\u0647\u0630\u0627 \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0647\u0648 \u0631\u062d\u0644\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0634\u0627\u0645\u0644\u0629 \u062a\u0628\u062f\u0623 \u0645\u0639\u0643 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0648\u062a\u0645\u062a\u062f \u0644\u062a\u063a\u0637\u064a \u0643\u0644 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062d\u062a\u0627\u062c\u0647\u0627 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0631\u0641 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u062e\u0644\u0627\u0644 \u0623\u0643\u062b\u0631 \u0645\u0646 60 \u0633\u0627\u0639\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0645\u0643\u062b\u0641\u0629<\/b>\u060c \u0633\u062a\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0646\u0638\u0631\u064a\u0629\u060c \u062a\u0646\u0641\u0651\u0630 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0648\u062a\u062a\u062e\u0631\u062c \u0628\u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0647\u0646\u064a\u0629 \u0642\u0648\u064a\u0629 \u0648\u0645\u0644\u0641 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u062d\u062a\u0631\u0627\u0641\u064a.<\/p>\n
\n\ud83d\udcda \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0639\u0633\u0643\u0631<\/b><\/h2>\n
1. \u0645\u0642\u062f\u0645\u0629 \u0625\u0644\u0649 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/b><\/h3>\n
\u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062a\u0645\u0647\u064a\u062f\u064a \u0633\u062a\u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u0630\u064a \u0633\u062a\u0628\u0646\u064a \u0639\u0644\u064a\u0647 \u0628\u0627\u0642\u064a \u0627\u0644\u0631\u062d\u0644\u0629:<\/p>\n
\u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0647\u064a \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0647\u0646\u0627 \u0633\u062a\u062a\u0639\u0644\u0645 Python \u0645\u0646 \u0627\u0644\u0635\u0641\u0631:<\/p>\n
\u0633\u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 Linux \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 (CLI) \u0648\u0623\u0633\u0627\u0633\u064a\u0627\u062a Git \u0648GitHub \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0645\u0639 \u0627\u0644\u0641\u0631\u0642.<\/p>\n
\u0633\u062a\u062a\u0642\u0646 \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629 (SQL) \u0648\u063a\u064a\u0631 \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629 (NoSQL):<\/p>\n
\u0633\u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641 \u062a\u064f\u062e\u0632\u0651\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u064f\u0646\u0638\u0651\u0645\u0647\u0627 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631:<\/p>\n
\u0633\u062a\u063a\u0648\u0635 \u0641\u064a \u0639\u0627\u0644\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629\u060c \u0648\u0647\u0648 \u0642\u0644\u0628 \u0639\u0645\u0644 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b:<\/p>\n
\u0647\u0646\u0627 \u062a\u0628\u062f\u0623 \u0628\u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0643\u0627\u0645\u0644\u0629 (End-to-End) \u0645\u062b\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649:<\/p>\n
\u0633\u062a\u062a\u0639\u0644\u0651\u0645 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629:<\/p>\n
\u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0639\u0633\u0643\u0631\u060c \u0633\u062a\u0642\u0648\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0623\u0643\u062b\u0631 \u0645\u0646 12 \u0645\u0634\u0631\u0648\u0639\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0645\u062a\u0643\u0627\u0645\u0644\u064b\u0627<\/b>\u060c \u0645\u0646\u0647\u0627:<\/p>\n \u0647\u0648 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u062f\u0631\u064a\u0628\u064a \u0634\u0627\u0645\u0644 \u0648\u0645\u0643\u062b\u0651\u0641 \u0645\u0648\u062c\u0647 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0631\u0627\u063a\u0628\u064a\u0646 \u0641\u064a \u062f\u062e\u0648\u0644 \u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0648\u0643\u0630\u0644\u0643 \u0644\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u064a\u062f\u0648\u0646 \u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a\u0647\u0645.<\/p>\n \u0646\u0639\u0645\u060c \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0645\u0635\u0645\u0645 \u0644\u064a\u0628\u062f\u0623 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a\u060c \u0641\u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062e\u0628\u0631\u0629 \u0645\u0633\u0628\u0642\u0629.<\/p>\n \u0646\u0639\u0645\u060c \u0633\u062a\u0642\u0648\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0623\u0643\u062b\u0631 \u0645\u0646 12 \u0645\u0634\u0631\u0648\u0639\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u064a\u0639\u0643\u0633 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u062a\u064f\u0636\u0627\u0641 \u0625\u0644\u0649 \u0645\u0644\u0641 \u0623\u0639\u0645\u0627\u0644\u0643 (Portfolio).<\/p>\n \u0633\u062c\u0651\u0644 \u0627\u0644\u0622\u0646 \u0641\u064a \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0628\u062f\u0623 \u0628\u0628\u0646\u0627\u0621 \u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0628\u062b\u0642\u0629 \u0648\u0645\u0647\u0627\u0631\u0629.<\/b><\/p>\n \u0627\u0644\u0645\u0642\u0627\u0639\u062f \u0645\u062d\u062f\u0648\u062f\u0629 \u0628\u0640 30 \u0645\u0642\u0639\u062f\u064b\u0627 \u0641\u0642\u0637 \u0634\u0647\u0631\u064a\u064b\u0627 \u0644\u0636\u0645\u0627\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/i><\/p>","protected":false},"excerpt":{"rendered":" \ud83d\ude80 \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0641\u064a \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0637\u0631\u064a\u0642 \u0627\u0644\u0623\u0633\u0631\u0639 \u0644\u062a\u0635\u0628\u062d \u0645\u0647\u0646\u062f\u0633 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062d\u062a\u0631\u0641\u060c \u062c\u0627\u0647\u0632 \u0644\u0644\u0639\u0645\u0644 \u0641\u064a \u0627\u0644\u0633\u0648\u0642 \u0627\u0644\u0645\u062d\u0644\u064a \u0648\u0627\u0644\u0639\u0627\u0644\u0645\u064a. \u0647\u0630\u0627 \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0647\u0648 \u0631\u062d\u0644\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0634\u0627\u0645\u0644\u0629 \u062a\u0628\u062f\u0623 \u0645\u0639\u0643 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0648\u062a\u0645\u062a\u062f \u0644\u062a\u063a\u0637\u064a \u0643\u0644 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0646\u064a\u0627\u062a \u0627\u0644\u062a\u064a \u064a\u062d\u062a\u0627\u062c\u0647\u0627 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0645\u062d\u062a\u0631\u0641 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u062f\u064a\u062b\u0629. \u062e\u0644\u0627\u0644 \u0623\u0643\u062b\u0631 \u0645\u0646 60 \u0633\u0627\u0639\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0645\u0643\u062b\u0641\u0629\u060c \u0633\u062a\u062a\u0639\u0644\u0651\u0645 \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0646\u0638\u0631\u064a\u0629\u060c \u062a\u0646\u0641\u0651\u0630 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u0648\u0627\u0642\u0639\u064a\u0629\u060c \u0648\u062a\u062a\u062e\u0631\u062c \u0628\u0634\u0647\u0627\u062f\u0627\u062a \u0645\u0647\u0646\u064a\u0629 \u0642\u0648\u064a\u0629 \u0648\u0645\u0644\u0641 \u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u062d\u062a\u0631\u0627\u0641\u064a. \ud83d\udcda \u0645\u062d\u062a\u0648\u0649 \u0627\u0644\u0645\u0639\u0633\u0643\u0631 1. \u0645\u0642\u062f\u0645\u0629 \u0625\u0644\u0649 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0641\u064a \u0647\u0630\u0627 \u0627\u0644\u0642\u0633\u0645 \u0627\u0644\u062a\u0645\u0647\u064a\u062f\u064a \u0633\u062a\u0641\u0647\u0645 \u0627\u0644\u0623\u0633\u0627\u0633 \u0627\u0644\u0630\u064a \u0633\u062a\u0628\u0646\u064a \u0639\u0644\u064a\u0647 \u0628\u0627\u0642\u064a \u0627\u0644\u0631\u062d\u0644\u0629: \u0645\u0627\u0647\u064a\u0651\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0623\u0646\u0648\u0627\u0639\u0647\u0627 (Structured, Semi-Structured, Unstructured). \u0641\u0647\u0645 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u062f\u0627\u062e\u0644 \u0627\u0644\u0645\u0624\u0633\u0633\u0627\u062a: \u0645\u0646 \u0627\u0644\u062c\u0645\u0639 \u2190 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u2190 \u0627\u0644\u062a\u062d\u0644\u064a\u0644 \u2190 \u0627\u0644\u0642\u0631\u0627\u0631. \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 \u0623\u062f\u0648\u0627\u0631 \u0641\u0631\u064a\u0642 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Engineer, Data Analyst, Data Scientist). \u0627\u0644\u0645\u0641\u0627\u0647\u064a\u0645 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0644\u0644\u0628\u0646\u064a\u0629 \u0627\u0644\u062a\u062d\u062a\u064a\u0629 \u0627\u0644\u062d\u062f\u064a\u062b\u0629 \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Modern Data Stack). \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0645\u0646 \u0634\u0631\u0643\u0627\u062a \u0645\u062b\u0644 Amazon, Netflix, \u0648 Careem. \u0627\u0644\u0647\u062f\u0641: \u062a\u0643\u0648\u064a\u0646 \u0631\u0624\u064a\u0629 \u0648\u0627\u0636\u062d\u0629 \u0648\u0634\u0627\u0645\u0644\u0629 \u0644\u0639\u0627\u0644\u0645 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062f\u0648\u0631\u0643 \u0641\u064a\u0647 \u0643\u0645\u0647\u0646\u062f\u0633 \u0628\u064a\u0627\u0646\u0627\u062a. 2. \ud83d\udc0d Python \u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0628\u0631\u0645\u062c\u0629 \u0647\u064a \u0627\u0644\u0639\u0645\u0648\u062f \u0627\u0644\u0641\u0642\u0631\u064a \u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0647\u0646\u0627 \u0633\u062a\u062a\u0639\u0644\u0645 Python \u0645\u0646 \u0627\u0644\u0635\u0641\u0631: \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u0644\u063a\u0629 \u0648\u0647\u064a\u0627\u0643\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Lists, Tuples, Dictionaries). \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0645\u0644\u0641\u0627\u062a (CSV, JSON, Excel). \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a: Pandas, NumPy. \u062c\u0644\u0628 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0625\u0646\u062a\u0631\u0646\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Web APIs \u0648 Web Scraping. \u0643\u062a\u0627\u0628\u0629 \u0633\u0643\u0631\u0628\u062a\u0627\u062a \u0623\u062a\u0645\u062a\u0629 \u0644\u0645\u0647\u0627\u0645 ETL (Extract, Transform, Load). \u0627\u0644\u0647\u062f\u0641: \u0623\u0646 \u062a\u0635\u0628\u062d \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u0644\u0628\u0646\u0627\u0621 \u0623\u0633\u0627\u0633\u0627\u062a \u0623\u064a \u0645\u0634\u0631\u0648\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631. 3. \ud83d\udc27 Linux \u0648 Git \u0633\u062a\u062a\u0639\u0644\u0645 \u0627\u0644\u0639\u0645\u0644 \u0628\u0643\u0641\u0627\u0621\u0629 \u062f\u0627\u062e\u0644 \u0628\u064a\u0626\u0629 Linux \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0633\u0637\u0631 \u0627\u0644\u0623\u0648\u0627\u0645\u0631 (CLI) \u0648\u0623\u0633\u0627\u0633\u064a\u0627\u062a Git \u0648GitHub \u0644\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0648\u0627\u0644\u062a\u0639\u0627\u0648\u0646 \u0645\u0639 \u0627\u0644\u0641\u0631\u0642. \u0627\u0644\u0647\u062f\u0641: \u0623\u0646 \u062a\u0635\u0628\u062d \u0645\u0631\u062a\u0627\u062d\u064b\u0627 \u0644\u0644\u0639\u0645\u0644 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0633\u064a\u0631\u0641\u0631 \u0648\u0627\u0644\u0625\u0646\u062a\u0627\u062c \u0648\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Git \u0643\u0623\u062f\u0627\u0629 \u0623\u0633\u0627\u0633\u064a\u0629. 4. \ud83d\udcbe SQL \u0648 NoSQL \u0633\u062a\u062a\u0642\u0646 \u0627\u0644\u0639\u0645\u0644 \u0645\u0639 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629 (SQL) \u0648\u063a\u064a\u0631 \u0627\u0644\u0639\u0644\u0627\u0626\u0642\u064a\u0629 (NoSQL): SQL: \u0623\u0648\u0627\u0645\u0631 \u0645\u062a\u0642\u062f\u0645\u0629 \u0645\u062b\u0644 JOINs, Subqueries, CTE, \u0648 Window Functions. NoSQL: \u0623\u0646\u0638\u0645\u0629 \u0634\u0647\u064a\u0631\u0629 \u0645\u062b\u0644 MongoDB \u0644\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0634\u0628\u0647 \u0645\u0646\u0638\u0645\u0629 \u0648 Redis \u0644\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0633\u0631\u064a\u0639. \u0641\u0647\u0645 CAP Theorem \u0648\u062a\u0635\u0645\u064a\u0645 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0642\u0627\u0628\u0644\u0629 \u0644\u0644\u062a\u0648\u0633\u0639. \u0627\u0644\u0647\u062f\u0641: \u0623\u0646 \u062a\u0635\u0628\u062d \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u062a\u0635\u0645\u064a\u0645 \u0648\u0625\u062f\u0627\u0631\u0629 \u0648\u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645 \u0639\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u062e\u062a\u0644\u0641 \u0623\u0646\u0648\u0627\u0639 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a. 5. \ud83c\udfe2 Data Warehousing (\u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a) \u0633\u062a\u062a\u0639\u0644\u0645 \u0643\u064a\u0641 \u062a\u064f\u062e\u0632\u0651\u0646 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u064f\u0646\u0638\u0651\u0645\u0647\u0627 \u0644\u0644\u062a\u062d\u0644\u064a\u0644 \u0648\u0627\u062a\u062e\u0627\u0630 \u0627\u0644\u0642\u0631\u0627\u0631: \u0627\u0644\u0641\u0631\u0642 \u0628\u064a\u0646 OLTP \u0648 OLAP \u0648\u0645\u0641\u0627\u0647\u064a\u0645 ETL \u0648 ELT. \u062a\u0635\u0645\u064a\u0645 \u0645\u0633\u062a\u0648\u062f\u0639\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Star Schema, Snowflake Schema). \u0623\u062f\u0648\u0627\u062a \u0633\u062d\u0627\u0628\u064a\u0629 \u0645\u062b\u0644 Amazon Redshift, Google BigQuery, \u0648 Snowflake. \u0627\u0644\u0647\u062f\u0641: \u0628\u0646\u0627\u0621 \u0628\u064a\u0626\u0629 \u062a\u062d\u0644\u064a\u0644\u064a\u0629 \u0642\u0648\u064a\u0629 \u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u062a\u062d\u0636\u064a\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 \u0644\u0644\u062a\u062d\u0644\u064a\u0644. 6. \u2728 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629 (Big Data) \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Hadoop \u0648 Spark \u0633\u062a\u063a\u0648\u0635 \u0641\u064a \u0639\u0627\u0644\u0645 \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u0636\u062e\u0645\u0629\u060c \u0648\u0647\u0648 \u0642\u0644\u0628 \u0639\u0645\u0644 \u0645\u0647\u0646\u062f\u0633 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0627\u0644\u062d\u062f\u064a\u062b: \u0641\u0647\u0645 \u0645\u0643\u0648\u0646\u0627\u062a Hadoop \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 (HDFS, YARN, MapReduce). \u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0625\u0644\u0649 Apache Spark \u0643\u0623\u062f\u0627\u0629 \u0623\u0633\u0631\u0639 \u0648\u0623\u0643\u062b\u0631 \u0645\u0631\u0648\u0646\u0629. \u0642\u0631\u0627\u0621\u0629 \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 PySpark (\u0641\u0644\u062a\u0631\u0629\u060c \u062a\u062c\u0645\u064a\u0639\u060c \u062a\u062d\u0648\u064a\u0644\u0627\u062a). \u0627\u0644\u0647\u062f\u0641: \u0623\u0646 \u062a\u062a\u0645\u0643\u0646 \u0645\u0646 \u0628\u0646\u0627\u0621 \u0648\u062a\u0634\u063a\u064a\u0644 \u0639\u0645\u0644\u064a\u0627\u062a \u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0636\u062e\u0645\u0629 \u0639\u0644\u0649 \u0646\u0637\u0627\u0642 \u0648\u0627\u0633\u0639. 7. \u2699\ufe0f Kafka \u0648 Airflow \u0647\u0646\u0627 \u062a\u0628\u062f\u0623 \u0628\u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u0645\u062a\u0643\u0627\u0645\u0644\u0629 (End-to-End) \u0645\u062b\u0644 \u0627\u0644\u0645\u0633\u062a\u062e\u062f\u0645\u0629 \u0641\u064a \u0627\u0644\u0634\u0631\u0643\u0627\u062a \u0627\u0644\u0643\u0628\u0631\u0649: Apache Kafka: \u0628\u0646\u0627\u0621 \u0642\u0646\u0648\u0627\u062a \u0628\u062b \u0628\u064a\u0627\u0646\u0627\u062a \u0644\u062d\u0638\u064a\u0629 (Streaming Pipelines). Apache Airflow: \u062a\u0635\u0645\u064a\u0645 \u0648\u062a\u0634\u063a\u064a\u0644 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 Data Pipelines \u0645\u062c\u062f\u0648\u0644\u0629 (DAGs). \u0627\u0644\u0647\u062f\u0641: \u0628\u0646\u0627\u0621 \u0648\u062a\u0634\u063a\u064a\u0644 \u062e\u0637\u0648\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u0627\u062d\u062a\u0631\u0627\u0641\u064a\u0629 \u062a\u0639\u0645\u0644 \u0623\u0648\u062a\u0648\u0645\u0627\u062a\u064a\u0643\u064a\u064b\u0627. 8. \u2601\ufe0f AWS \u0648 Docker \u0633\u062a\u062a\u0639\u0644\u0651\u0645 \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0644\u0644\u0645\u0624\u0633\u0633\u0627\u062a \u0627\u0644\u062a\u0642\u0646\u064a\u0629: \u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u062e\u062f\u0645\u0627\u062a AWS Cloud \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0629 \u0645\u062b\u0644 S3, RDS, EC2, \u0648 Glue. \u062a\u0639\u0644\u0645 Docker \u0644\u0628\u0646\u0627\u0621 \u0627\u0644\u062d\u0627\u0648\u064a\u0627\u062a (Containers) \u0648\u0646\u0634\u0631 \u062a\u0637\u0628\u064a\u0642\u0627\u062a \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0633\u0631\u0639\u0629. \u0627\u0644\u0647\u062f\u0641: \u062a\u062c\u0647\u064a\u0632\u0643 \u0644\u0644\u0639\u0645\u0644 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0625\u0646\u062a\u0627\u062c \u062d\u0642\u064a\u0642\u064a\u0629 \u062a\u0639\u062a\u0645\u062f \u0639\u0644\u0649 \u0627\u0644\u062d\u0648\u0633\u0628\u0629 \u0627\u0644\u0633\u062d\u0627\u0628\u064a\u0629. \ud83d\udcc1 \u0627\u0644\u0645\u0634\u0627\u0631\u064a\u0639 \u0627\u0644\u0639\u0645\u0644\u064a\u0629 (Portfolio) \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0639\u0633\u0643\u0631\u060c \u0633\u062a\u0642\u0648\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0623\u0643\u062b\u0631 \u0645\u0646 12 \u0645\u0634\u0631\u0648\u0639\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0645\u062a\u0643\u0627\u0645\u0644\u064b\u0627\u060c \u0645\u0646\u0647\u0627: \u0628\u0646\u0627\u0621 \u0645\u0633\u062a\u0648\u062f\u0639 \u0628\u064a\u0627\u0646\u0627\u062a \u0633\u062d\u0627\u0628\u064a \u0648\u062a\u062d\u0645\u064a\u0644 \u0628\u064a\u0627\u0646\u0627\u062a \u062d\u0642\u064a\u0642\u064a\u0629 \u0625\u0644\u064a\u0647. \u0625\u0646\u0634\u0627\u0621 \u062e\u0637 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0627\u0645\u0644 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Airflow, Spark, \u0648 Kafka. \u062a\u0637\u0648\u064a\u0631 \u0646\u0638\u0627\u0645 \u0628\u062b \u0644\u062d\u0638\u064a \u0648\u062a\u062d\u0644\u064a\u0644\u0647 \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Kafka. \u0625\u0639\u062f\u0627\u062f \u0628\u064a\u0626\u0629 \u0633\u062d\u0627\u0628\u064a\u0629 \u0643\u0627\u0645\u0644\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 \u062d\u0627\u0648\u064a\u0627\u062a Docker. \ud83c\udfc6 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629 \u0634\u0647\u0627\u062f\u0629 \u0645\u0639\u062a\u0645\u062f\u0629 \u0645\u0646 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0623\u062b\u0631 \u0628\u0631\u064a\u0637\u0627\u0646\u064a\u0627 \u0628\u0627\u0644\u0634\u0631\u0627\u0643\u0629 \u0645\u0639 AWS. \u0634\u0647\u0627\u062f\u0629 \u0645\u0639\u062a\u0645\u062f\u0629 \u0645\u0646 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0623\u062b\u0631 \u0628\u0631\u064a\u0637\u0627\u0646\u064a\u0627 \u0628\u0627\u0644\u0634\u0631\u0627\u0643\u0629 \u0645\u0639 Cisco. \u0634\u0647\u0627\u062f\u0629 \u0625\u062a\u0645\u0627\u0645 \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0645\u0646 \u0623\u0643\u0627\u062f\u064a\u0645\u064a\u0629 \u0623\u062b\u0631. \u23f0 \u0627\u0644\u0645\u062f\u0629 \u0648\u0639\u062f\u062f \u0627\u0644\u0633\u0627\u0639\u0627\u062a \u0627\u0644\u0645\u062f\u0629 \u0627\u0644\u0632\u0645\u0646\u064a\u0629: \u0645\u0646 8 \u0625\u0644\u0649 10 \u0623\u0633\u0627\u0628\u064a\u0639 \u062a\u0642\u0631\u064a\u0628\u064b\u0627. \u0639\u062f\u062f \u0633\u0627\u0639\u0627\u062a \u0627\u0644\u062a\u062f\u0631\u064a\u0628: \u0623\u0643\u062b\u0631 \u0645\u0646 60 \u0633\u0627\u0639\u0629 \u062a\u062f\u0631\u064a\u0628\u064a\u0629 \u0645\u0643\u062b\u0641\u0629. \u2753 \u0623\u0633\u0626\u0644\u0629 \u0634\u0627\u0626\u0639\u0629 (FAQ) \u0645\u0627 \u0647\u0648 \u0645\u0639\u0633\u0643\u0631 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0644\u0645\u0646 \u0647\u0648 \u0645\u0648\u062c\u0651\u0647\u061f \u0647\u0648 \u0628\u0631\u0646\u0627\u0645\u062c \u062a\u062f\u0631\u064a\u0628\u064a \u0634\u0627\u0645\u0644 \u0648\u0645\u0643\u062b\u0651\u0641 \u0645\u0648\u062c\u0647 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646 \u0627\u0644\u0631\u0627\u063a\u0628\u064a\u0646 \u0641\u064a \u062f\u062e\u0648\u0644 \u0627\u0644\u0645\u062c\u0627\u0644\u060c \u0648\u0643\u0630\u0644\u0643 \u0644\u0644\u0645\u062d\u062a\u0631\u0641\u064a\u0646 \u0627\u0644\u0630\u064a\u0646 \u064a\u0631\u064a\u062f\u0648\u0646 \u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a\u0647\u0645. \u0647\u0644 \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\u061f \u0646\u0639\u0645\u060c \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0645\u0635\u0645\u0645 \u0644\u064a\u0628\u062f\u0623 \u0645\u0646 \u0627\u0644\u0623\u0633\u0627\u0633\u064a\u0627\u062a\u060c \u0641\u0644\u0627 \u062a\u062d\u062a\u0627\u062c \u0625\u0644\u0649 \u062e\u0628\u0631\u0629 \u0645\u0633\u0628\u0642\u0629. \u0647\u0644 \u0647\u0646\u0627\u0643 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0639\u0633\u0643\u0631\u061f \u0646\u0639\u0645\u060c \u0633\u062a\u0642\u0648\u0645 \u0628\u062a\u0646\u0641\u064a\u0630 \u0623\u0643\u062b\u0631 \u0645\u0646 12 \u0645\u0634\u0631\u0648\u0639\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u064a\u0639\u0643\u0633 \u0633\u064a\u0646\u0627\u0631\u064a\u0648\u0647\u0627\u062a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0627\u0644\u062d\u0642\u064a\u0642\u064a\u0629 \u0648\u062a\u064f\u0636\u0627\u0641 \u0625\u0644\u0649 \u0645\u0644\u0641 \u0623\u0639\u0645\u0627\u0644\u0643 (Portfolio). \u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629 \u0633\u062c\u0651\u0644 \u0627\u0644\u0622\u0646 \u0641\u064a \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641\u064a \u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0648\u0627\u0628\u062f\u0623 \u0628\u0628\u0646\u0627\u0621 \u0645\u0633\u062a\u0642\u0628\u0644\u0643 \u0628\u062b\u0642\u0629 \u0648\u0645\u0647\u0627\u0631\u0629. \u0627\u0644\u0645\u0642\u0627\u0639\u062f \u0645\u062d\u062f\u0648\u062f\u0629 \u0628\u0640 30 \u0645\u0642\u0639\u062f\u064b\u0627 \u0641\u0642\u0637 \u0634\u0647\u0631\u064a\u064b\u0627 \u0644\u0636\u0645\u0627\u0646 \u062c\u0648\u062f\u0629 \u0627\u0644\u062a\u062f\u0631\u064a\u0628.<\/p>","protected":false},"featured_media":23333,"comment_status":"open","ping_status":"closed","template":"","meta":[],"product_brand":[],"product_cat":[94],"product_tag":[],"class_list":{"0":"post-23329","1":"product","2":"type-product","3":"status-publish","4":"has-post-thumbnail","6":"product_cat-courses","8":"first","9":"instock","10":"sale","11":"sold-individually","12":"shipping-taxable","13":"purchasable","14":"product-type-simple"},"_links":{"self":[{"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/product\/23329","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/product"}],"about":[{"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/types\/product"}],"replies":[{"embeddable":true,"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/comments?post=23329"}],"version-history":[{"count":4,"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/product\/23329\/revisions"}],"predecessor-version":[{"id":24476,"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/product\/23329\/revisions\/24476"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/media\/23333"}],"wp:attachment":[{"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/media?parent=23329"}],"wp:term":[{"taxonomy":"product_brand","embeddable":true,"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/product_brand?post=23329"},{"taxonomy":"product_cat","embeddable":true,"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/product_cat?post=23329"},{"taxonomy":"product_tag","embeddable":true,"href":"https:\/\/tharaaedu.com\/en\/wp-json\/wp\/v2\/product_tag?post=23329"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}\n
\n\ud83c\udfc6 \u0627\u0644\u0634\u0647\u0627\u062f\u0627\u062a \u0627\u0644\u0646\u0647\u0627\u0626\u064a\u0629<\/b><\/h2>\n
\n
\n\u23f0 \u0627\u0644\u0645\u062f\u0629 \u0648\u0639\u062f\u062f \u0627\u0644\u0633\u0627\u0639\u0627\u062a<\/b><\/h2>\n
\n
\n\u2753 \u0623\u0633\u0626\u0644\u0629 \u0634\u0627\u0626\u0639\u0629 (FAQ)<\/b><\/h2>\n
\u0645\u0627 \u0647\u0648 \u0645\u0639\u0633\u0643\u0631 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0644\u0645\u0646 \u0647\u0648 \u0645\u0648\u062c\u0651\u0647\u061f<\/b><\/h4>\n
\u0647\u0644 \u0627\u0644\u0645\u0639\u0633\u0643\u0631 \u0645\u0646\u0627\u0633\u0628 \u0644\u0644\u0645\u0628\u062a\u062f\u0626\u064a\u0646\u061f<\/b><\/h4>\n
\u0647\u0644 \u0647\u0646\u0627\u0643 \u0645\u0634\u0627\u0631\u064a\u0639 \u0639\u0645\u0644\u064a\u0629 \u062e\u0644\u0627\u0644 \u0627\u0644\u0645\u0639\u0633\u0643\u0631\u061f<\/b><\/h4>\n
\n\u0627\u0644\u062e\u0637\u0648\u0629 \u0627\u0644\u062a\u0627\u0644\u064a\u0629<\/b><\/h3>\n