{"id":230417,"date":"2025-11-16T21:08:00","date_gmt":"2025-11-16T22:08:00","guid":{"rendered":"https:\/\/express24.ir\/d\/product\/supercourse-0000000125\/"},"modified":"2026-04-27T20:02:49","modified_gmt":"2026-04-27T20:02:49","slug":"supercourse-0000000125","status":"publish","type":"product","link":"https:\/\/express24.ir\/d\/product\/supercourse-0000000125\/","title":{"rendered":"\u06a9\u062a\u0627\u0628 \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631: \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc Big Data \u0648 Data Lake"},"content":{"rendered":"\r\n\r\n\r\n<div\r\n    style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n    <h2 style=\"color: #2E7D32; margin-top: 0;\">\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    <div\r\n        style=\"background: #E8F5E9; border-radius: 12px; padding: 15px 20px; margin-bottom: 20px; border: 1px solid #A5D6A7;\">\r\n        <h3 style=\"color: #1B5E20; margin-top: 0;\">\ud83d\udca1 \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u06cc\u06a9 \u0646\u0633\u062e\u0647\u0654 \u06a9\u0627\u0645\u0644 \u0648 \u062c\u0627\u0645\u0639 \u0627\u0633\u062a<\/h3>\r\n        <p style=\"font-size:16px; line-height:1.8; color:#2E7D32; margin:0;\"> \u062a\u0645\u0627\u0645\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0642\u0627\u0644\u0628 \u06cc\u06a9\r\n            \u0628\u0633\u062a\u0647\u200c\u06cc \u06a9\u0627\u0645\u0644 \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0634\u0627\u0645\u0644 \u062a\u0645\u0627\u0645 \u0646\u0633\u062e\u0647\u200c\u0647\u0627 \u0648 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a. <\/p>\r\n    <\/div>\r\n    <h3 style=\"color: #2E7D32;\">\ud83c\udf81 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u06a9\u0627\u0645\u0644 \u0628\u0633\u062a\u0647 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc<\/h3>\r\n\r\n\t\r\n<ul style=\"list-style-type: '\u2705 '; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n\r\n\r\n\r\n    <li><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\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u0646\u06a9\u0627\u062a \u0633\u0627\u062f\u0647 \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a><\/li>\r\n\t\r\n\t\r\n    <li><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\u060c \u0639\u0644\u0645\u06cc \u0648 \u0645\u0646\u0627\u0633\u0628 \u0686\u0627\u067e\r\n\r\n\t\t\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u0646\u06a9\u062a\u0647 \u0631\u0633\u0645\u06cc \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a>\r\n\t\r\n\t<\/li>\r\n\t\t\r\n\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 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u0633\u062e \u06a9\u0627\u0645\u0644 \u0648 \u0634\u0641\u0627\u0641 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u061b \u0645\u0646\u0627\u0633\u0628 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0631\u0641\u0639 \u0627\u0628\u0647\u0627\u0645.\r\n    \r\n\r\n\t\r\n\t\t\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a>\r\n\t\r\n\t<\/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 \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\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 \u067e\u0633 \u0627\u0632 \u0633\u0624\u0627\u0644 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u062a\u062b\u0628\u06cc\u062a \u0645\u0637\u0627\u0644\u0628.\r\n    \r\n\t\t\t\t\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u06a9\u0648\u06cc\u06cc\u0632 \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc \u0628\u0627 \u067e\u0627\u0633\u062e \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a>\r\n\t\r\n\t<\/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 \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\u0646\u0633\u062e\u0647 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc \u067e\u0627\u06cc\u0627\u0646\u200c\u0628\u062e\u0634)<\/strong><br>\r\n        \u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0647\u0631 \u0628\u062e\u0634 \u0622\u0645\u062f\u0647\u200c\u0627\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u0622\u0632\u0645\u0648\u0646 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0633\u0646\u062c\u0634 \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc.\r\n  \t\t\t\t\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u06a9\u0648\u06cc\u06cc\u0632 \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc \u0628\u0627 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0627\u0646\u062a\u0647\u0627\u06cc \u0641\u0635\u0644 \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a>  \r\n\t\r\n\t<\/li>\r\n\r\n<\/ul>\r\n\t\r\n\t\r\n\t\r\n\t\r\n\t\r\n\t\r\n    <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\"> \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\r\n        \u0686\u0646\u062f\u0644\u0627\u06cc\u0647 \u0627\u0633\u062a\u061b \u0634\u0627\u0645\u0644 \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 . <\/p>\r\n    <hr style=\"border: none; border-top: 1px dashed #81C784; margin: 20px 0;\">\r\n    <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 \u0648 \u0646\u0633\u062e\u0647\u0654 \u0686\u0627\u067e\u06cc \u0646\u062f\u0627\u0631\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 \u06a9\u062a\u0627\u0628 \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<\/div>\n<div style=\"background: linear-gradient(135deg, #667eea 0%, #764ba2 100%); padding: 30px; border-radius: 15px; color: white; margin-bottom: 30px;\">\n<h2 style=\"color: white; text-align: center; margin-bottom: 20px;\">\ud83c\udf93 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639<\/h2>\n<\/p><\/div>\n<div style=\"margin-bottom: 30px;\">\n<h3 style=\"color: #333; margin-bottom: 15px;\">\ud83d\udcda \u0627\u0637\u0644\u0627\u0639\u0627\u062a \u062f\u0648\u0631\u0647<\/h3>\n<p style=\"font-size: 16px; line-height: 1.8;\"><strong>\u0639\u0646\u0648\u0627\u0646 \u062f\u0648\u0631\u0647:<\/strong> \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631: \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc Big Data \u0648 Data Lake<\/p>\n<p style=\"font-size: 16px; line-height: 1.8;\"><strong>\u0645\u0648\u0636\u0648\u0639 \u06a9\u0644\u06cc:<\/strong> \u0628\u0631\u0646\u0627\u0645\u0647 \u0646\u0648\u06cc\u0633\u06cc<\/p>\n<p style=\"font-size: 16px; line-height: 1.8;\"><strong>\u0645\u0648\u0636\u0648\u0639 \u0645\u06cc\u0627\u0646\u06cc:<\/strong> \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631<\/p>\n<\/div>\n<div style=\"margin-bottom: 30px;\">\n<h3 style=\"color: #333; margin-bottom: 15px;\">\ud83d\udccb \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062f\u0648\u0631\u0647 (100 \u0645\u0648\u0636\u0648\u0639)<\/h3>\n<ul style=\"list-style-type: none; padding: 0;\">\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">1.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 \u067e\u0627\u06cc\u0647 \u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">2.<\/span> \u0627\u0635\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">3.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631 \u0686\u06cc\u0633\u062a\u061f\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">4.<\/span> \u0627\u0646\u0648\u0627\u0639 \u0633\u0628\u06a9 \u0647\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">5.<\/span> \u0627\u0644\u06af\u0648\u0647\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">6.<\/span> \u0645\u062f\u0644 \u0647\u0627\u06cc \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0646\u0631\u0645 \u0627\u0641\u0632\u0627\u0631\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">7.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc Big Data \u0686\u06cc\u0633\u062a\u061f\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">8.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc Big Data (\u062d\u062c\u0645\u060c \u0633\u0631\u0639\u062a\u060c \u062a\u0646\u0648\u0639\u060c \u0627\u0631\u0632\u0634\u060c \u0635\u062d\u062a)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">9.<\/span> \u0645\u0646\u0627\u0628\u0639 \u062f\u0627\u062f\u0647 Big Data\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">10.<\/span> \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc Big Data\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">11.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc Data Lake \u0686\u06cc\u0633\u062a\u061f\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">12.<\/span> \u0645\u0632\u0627\u06cc\u0627\u06cc Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">13.<\/span> \u0645\u0639\u0627\u06cc\u0628 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">14.<\/span> \u062a\u0641\u0627\u0648\u062a Data Lake \u0648 Data Warehouse\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">15.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 Metadata \u062f\u0631 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">16.<\/span> \u0627\u0646\u0648\u0627\u0639 Metadata\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">17.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a Metadata\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">18.<\/span> \u0645\u0631\u0627\u062d\u0644 \u0627\u06cc\u062c\u0627\u062f Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">19.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc Lambda\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">20.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc Kappa\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">21.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc Data Lakehouse\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">22.<\/span> \u0627\u0646\u062a\u062e\u0627\u0628 \u0645\u0639\u0645\u0627\u0631\u06cc \u0645\u0646\u0627\u0633\u0628 (Lambda, Kappa, Lakehouse)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">23.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 Ingestion Data\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">24.<\/span> \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc Ingestion Data (Kafka, Flume, Sqoop)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">25.<\/span> \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">26.<\/span> \u0627\u0646\u0648\u0627\u0639 \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 (Batch, Stream)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">27.<\/span> \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 (Spark, Hadoop)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">28.<\/span> \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u062f\u0631 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">29.<\/span> \u0641\u0631\u0645\u062a \u0647\u0627\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 (Parquet, Avro, ORC)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">30.<\/span> \u067e\u0627\u0631\u062a\u06cc\u0634\u0646 \u0628\u0646\u062f\u06cc \u062f\u0627\u062f\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">31.<\/span> \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0630\u062e\u06cc\u0631\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">32.<\/span> \u0627\u0645\u0646\u06cc\u062a \u062f\u0631 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">33.<\/span> \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a \u0648 \u0645\u062c\u0648\u0632 \u062f\u0633\u062a\u0631\u0633\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">34.<\/span> \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc \u062f\u0627\u062f\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">35.<\/span> Audit Logging\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">36.<\/span> Governance \u062f\u0631 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">37.<\/span> \u062a\u0639\u0631\u06cc\u0641 \u0633\u06cc\u0627\u0633\u062a \u0647\u0627\u06cc Governance\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">38.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u062f\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">39.<\/span> Data Lineage\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">40.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 Data Catalog\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">41.<\/span> \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc Data Catalog\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">42.<\/span> \u0646\u0642\u0634 Data Scientist \u062f\u0631 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">43.<\/span> \u0627\u06a9\u062a\u0634\u0627\u0641 \u062f\u0627\u062f\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">44.<\/span> \u0645\u0647\u0646\u062f\u0633\u06cc \u0648\u06cc\u0698\u06af\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">45.<\/span> \u0645\u062f\u0644 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">46.<\/span> \u0645\u0635\u0648\u0631\u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">47.<\/span> \u0646\u0642\u0634 Data Engineer \u062f\u0631 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">48.<\/span> \u0633\u0627\u062e\u062a Pipeline \u062f\u0627\u062f\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">49.<\/span> \u0645\u062f\u06cc\u0631\u06cc\u062a \u0632\u06cc\u0631\u0633\u0627\u062e\u062a Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">50.<\/span> \u0628\u0647\u06cc\u0646\u0647 \u0633\u0627\u0632\u06cc \u0639\u0645\u0644\u06a9\u0631\u062f Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">51.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 Data Pipeline\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">52.<\/span> \u0627\u0646\u0648\u0627\u0639 Data Pipeline\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">53.<\/span> \u0637\u0631\u0627\u062d\u06cc Data Pipeline\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">54.<\/span> \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc Data Pipeline (Airflow, Luigi)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">55.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 ETL (Extract, Transform, Load)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">56.<\/span> \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc ETL\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">57.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 ELT (Extract, Load, Transform)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">58.<\/span> \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc ELT\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">59.<\/span> \u062a\u0641\u0627\u0648\u062a ETL \u0648 ELT\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">60.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Cloud \u062f\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc Big Data \u0648 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">61.<\/span> \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc Cloud \u0628\u0631\u0627\u06cc Big Data (AWS, Azure, GCP)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">62.<\/span> \u0645\u0642\u0627\u06cc\u0633\u0647 \u0633\u0631\u0648\u06cc\u0633 \u0647\u0627\u06cc Cloud\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">63.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc Serverless \u062f\u0631 Big Data\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">64.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 DevOps \u062f\u0631 Big Data\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">65.<\/span> Automated Testing \u062f\u0631 Big Data\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">66.<\/span> Continuous Integration\/Continuous Deployment (CI\/CD) \u062f\u0631 Big Data\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">67.<\/span> \u0645\u0627\u0646\u06cc\u062a\u0648\u0631\u06cc\u0646\u06af Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">68.<\/span> Alerting\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">69.<\/span> Logging\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">70.<\/span> Monitoring Tools (Prometheus, Grafana)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">71.<\/span> \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">72.<\/span> \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0627\u0641\u0642\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">73.<\/span> \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc \u0639\u0645\u0648\u062f\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">74.<\/span> \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633 \u067e\u0630\u06cc\u0631\u06cc\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">75.<\/span> \u0645\u0641\u0627\u0647\u06cc\u0645 Replication \u062f\u0627\u062f\u0647\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">76.<\/span> \u0627\u0633\u062a\u0631\u0627\u062a\u0698\u06cc \u0647\u0627\u06cc Replication\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">77.<\/span> Backup \u0648 Restore Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">78.<\/span> \u0628\u0631\u0646\u0627\u0645\u0647 \u0631\u06cc\u0632\u06cc Backup \u0648 Restore\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">79.<\/span> \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc Backup \u0648 Restore\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">80.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Data Lake \u0628\u0631\u0627\u06cc Machine Learning\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">81.<\/span> \u0622\u0645\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc \u062f\u0627\u062f\u0647 \u0628\u0631\u0627\u06cc Machine Learning\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">82.<\/span> \u0622\u0645\u0648\u0632\u0634 \u0645\u062f\u0644 \u0647\u0627\u06cc Machine Learning\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">83.<\/span> \u0627\u0633\u062a\u0642\u0631\u0627\u0631 \u0645\u062f\u0644 \u0647\u0627\u06cc Machine Learning\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">84.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc Serving \u0645\u062f\u0644 \u0647\u0627\u06cc Machine Learning\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">85.<\/span> Real-time Analytics \u062f\u0631 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">86.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc Real-time Analytics\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">87.<\/span> \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc Real-time Analytics\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">88.<\/span> \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Data Lake \u0628\u0631\u0627\u06cc Business Intelligence (BI)\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">89.<\/span> \u0633\u0627\u062e\u062a \u062f\u0627\u0634\u0628\u0648\u0631\u062f BI\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">90.<\/span> \u06af\u0632\u0627\u0631\u0634 \u06af\u06cc\u0631\u06cc BI\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">91.<\/span> \u0627\u062f\u063a\u0627\u0645 Data Lake \u0628\u0627 Data Warehouse\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">92.<\/span> \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">93.<\/span> \u0645\u0639\u0645\u0627\u0631\u06cc Data Mesh\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">94.<\/span> \u0645\u0642\u0627\u06cc\u0633\u0647 Data Lake \u0648 Data Mesh\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">95.<\/span> \u0686\u0627\u0644\u0634 \u0647\u0627\u06cc \u067e\u06cc\u0627\u062f\u0647 \u0633\u0627\u0632\u06cc Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">96.<\/span> \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0631\u0641\u0639 \u0686\u0627\u0644\u0634 \u0647\u0627\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">97.<\/span> \u0627\u0644\u0632\u0627\u0645\u0627\u062a \u0642\u0627\u0646\u0648\u0646\u06cc \u0648 Compliance \u062f\u0631 Data Lake\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">98.<\/span> GDPR\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">99.<\/span> CCPA\n                    <\/li>\n<li style=\"padding: 8px 0; border-bottom: 1px solid #eee;\">\n                        <span style=\"color: #667eea; font-weight: bold;\">100.<\/span> \u0627\u0646\u062a\u062e\u0627\u0628 \u0627\u0628\u0632\u0627\u0631 \u0645\u0646\u0627\u0633\u0628 \u0628\u0631\u0627\u06cc Data Lake\n                    <\/li>\n<\/ul>\n<\/div>\n<div style=\"margin-bottom: 30px;\"><!DOCTYPE html><br \/>\n<html lang=\"fa\"><br \/>\n<head><br \/>\n    <meta charset=\"UTF-8\"><br \/>\n    <meta name=\"viewport\" content=\"width=device-width, initial-scale=1.0\"><br \/>\n    <title>\u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631: \u063a\u0631\u0642 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc Big Data \u0648 Data Lake \u0634\u0648\u06cc\u062f!<\/title><\/p>\n<style>\n        body {\n            font-family: 'Vazirmatn', sans-serif;\n            line-height: 1.6;\n            margin: 20px;\n            background-color: #f4f7f6;\n            color: #333;\n        }\n        h2, h3 {\n            color: #007bff;\n            margin-bottom: 15px;\n        }\n        p {\n            margin-bottom: 15px;\n        }\n        ul {\n            margin-bottom: 15px;\n            padding-right: 20px;\n        }\n        li {\n            margin-bottom: 8px;\n        }\n        .container {\n            max-width: 900px;\n            margin: auto;\n            background-color: #fff;\n            padding: 30px;\n            border-radius: 8px;\n            box-shadow: 0 2px 10px rgba(0,0,0,0.1);\n        }\n        strong {\n            color: #d9534f;\n        }\n    <\/style>\n<p><\/head><br \/>\n<body><\/p>\n<div class=\"container\">\n<h2>\u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631: \u0633\u0641\u0631\u06cc \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc Big Data \u0648 Data Lake<\/h2>\n<h3>\u0622\u06cc\u0646\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u062f\u0633\u062a\u0627\u0646 \u0634\u0645\u0627\u0633\u062a!<\/h3>\n<p>\n        \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0646\u0628\u0636 \u062a\u067e\u0646\u062f\u0647 \u0647\u0631 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u06cc \u0647\u0633\u062a\u0646\u062f. \u062d\u062c\u0645 \u0627\u0646\u0628\u0648\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u06a9\u0647 \u0647\u0631 \u0631\u0648\u0632 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a\u060c \u0641\u0631\u0635\u062a\u200c\u0647\u0627\u06cc \u0628\u06cc\u200c\u0634\u0645\u0627\u0631\u06cc \u0631\u0627 \u0628\u0631\u0627\u06cc \u0646\u0648\u0622\u0648\u0631\u06cc\u060c \u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc \u0647\u0648\u0634\u0645\u0646\u062f\u0627\u0646\u0647 \u0648 \u0627\u06cc\u062c\u0627\u062f \u0645\u0632\u06cc\u062a \u0631\u0642\u0627\u0628\u062a\u06cc \u0641\u0631\u0627\u0647\u0645 \u0645\u06cc\u200c\u06a9\u0646\u062f. \u0627\u0645\u0627 \u0686\u06af\u0648\u0646\u0647 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646 \u0627\u0632 \u0627\u06cc\u0646 \u0627\u0642\u06cc\u0627\u0646\u0648\u0633 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0647 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0646\u062d\u0648 \u0628\u0647\u0631\u0647\u200c\u0628\u0631\u062f\u0627\u0631\u06cc \u06a9\u0631\u062f\u061f \u067e\u0627\u0633\u062e \u062f\u0631 <strong>\u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631<\/strong> \u0646\u0647\u0641\u062a\u0647 \u0627\u0633\u062a\u060c \u0628\u0647 \u062e\u0635\u0648\u0635 \u0648\u0642\u062a\u06cc \u067e\u0627\u06cc <strong>Big Data<\/strong> \u0648 <strong>Data Lake<\/strong> \u0628\u0647 \u0645\u06cc\u0627\u0646 \u0645\u06cc\u200c\u0622\u06cc\u062f.\n    <\/p>\n<p>\n        \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc\u060c \u062f\u0631\u06cc\u0686\u0647\u200c\u0627\u06cc \u0627\u0633\u062a \u0628\u0647 \u0633\u0648\u06cc \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0645\u0641\u0627\u0647\u06cc\u0645 \u06a9\u0644\u06cc\u062f\u06cc \u06a9\u0647 \u0632\u06cc\u0631\u0628\u0646\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u0648 \u067e\u0631\u062f\u0627\u0632\u0634 \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u062a\u0634\u06a9\u06cc\u0644 \u0645\u06cc\u200c\u062f\u0647\u0646\u062f. \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u062f\u0631 \u0633\u0641\u0631\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u0628\u0631\u062f \u062a\u0627 \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u062f\u0631\u0646 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f \u0648 \u0628\u062a\u0648\u0627\u0646\u06cc\u062f \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0648 \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \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 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u06a9\u0646\u06cc\u062f. \u0627\u06af\u0631 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0627\u0631\u062a\u0642\u0627\u0621 \u062f\u0627\u0646\u0634 \u062e\u0648\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0648 \u062a\u0633\u0644\u0637 \u0628\u0631 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc Big Data \u0647\u0633\u062a\u06cc\u062f\u060c \u062c\u0627\u06cc \u0634\u0645\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u062e\u0627\u0644\u06cc \u0627\u0633\u062a.\n    <\/p>\n<h3>\u062f\u0631\u0628\u0627\u0631\u0647 \u062f\u0648\u0631\u0647<\/h3>\n<p>\n        \u062f\u0648\u0631\u0647 <strong>\u00ab\u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631: \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc Big Data \u0648 Data Lake\u00bb<\/strong> \u06cc\u06a9 \u0628\u0631\u0646\u0627\u0645\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u0628\u0627 \u0647\u062f\u0641 \u062a\u062c\u0647\u06cc\u0632 \u0634\u0645\u0627 \u0628\u0647 \u062f\u0627\u0646\u0634 \u0648 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0637\u0631\u0627\u062d\u06cc\u060c \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647\u060c \u062a\u062f\u0648\u06cc\u0646 \u0634\u062f\u0647 \u0627\u0633\u062a. \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0628\u0647 \u0635\u0648\u0631\u062a \u062a\u062e\u0635\u0635\u06cc \u0628\u0631 \u0631\u0648\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0637\u0631\u062d \u062f\u0631 \u062d\u0648\u0632\u0647 Big Data \u0648 \u0645\u0641\u0647\u0648\u0645 Data Lake \u062a\u0645\u0631\u06a9\u0632 \u062f\u0627\u0631\u062f \u0648 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u0686\u0627\u0644\u0634\u200c\u0647\u0627 \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0622\u0634\u0646\u0627 \u0645\u06cc\u200c\u06a9\u0646\u062f.\n    <\/p>\n<h3>\u0645\u0648\u0636\u0648\u0639\u0627\u062a \u06a9\u0644\u06cc\u062f\u06cc<\/h3>\n<p>\n        \u062f\u0631 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647\u060c \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0632\u06cc\u0631 \u0622\u0634\u0646\u0627 \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f:\n    <\/p>\n<ul>\n<li>\u0645\u0628\u0627\u0646\u06cc \u06a9\u0644\u0627\u0646 \u062f\u0627\u062f\u0647 (Big Data) \u0648 \u0686\u0631\u0627\u06cc\u06cc \u0627\u0647\u0645\u06cc\u062a \u0622\u0646<\/li>\n<li>\u0645\u0641\u0647\u0648\u0645 Data Lake \u0648 \u062a\u0641\u0627\u0648\u062a \u0622\u0646 \u0628\u0627 Data Warehouse<\/li>\n<li>\u0627\u0646\u0648\u0627\u0639 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc Data Lake \u0648 \u0628\u0647\u062a\u0631\u06cc\u0646 \u0634\u06cc\u0648\u0647\u200c\u0647\u0627<\/li>\n<li>\u0627\u0635\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Data Lake<\/li>\n<li>\u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0628\u0627 \u067e\u0631\u062f\u0627\u0632\u0634 Batch \u0648 Streaming \u062f\u0631 Big Data<\/li>\n<li>\u0627\u0645\u0646\u06cc\u062a\u060c \u062d\u0627\u06a9\u0645\u06cc\u062a \u062f\u0627\u062f\u0647 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0631 Data Lake<\/li>\n<li> \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc \u062f\u0631 \u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 Big Data<\/li>\n<li>\u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0631\u0627\u06cc\u062c \u062f\u0631 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc Big Data<\/li>\n<li>\u0645\u0637\u0627\u0644\u0639\u0627\u062a \u0645\u0648\u0631\u062f\u06cc \u0648 \u0633\u0646\u0627\u0631\u06cc\u0648\u0647\u0627\u06cc \u0648\u0627\u0642\u0639\u06cc<\/li>\n<\/ul>\n<h3>\u0645\u062e\u0627\u0637\u0628\u0627\u0646 \u062f\u0648\u0631\u0647<\/h3>\n<p>\n        \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0628\u0631\u0627\u06cc \u0627\u0641\u0631\u0627\u062f \u0632\u06cc\u0631 \u0628\u0633\u06cc\u0627\u0631 \u0645\u0641\u06cc\u062f \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f:\n    <\/p>\n<ul>\n<li><strong>\u0628\u0631\u0646\u0627\u0645\u0647\u200c\u0646\u0648\u06cc\u0633\u0627\u0646 \u0648 \u062a\u0648\u0633\u0639\u0647\u200c\u062f\u0647\u0646\u062f\u06af\u0627\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631<\/strong> \u06a9\u0647 \u0642\u0635\u062f \u062f\u0627\u0631\u0646\u062f \u062f\u0631 \u062d\u0648\u0632\u0647 Big Data \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u062a\u0628\u0637 \u0641\u0639\u0627\u0644\u06cc\u062a \u06a9\u0646\u0646\u062f.<\/li>\n<li><strong>\u0645\u0647\u0646\u062f\u0633\u0627\u0646 \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0648 \u0645\u0639\u0645\u0627\u0631\u0627\u0646 \u0633\u06cc\u0633\u062a\u0645<\/strong> \u06a9\u0647 \u0645\u0633\u0626\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc \u0648 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u062f\u0631 \u0633\u0627\u0632\u0645\u0627\u0646 \u062e\u0648\u062f \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><strong>\u062a\u062d\u0644\u06cc\u0644\u06af\u0631\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Analysts) \u0648 \u062f\u0627\u0646\u0634\u0645\u0646\u062f\u0627\u0646 \u062f\u0627\u062f\u0647 (Data Scientists)<\/strong> \u06a9\u0647 \u0646\u06cc\u0627\u0632 \u0628\u0647 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642\u200c\u062a\u0631\u06cc \u0627\u0632 \u0632\u06cc\u0631\u0633\u0627\u062e\u062a\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u062e\u0648\u062f \u062f\u0627\u0631\u0646\u062f.<\/li>\n<li><strong>\u0645\u062f\u06cc\u0631\u0627\u0646 IT \u0648 \u0645\u062f\u06cc\u0631\u0627\u0646 \u067e\u0631\u0648\u0698\u0647\u200c\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc<\/strong> \u06a9\u0647 \u0628\u0647 \u062f\u0646\u0628\u0627\u0644 \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0646\u0648\u06cc\u0646 \u0628\u0631\u0627\u06cc \u0645\u062f\u06cc\u0631\u06cc\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u06cc \u062e\u0648\u062f \u0647\u0633\u062a\u0646\u062f.<\/li>\n<li><strong>\u0639\u0644\u0627\u0642\u0647\u200c\u0645\u0646\u062f\u0627\u0646 \u0628\u0647 \u062d\u0648\u0632\u0647 Big Data<\/strong> \u06a9\u0647 \u0645\u06cc\u200c\u062e\u0648\u0627\u0647\u0646\u062f \u062f\u0627\u0646\u0634 \u062a\u062e\u0635\u0635\u06cc \u062e\u0648\u062f \u0631\u0627 \u062f\u0631 \u0627\u06cc\u0646 \u0632\u0645\u06cc\u0646\u0647 \u0627\u0631\u062a\u0642\u0627 \u062f\u0647\u0646\u062f.<\/li>\n<\/ul>\n<h3>\u0686\u0631\u0627 \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0631\u0627 \u0628\u06af\u0630\u0631\u0627\u0646\u06cc\u0645\u061f<\/h3>\n<p>\n        \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc\u06cc \u06a9\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062d\u0631\u0641 \u0627\u0648\u0644 \u0631\u0627 \u0645\u06cc\u200c\u0632\u0646\u0646\u062f\u060c \u062a\u0633\u0644\u0637 \u0628\u0631 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc Big Data \u0648 Data Lake \u062f\u06cc\u06af\u0631 \u06cc\u06a9 \u06af\u0632\u06cc\u0646\u0647 \u0646\u06cc\u0633\u062a\u060c \u0628\u0644\u06a9\u0647 \u06cc\u06a9 \u0636\u0631\u0648\u0631\u062a \u0627\u0633\u062a. \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:\n    <\/p>\n<ul>\n<li><strong>\u0622\u06cc\u0646\u062f\u0647 \u0634\u063a\u0644\u06cc \u062e\u0648\u062f \u0631\u0627 \u0645\u062a\u062d\u0648\u0644 \u06a9\u0646\u06cc\u062f:<\/strong> \u062a\u0642\u0627\u0636\u0627 \u0628\u0631\u0627\u06cc \u0645\u062a\u062e\u0635\u0635\u0627\u0646 Big Data \u0648 \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631 \u0631\u0648\u0632 \u0628\u0647 \u0631\u0648\u0632 \u062f\u0631 \u062d\u0627\u0644 \u0627\u0641\u0632\u0627\u06cc\u0634 \u0627\u0633\u062a.<\/li>\n<li><strong>\u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u062f\u0627\u062f\u0647\u200c\u0627\u06cc \u0642\u062f\u0631\u062a\u0645\u0646\u062f \u0637\u0631\u0627\u062d\u06cc \u06a9\u0646\u06cc\u062f:<\/strong> \u062f\u0627\u0646\u0634 \u0644\u0627\u0632\u0645 \u0628\u0631\u0627\u06cc \u0633\u0627\u062e\u062a \u0633\u06cc\u0633\u062a\u0645\u200c\u0647\u0627\u06cc \u0645\u0642\u06cc\u0627\u0633\u200c\u067e\u0630\u06cc\u0631 \u0648 \u06a9\u0627\u0631\u0622\u0645\u062f \u0631\u0627 \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f.<\/li>\n<li><strong>\u062a\u0635\u0645\u06cc\u0645\u200c\u06af\u06cc\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0628\u062a\u0646\u06cc \u0628\u0631 \u062f\u0627\u062f\u0647 \u0631\u0627 \u0647\u062f\u0627\u06cc\u062a \u06a9\u0646\u06cc\u062f:<\/strong> \u0628\u0627 \u062f\u0633\u062a\u0631\u0633\u06cc \u0628\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627\u06cc \u0633\u0627\u0632\u0645\u0627\u0646\u200c\u06cc\u0627\u0641\u062a\u0647 \u0648 \u062a\u062d\u0644\u06cc\u0644\u200c\u067e\u0630\u06cc\u0631\u060c \u0628\u0647 \u0633\u0627\u0632\u0645\u0627\u0646 \u062e\u0648\u062f \u06a9\u0645\u06a9 \u06a9\u0646\u06cc\u062f \u062a\u0627 \u062a\u0635\u0645\u06cc\u0645\u0627\u062a \u0628\u0647\u062a\u0631\u06cc \u0628\u06af\u06cc\u0631\u062f.<\/li>\n<li><strong>\u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc Big Data \u0631\u0627 \u062f\u0631\u06a9 \u0648 \u062d\u0644 \u06a9\u0646\u06cc\u062f:<\/strong> \u0628\u0627 \u0645\u0634\u06a9\u0644\u0627\u062a \u0631\u0627\u06cc\u062c \u0622\u0634\u0646\u0627 \u0634\u062f\u0647 \u0648 \u0631\u0627\u0647\u200c\u062d\u0644\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u0631\u0627 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f.<\/li>\n<li><strong>\u0628\u0627 \u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u0631\u0648\u0632 \u062f\u0646\u06cc\u0627 \u0622\u0634\u0646\u0627 \u0634\u0648\u06cc\u062f:<\/strong> \u062a\u062c\u0631\u0628\u0647 \u06a9\u0627\u0631 \u0628\u0627 \u062a\u06a9\u0646\u0648\u0644\u0648\u0698\u06cc\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0648 \u062f\u0631 \u062d\u0648\u0632\u0647 Big Data \u0631\u0627 \u0628\u0647 \u062f\u0633\u062a \u0622\u0648\u0631\u06cc\u062f.<\/li>\n<li><strong>\u062f\u0631\u06a9 \u062c\u0627\u0645\u0639\u06cc \u0627\u0632 \u0686\u0631\u062e\u0647 \u062d\u06cc\u0627\u062a \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u067e\u06cc\u062f\u0627 \u06a9\u0646\u06cc\u062f:<\/strong> \u0627\u0632 \u062c\u0645\u0639\u200c\u0622\u0648\u0631\u06cc \u062a\u0627 \u062a\u062d\u0644\u06cc\u0644 \u0648 \u0627\u0633\u062a\u0641\u0627\u062f\u0647 \u0627\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0627 \u0628\u0647 \u0635\u0648\u0631\u062a \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0634\u062f\u0647 \u0628\u06cc\u0627\u0645\u0648\u0632\u06cc\u062f.<\/li>\n<li><strong>\u0645\u0632\u06cc\u062a \u0631\u0642\u0627\u0628\u062a\u06cc \u06a9\u0633\u0628 \u06a9\u0646\u06cc\u062f:<\/strong> \u0628\u0627 \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc \u0646\u0648\u06cc\u0646 \u062f\u0627\u062f\u0647\u200c\u0627\u06cc\u060c \u0633\u0627\u0632\u0645\u0627\u0646 \u062e\u0648\u062f \u0631\u0627 \u0627\u0632 \u0631\u0642\u0628\u0627 \u062c\u0644\u0648\u062a\u0631 \u0646\u06af\u0647 \u062f\u0627\u0631\u06cc\u062f.<\/li>\n<\/ul>\n<h3>\u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u062c\u0627\u0645\u0639 \u062f\u0648\u0631\u0647<\/h3>\n<p>\n        \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0622\u0645\u0648\u0632\u0634\u06cc \u0634\u0627\u0645\u0644 <strong>\u0628\u06cc\u0634 \u0627\u0632 100 \u0633\u0631\u0641\u0635\u0644<\/strong> \u062c\u0627\u0645\u0639 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u06cc \u0627\u0633\u062a \u06a9\u0647 \u062a\u0645\u0627\u0645\u06cc \u062c\u0646\u0628\u0647\u200c\u0647\u0627\u06cc \u0645\u0639\u0645\u0627\u0631\u06cc Big Data \u0648 Data Lake \u0631\u0627 \u067e\u0648\u0634\u0634 \u0645\u06cc\u200c\u062f\u0647\u062f. \u0645\u0627 \u0634\u0645\u0627 \u0631\u0627 \u0642\u062f\u0645 \u0628\u0647 \u0642\u062f\u0645 \u0628\u0627 \u0645\u0641\u0627\u0647\u06cc\u0645\u060c \u0627\u0635\u0648\u0644\u060c \u0627\u0628\u0632\u0627\u0631\u0647\u0627 \u0648 \u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646 \u062d\u0648\u0632\u0647 \u0647\u0645\u0631\u0627\u0647\u06cc \u062e\u0648\u0627\u0647\u06cc\u0645 \u06a9\u0631\u062f. \u0628\u0631\u062e\u06cc \u0627\u0632 \u0645\u0647\u0645\u200c\u062a\u0631\u06cc\u0646 \u0633\u0631\u0641\u0635\u0644\u200c\u0647\u0627\u06cc \u0627\u06cc\u0646 \u062f\u0648\u0631\u0647 \u0639\u0628\u0627\u0631\u062a\u0646\u062f \u0627\u0632:\n    <\/p>\n<ul>\n<li>\u0645\u0642\u062f\u0645\u0647\u200c\u0627\u06cc \u0628\u0631 \u0639\u0635\u0631 \u062f\u0627\u062f\u0647 \u0648 \u0638\u0647\u0648\u0631 Big Data<\/li>\n<li>\u0648\u06cc\u0698\u06af\u06cc\u200c\u0647\u0627\u06cc \u06a9\u0644\u06cc\u062f\u06cc Big Data (\u062d\u062c\u0645\u060c \u062a\u0646\u0648\u0639\u060c \u0633\u0631\u0639\u062a\u060c \u0627\u0631\u0632\u0634)<\/li>\n<li>\u062a\u062d\u0644\u06cc\u0644 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0633\u0646\u062a\u06cc \u062f\u0627\u062f\u0647 \u0648 \u0645\u062d\u062f\u0648\u062f\u06cc\u062a\u200c\u0647\u0627\u06cc \u0622\u0646\u200c\u0647\u0627<\/li>\n<li>\u0645\u0641\u0647\u0648\u0645 Data Lake: \u062a\u0639\u0631\u06cc\u0641\u060c \u0627\u0647\u062f\u0627\u0641 \u0648 \u0627\u0631\u0632\u0634\u200c\u0647\u0627<\/li>\n<li>\u062a\u0641\u0627\u0648\u062a Data Lake \u0648 Data Warehouse: \u06a9\u06cc\u060c \u06a9\u062c\u0627 \u0648 \u0686\u0631\u0627\u061f<\/li>\n<li>\u0627\u0646\u0648\u0627\u0639 Data Lake (Cloud-based\u060c On-premise)<\/li>\n<li>\u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc \u0645\u0631\u062c\u0639 Data Lake (e.g., Lambda, Kappa)<\/li>\n<li>\u0627\u0635\u0648\u0644 \u0637\u0631\u0627\u062d\u06cc Data Lake: \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc\u060c \u067e\u0631\u062f\u0627\u0632\u0634\u060c \u0627\u0645\u0646\u06cc\u062a<\/li>\n<li>\u0644\u0627\u06cc\u0647 \u0630\u062e\u06cc\u0631\u0647\u200c\u0633\u0627\u0632\u06cc \u062f\u0631 Data Lake: \u0627\u0646\u062a\u062e\u0627\u0628 \u0641\u0631\u0645\u062a\u200c\u0647\u0627 (Parquet, ORC, Avro)<\/li>\n<li>\u0644\u0627\u06cc\u0647 \u062f\u0631\u06cc\u0627\u0641\u062a \u0648 \u0648\u0631\u0648\u062f \u062f\u0627\u062f\u0647 (Ingestion)<\/li>\n<li>\u067e\u0631\u062f\u0627\u0632\u0634 \u062f\u0627\u062f\u0647 \u062f\u0631 Data Lake: Batch vs. Streaming<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 Batch: Spark, Hadoop MapReduce<\/li>\n<li>\u0627\u0628\u0632\u0627\u0631\u0647\u0627\u06cc \u067e\u0631\u062f\u0627\u0632\u0634 Streaming: Kafka, Flink, Spark Streaming<\/li>\n<li>\u0627\u06a9\u0648\u0633\u06cc\u0633\u062a\u0645 Hadoop: HDFS, YARN, MapReduce (\u0645\u0631\u0648\u0631\u06cc)<\/li>\n<li>Apache Spark: \u0627\u0635\u0648\u0644\u060c \u0645\u0639\u0645\u0627\u0631\u06cc \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627<\/li>\n<li>Kafka: \u067e\u06cc\u0627\u0645\u200c\u0631\u0633\u0627\u0646\u06cc \u062a\u0648\u0632\u06cc\u0639\u200c\u0634\u062f\u0647 \u0648 \u06a9\u0627\u0631\u0628\u0631\u062f\u0647\u0627\u06cc \u0622\u0646 \u062f\u0631 Big Data<\/li>\n<li>\u0645\u0641\u0627\u0647\u06cc\u0645 Data Catalog \u0648 Data Governance \u062f\u0631 Data Lake<\/li>\n<li>\u0627\u0645\u0646\u06cc\u062a \u062f\u0631 Data Lake: \u0627\u062d\u0631\u0627\u0632 \u0647\u0648\u06cc\u062a\u060c \u0645\u062c\u0648\u0632\u0647\u0627\u060c \u0631\u0645\u0632\u0646\u06af\u0627\u0631\u06cc<\/li>\n<li>\u06a9\u06cc\u0641\u06cc\u062a \u062f\u0627\u062f\u0647 \u0648 \u0645\u062f\u06cc\u0631\u06cc\u062a \u0622\u0646 \u062f\u0631 Data Lake<\/li>\n<li>\u0631\u0627\u0647\u06a9\u0627\u0631\u0647\u0627\u06cc Data Virtualization \u0648 Metadata Management<\/li>\n<li>\u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc Data Lakehouse: \u0627\u062f\u063a\u0627\u0645 Data Lake \u0648 Data Warehouse<\/li>\n<li>\u06a9\u0627\u0631\u0628\u0631\u062f Data Lake \u062f\u0631 \u062d\u0648\u0632\u0647\u200c\u0647\u0627\u06cc \u0645\u062e\u062a\u0644\u0641 (\u0645\u0627\u0644\u06cc\u060c \u0633\u0644\u0627\u0645\u062a\u060c \u0628\u0627\u0632\u0627\u0631\u06cc\u0627\u0628\u06cc)<\/li>\n<li>\u0645\u0637\u0627\u0644\u0639\u0627\u062a \u0645\u0648\u0631\u062f\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc Data Lake \u062f\u0631 \u0634\u0631\u06a9\u062a\u200c\u0647\u0627\u06cc \u067e\u06cc\u0634\u0631\u0648<\/li>\n<li>\u0686\u0627\u0644\u0634\u200c\u0647\u0627\u06cc \u0639\u0645\u0644\u06cc \u067e\u06cc\u0627\u062f\u0647\u200c\u0633\u0627\u0632\u06cc \u0648 \u0646\u06af\u0647\u062f\u0627\u0631\u06cc Data Lake<\/li>\n<li>\u0622\u06cc\u0646\u062f\u0647 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc Big Data \u0648 Data Lake<\/li>\n<li><strong>\u0648 \u062f\u0647\u200c\u0647\u0627 \u0633\u0631\u0641\u0635\u0644 \u062a\u062e\u0635\u0635\u06cc \u062f\u06cc\u06af\u0631&#8230;<\/strong><\/li>\n<\/ul>\n<p>\n        <strong>\u0641\u0631\u0635\u062a \u0631\u0627 \u0627\u0632 \u062f\u0633\u062a \u0646\u062f\u0647\u06cc\u062f!<\/strong> \u0647\u0645\u06cc\u0646 \u0627\u0645\u0631\u0648\u0632 \u062f\u0631 \u062f\u0648\u0631\u0647 <strong>\u00ab\u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631: \u0622\u0634\u0646\u0627\u06cc\u06cc \u0628\u0627 \u0645\u0639\u0645\u0627\u0631\u06cc\u200c\u0647\u0627\u06cc Big Data \u0648 Data Lake\u00bb<\/strong> \u062b\u0628\u062a\u200c\u0646\u0627\u0645 \u06a9\u0646\u06cc\u062f \u0648 \u06af\u0627\u0645\u06cc \u0628\u0644\u0646\u062f \u062f\u0631 \u062c\u0647\u062a \u0627\u0631\u062a\u0642\u0627\u0621 \u0645\u0647\u0627\u0631\u062a\u200c\u0647\u0627\u06cc \u062e\u0648\u062f \u0648 \u067e\u06cc\u0634\u0631\u0641\u062a \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0647\u06cc\u062c\u0627\u0646\u200c\u0627\u0646\u06af\u06cc\u0632 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0628\u0631\u062f\u0627\u0631\u06cc\u062f. \u0622\u06cc\u0646\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0631\u0648\u0634\u0646 \u0627\u0633\u062a \u0648 \u0634\u0645\u0627 \u0645\u06cc\u200c\u062a\u0648\u0627\u0646\u06cc\u062f \u0628\u062e\u0634\u06cc \u0627\u0632 \u0627\u06cc\u0646 \u0622\u06cc\u0646\u062f\u0647 \u0628\u0627\u0634\u06cc\u062f!\n    <\/p>\n<\/div>\n<p><\/body><br \/>\n<\/html><\/div>\n<div style=\"background: #f0f8ff; border: 2px solid #4A90E2; border-radius: 8px; padding: 20px; margin: 30px 0;\">\n<h3 style=\"color: #1F3A5E; margin-bottom: 15px;\">\ud83d\udce6 \u0645\u062c\u0645\u0648\u0639\u0647 \u0634\u0627\u0645\u0644:<\/h3>\n<ul style=\"list-style-type: none; padding: 0; margin: 0;\">\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\">\u2705 \u0648\u06cc\u062f\u06cc\u0648\u0647\u0627\u06cc \u0641\u0627\u0631\u0633\u06cc<\/li>\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\"> \u2705 \u067e\u0627\u062f\u06a9\u0633\u062a \u0647\u0627\u06cc \u0635\u0648\u062a\u06cc \u0641\u0627\u0631\u0633\u06cc<\/li>\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\">\u2705 \u06a9\u062a\u0627\u0628 PDF \u0641\u0627\u0631\u0633\u06cc<\/li>\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\">\u2705 \u06a9\u062a\u0627\u0628 \u06f1\u06f0\u06f0\u06f0 \u0646\u06a9\u062a\u0647 \u0641\u0627\u0631\u0633\u06cc \u062e\u0648\u062f\u0645\u0648\u0646\u06cc<\/li>\n<li style=\"padding: 10px 0; border-bottom: 1px solid #ddd;\">\u2705 \u06a9\u062a\u0627\u0628 \u06f1\u06f0\u06f0\u06f0 \u0646\u06a9\u062a\u0647 \u0631\u0633\u0645\u06cc \u0641\u0627\u0631\u0633\u06cc<\/li>\n<li style=\"padding: 10px 0;\">\u2705 \u06a9\u062a\u0627\u0628 \u06f1\u06f0\u06f0\u06f0 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u06f4 \u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc \u0641\u0627\u0631\u0633\u06cc<\/li>\n<\/ul><\/div>\n\r\n\r\n\r\n<div\r\n    style=\"border: 2px dashed #4CAF50; border-radius: 16px; padding: 20px; background: #f9fff9; font-family: 'IRANSans', sans-serif;\">\r\n    <h2 style=\"color: #2E7D32; margin-top: 0;\">\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    <div\r\n        style=\"background: #E8F5E9; border-radius: 12px; padding: 15px 20px; margin-bottom: 20px; border: 1px solid #A5D6A7;\">\r\n        <h3 style=\"color: #1B5E20; margin-top: 0;\">\ud83d\udca1 \u0627\u06cc\u0646 \u0645\u062d\u0635\u0648\u0644 \u06cc\u06a9 \u0646\u0633\u062e\u0647\u0654 \u06a9\u0627\u0645\u0644 \u0648 \u062c\u0627\u0645\u0639 \u0627\u0633\u062a<\/h3>\r\n        <p style=\"font-size:16px; line-height:1.8; color:#2E7D32; margin:0;\"> \u062a\u0645\u0627\u0645\u06cc \u0645\u062d\u062a\u0648\u0627\u06cc \u0622\u0645\u0648\u0632\u0634\u06cc \u0627\u06cc\u0646 \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0642\u0627\u0644\u0628 \u06cc\u06a9\r\n            \u0628\u0633\u062a\u0647\u200c\u06cc \u06a9\u0627\u0645\u0644 \u0648 \u06cc\u06a9\u067e\u0627\u0631\u0686\u0647 \u0627\u0631\u0627\u0626\u0647 \u0645\u06cc\u200c\u0634\u0648\u062f \u0648 \u0634\u0627\u0645\u0644 \u062a\u0645\u0627\u0645 \u0646\u0633\u062e\u0647\u200c\u0647\u0627 \u0648 \u0641\u0627\u06cc\u0644\u200c\u0647\u0627\u06cc \u0645\u0648\u0631\u062f\u0646\u06cc\u0627\u0632 \u0628\u0631\u0627\u06cc \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0627\u0633\u062a. <\/p>\r\n    <\/div>\r\n    <h3 style=\"color: #2E7D32;\">\ud83c\udf81 \u0645\u062d\u062a\u0648\u06cc\u0627\u062a \u06a9\u0627\u0645\u0644 \u0628\u0633\u062a\u0647 \u062f\u0627\u0646\u0644\u0648\u062f\u06cc<\/h3>\r\n\r\n\t\r\n<ul style=\"list-style-type: '\u2705 '; padding-left: 20px; font-size: 16px; line-height: 1.8;\">\r\n\r\n\r\n\r\n    <li><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\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u0646\u06a9\u0627\u062a \u0633\u0627\u062f\u0647 \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a><\/li>\r\n\t\r\n\t\r\n    <li><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\u060c \u0639\u0644\u0645\u06cc \u0648 \u0645\u0646\u0627\u0633\u0628 \u0686\u0627\u067e\r\n\r\n\t\t\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u0646\u06a9\u062a\u0647 \u0631\u0633\u0645\u06cc \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a>\r\n\t\r\n\t<\/li>\r\n\t\t\r\n\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 \u0628\u0644\u0627\u0641\u0627\u0635\u0644\u0647 \u0647\u0645\u0631\u0627\u0647 \u0628\u0627 \u067e\u0627\u0633\u062e \u06a9\u0627\u0645\u0644 \u0648 \u0634\u0641\u0627\u0641 \u0627\u0631\u0627\u0626\u0647 \u0634\u062f\u0647 \u0627\u0633\u062a\u061b \u0645\u0646\u0627\u0633\u0628 \u062f\u0631\u06a9 \u0639\u0645\u06cc\u0642 \u0645\u0641\u0627\u0647\u06cc\u0645 \u0648 \u0631\u0641\u0639 \u0627\u0628\u0647\u0627\u0645.\r\n    \r\n\r\n\t\r\n\t\t\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u067e\u0631\u0633\u0634 \u0648 \u067e\u0627\u0633\u062e \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a>\r\n\t\r\n\t<\/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 \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\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 \u067e\u0633 \u0627\u0632 \u0633\u0624\u0627\u0644 \u0642\u0631\u0627\u0631 \u062f\u0627\u0631\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc \u0633\u0631\u06cc\u0639 \u0648 \u062a\u062b\u0628\u06cc\u062a \u0645\u0637\u0627\u0644\u0628.\r\n    \r\n\t\t\t\t\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u06a9\u0648\u06cc\u06cc\u0632 \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc \u0628\u0627 \u067e\u0627\u0633\u062e \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a>\r\n\t\r\n\t<\/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 \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647\u200c\u0627\u06cc \u2013 \u0646\u0633\u062e\u0647 PDF (\u0646\u0633\u062e\u0647 \u062e\u0648\u062f\u0622\u0632\u0645\u0627\u06cc\u06cc \u067e\u0627\u06cc\u0627\u0646\u200c\u0628\u062e\u0634)<\/strong><br>\r\n        \u2014 \u067e\u0627\u0633\u062e\u200c\u0647\u0627 \u062f\u0631 \u0627\u0646\u062a\u0647\u0627\u06cc \u0647\u0631 \u0628\u062e\u0634 \u0622\u0645\u062f\u0647\u200c\u0627\u0646\u062f\u061b \u0645\u0646\u0627\u0633\u0628 \u0622\u0632\u0645\u0648\u0646 \u0648\u0627\u0642\u0639\u06cc \u0648 \u0633\u0646\u062c\u0634 \u0645\u06cc\u0632\u0627\u0646 \u06cc\u0627\u062f\u06af\u06cc\u0631\u06cc.\r\n  \t\t\t\t\t<br \/>\r\n\t\t<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\">\u0628\u0631\u0627\u06cc \u0645\u0634\u0627\u0647\u062f\u0647 \u0646\u0645\u0648\u0646\u0647 \u0627\u06cc \u0627\u0632 \u0641\u0631\u0645\u062a \u0646\u0633\u062e\u0647 \u06a9\u0648\u06cc\u06cc\u0632 \u0686\u0647\u0627\u0631\u06af\u0632\u06cc\u0646\u0647 \u0627\u06cc \u0628\u0627 \u067e\u0627\u0633\u062e \u0647\u0627\u06cc \u0627\u0646\u062a\u0647\u0627\u06cc \u0641\u0635\u0644 \u06a9\u062a\u0627\u0628 \u0647\u0627\u06cc \u0645\u0627 \u0627\u06cc\u0646\u062c\u0627 \u0631\u0627 \u06a9\u0644\u06cc\u06a9 \u06a9\u0646\u06cc\u062f. \u06a9\u062a\u0627\u0628 \u062f\u0631\u06cc\u0627\u0641\u062a\u06cc \u0634\u0645\u0627 \u0646\u06cc\u0632 \u062f\u0631 \u0645\u0648\u0636\u0648\u0639 \u062e\u0648\u062f \u0628\u0647 \u0647\u0645\u06cc\u0646 \u0633\u0628\u06a9 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. \u062f\u0642\u062a \u06a9\u0646\u06cc\u062f \u062a\u0639\u062f\u0627\u062f \u0635\u0641\u062d\u0627\u062a \u06a9\u062a\u0627\u0628 \u062f\u0631 \u0627\u06cc\u0646\u062c\u0627 \u0641\u0642\u0637 10 \u0635\u0641\u062d\u0647 \u0628\u0631\u0627\u06cc \u0646\u0645\u0648\u0646\u0647 \u0628\u0648\u062f\u0647 \u0627\u0633\u062a \u0648 \u06a9\u062a\u0627\u0628 \u0627\u0635\u0644\u06cc \u0634\u0645\u0627 \u0637\u0628\u0642 \u0633\u0631\u0641\u0635\u0644 \u0647\u0627\u06cc \u06af\u0641\u062a\u0647 \u0634\u062f\u0647 \u06a9\u062a\u0627\u0628\u06cc \u062c\u0627\u0645\u0639 \u062e\u0648\u0627\u0647\u062f \u0628\u0648\u062f. <\/a>  \r\n\t\r\n\t<\/li>\r\n\r\n<\/ul>\r\n\t\r\n\t\r\n\t\r\n\t\r\n\t\r\n\t\r\n    <p style=\"color: #388E3C; font-weight: bold; font-size: 18px; margin-top: 20px;\"> \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\r\n        \u0686\u0646\u062f\u0644\u0627\u06cc\u0647 \u0627\u0633\u062a\u061b \u0634\u0627\u0645\u0644 \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 . <\/p>\r\n    <hr style=\"border: none; border-top: 1px dashed #81C784; margin: 20px 0;\">\r\n    <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 \u0648 \u0646\u0633\u062e\u0647\u0654 \u0686\u0627\u067e\u06cc \u0646\u062f\u0627\u0631\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 \u06a9\u062a\u0627\u0628 \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<\/div>\n","protected":false},"excerpt":{"rendered":"<p>\u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631: \u063a\u0631\u0642 \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc Big Data \u0648 Data Lake \u0634\u0648\u06cc\u062f! \u0645\u0639\u0645\u0627\u0631\u06cc \u0646\u0631\u0645\u200c\u0627\u0641\u0632\u0627\u0631: \u0633\u0641\u0631\u06cc \u0628\u0647 \u062f\u0646\u06cc\u0627\u06cc Big Data \u0648 Data Lake \u0622\u06cc\u0646\u062f\u0647 \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u062f\u0631 \u062f\u0633\u062a\u0627\u0646 \u0634\u0645\u0627\u0633\u062a! \u062f\u0631 \u062f\u0646\u06cc\u0627\u06cc \u0627\u0645\u0631\u0648\u0632\u060c \u062f\u0627\u062f\u0647\u200c\u0647\u0627 \u0646\u0628\u0636 \u062a\u067e\u0646\u062f\u0647 \u0647\u0631 \u06a9\u0633\u0628\u200c\u0648\u06a9\u0627\u0631\u06cc \u0647\u0633\u062a\u0646\u062f. \u062d\u062c\u0645 \u0627&#8230;<\/p>\n","protected":false},"featured_media":67493,"comment_status":"open","ping_status":"closed","template":"","meta":{"pmpro_default_level":"","site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-4)","background-image":"","background-repeat":"repeat","background-position":"center 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