062a \u0627\u0631\u062a\u0642\u0627\u0621 \u062a\u0648\u0627\u0646\u0645\u0646\u062f\u06cc\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647 \u0628\u0631\u062f\u0627\u0631\u06cc\u062f \u0648 \u0633\u0627\u0632\u0645\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0645\u0633\u06cc\u0631 \u062a\u062d\u0648\u0644 \u062f\u06cc\u062c\u06cc\u062a\u0627\u0644 \u06cc\u0627\u0631\u06cc \u0631\u0633\u0627\u0646\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 LinkedIn &#8211; Manage and Optimize Big Data with Apache Iceberg 2024-8 &#8211; \u0646\u0627\u0645 \u0645\u062d\u0635\u0648\u0644 \u0628\u0647 \u0641\u0627\u0631\u0633\u06cc [&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":[65768,40692,121369,37173,121355,121381,121362,121388,121358,121384,121361,121387,121365,121391,121364,121390,121363,121389,121354,121380,121359,121385,121360,121386,121352,121377,121357,121383,121287,121337,121294,121344,121290,121340,121293,121343,121286,121336,121295,121345,121288,121338,121291,121341,121292,121342,121289,121339,107,1284,121346,31750,121376,25510,93430,4207,121372,1253,116088,1338,117,1412,1283,38418,18809,121367,2106,3460,121378,1416,121347,121353,121379,121349,2190,1154,121350,121368,121348,6086,121366,39538,385,42949,35852,13417,121373,32846,121371,82438,121374,1580,19592,121395,121393,1173,121392,121401,121399,121397,121394,121396,121402,11317,121398,121404,121400,8688,121403,19,1435,62461,27647,121370,49736,72494,121351,121375,121356,121382,121284,121334,50390,50344,121319,121314,121280,121308,15299,121299,72870,121296,121283,121333,1275,121302,1608,121297,10534,121303,18806,121309,924,30693,52435,121310,71375,1409,121307,121298,18802,121300,69416,1013,121313,1141,121327,3895,121322,22771,121281,121331,84783,121330,121320,6996,121325,66095,121321,72491,121328,2274,121324,24938,121323,6993,121326,6666,121329,121318,87106,121301,910,121306,121285,121335,72871,121316,63182,121315,49461,61712,121317,60815,121312,2098,105387,121282,121332,1403,121311,261,121305,267,121304],"class_list":["post-122593","product","type-product","status-publish","has-post-thumbnail","product_cat-1225","product_tag-32gb-flash-drive","product_tag-advanced-course","product_tag-advanced-courses","product_tag-apache-iceberg","product_tag-apache-iceberg-applications","product_tag-apache-iceberg-applications-courses","product_tag-apache-iceberg-big-data","product_tag-apache-iceberg-big-data-courses","product_tag-apache-iceberg-course","product_tag-apache-iceberg-course-courses","product_tag-apache-iceberg-data","product_tag-apache-iceberg-data-courses","product_tag-apache-iceberg-data-lake","product_tag-apache-iceberg-data-lake-courses","product_tag-apache-iceberg-data-warehouse","product_tag-apache-iceberg-data-warehouse-courses","product_tag-apache-iceberg-database","product_tag-apache-iceberg-database-courses","product_tag-apache-iceberg-fundamentals","product_tag-apache-iceberg-fundamentals-courses","product_tag-apache-iceberg-management","product_tag-apache-iceberg-management-courses","product_tag-apache-iceberg-optimization","product_tag-apache-iceberg-optimization-courses","product_tag-apache-iceberg-training","product_tag-apache-iceberg-training-courses","product_tag-apache-iceberg-tutorial","product_tag-apache-iceberg-tutorial-courses","product_tag-apache-iceberg-","product_tag-apache-iceberg--","product_tag-apache-iceberg---","product_tag-artificial-intelligence","product_tag-big-data","product_tag-big-data-management","product_tag-big-data-training","product_tag-big-data-training-courses","product_tag-certification","product_tag-certifications","product_tag-comprehensive-course","product_tag-comprehensive-courses","product_tag-course","product_tag-courses","product_tag-data","product_tag-data-analytics","product_tag-data-engineer","product_tag-data-engineering","product_tag-data-engineers","product_tag-data-lake","product_tag-data-lakes","product_tag-data-management","product_tag-data-management-course","product_tag-data-management-courses","product_tag-data-mining","product_tag-data-optimization","product_tag-data-optimization-course","product_tag-data-optimization-courses","product_tag-data-platforms","product_tag-data-processing","product_tag-data-science","product_tag-data-specialist","product_tag-data-specialists","product_tag-data-tools","product_tag-data-warehouse","product_tag-data-warehouses","product_tag-database","product_tag-databases","product_tag-developer","product_tag-developers","product_tag-full-course","product_tag-full-courses","product_tag-hands-on-course","product_tag-hands-on-courses","product_tag-in-person-course","product_tag-in-person-courses","product_tag-linkedin","product_tag-linkedin-ai","product_tag-linkedin-apache-iceberg","product_tag-linkedin-big-data","product_tag-linkedin-course","product_tag-linkedin-course-content","product_tag-linkedin-data-analytics","product_tag-linkedin-data-engineering","product_tag-linkedin-data-lake","product_tag-linkedin-data-management","product_tag-linkedin-data-optimization","product_tag-linkedin-data-processing","product_tag-linkedin-data-science","product_tag-linkedin-data-warehouse","product_tag-linkedin-educational-content","product_tag-linkedin-machine-learning","product_tag-linkedin-training","product_tag-linkedin-training-program","product_tag-machine-learning","product_tag-online-course","product_tag-online-courses","product_tag-practical-course","product_tag-practical-courses","product_tag-training-course","product_tag-training-courses","product_tag-virtual-course","product_tag-virtual-courses","product_tag-what-is-apache-iceberg","product_tag-what-is-apache-iceberg-courses","product_tag---apache-iceberg","product_tag---apache-iceberg-","product_tag-50390","product_tag-50344","product_tag-121319","product_tag-121314","product_tag-121280","product_tag-121308","product_tag-15299","product_tag-121299","product_tag-72870","product_tag-121296","product_tag-121283","product_tag-121333","product_tag-1275","product_tag-121302","product_tag-1608","product_tag-121297","product_tag-10534","product_tag-121303","product_tag-18806","product_tag-121309","product_tag-924","product_tag-30693","product_tag-52435","product_tag-121310","product_tag-71375","product_tag-1409","product_tag-121307","product_tag-121298","product_tag-18802","product_tag-121300","product_tag-69416","product_tag-1013","product_tag-121313","product_tag-1141","product_tag-121327","product_tag-3895","product_tag-121322","product_tag-22771","product_tag-84783","product_tag-121330","product_tag-121320","product_tag-6996","product_tag-121325","product_tag-66095","product_tag-121321","product_tag-72491","product_tag-121328","product_tag-2274","product_tag-121324","product_tag-24938","product_tag-121323","product_tag-6993","product_tag-121326","product_tag-6666","product_tag-121329","product_tag-121318","product_tag-87106","product_tag-121301","product_tag-910","product_tag-121306","product_tag--apache-iceberg","product_tag--apache-iceberg-","product_tag-72871","product_tag-121316","product_tag-63182","product_tag-121315","product_tag-49461","product_tag-61712","product_tag-121317","product_tag-60815","product_tag-121312","product_tag-2098","product_tag-105387","product_tag-121282","product_tag-121332","product_tag-1403","product_tag-121311","product_tag-261","product_tag-121305","product_tag-267","product_tag-121304","pmpro-has-access","desktop-align-left","tablet-align-left","mobile-align-left","first","instock","downloadable","shipping-taxable","purchasable","product-type-simple"],"_links":{"self":[{"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product\/122593","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=122593"}],"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=122593"}],"wp:term":[{"taxonomy":"product_brand","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_brand?post=122593"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_cat?post=122593"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/express24.ir\/d\/wp-json\/wp\/v2\/product_tag?post=122593"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}