{"id":23541,"date":"2026-02-12T07:50:07","date_gmt":"2026-02-12T05:50:07","guid":{"rendered":"https:\/\/atharhubs.com\/?post_type=courses&p=23541"},"modified":"2026-02-12T08:50:08","modified_gmt":"2026-02-12T05:50:08","slug":"python-for-data-engineering","status":"publish","type":"courses","link":"https:\/\/atharhubs.com\/en\/courses\/python-for-data-engineering\/","title":{"rendered":"\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0628\u0627\u064a\u062b\u0648\u0646 \u2013 \u0645\u0646 \u0627\u0644\u0635\u0641\u0631 \u0625\u0644\u0649 \u0627\u0644\u0627\u062d\u062a\u0631\u0627\u0641"},"content":{"rendered":"

\u062a\u0642\u062f\u0651\u0645 \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0633\u0627\u0631\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0645\u062a\u0643\u0627\u0645\u0644\u064b\u0627 \u0644\u062a\u0639\u0644\u0651\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Engineering)<\/strong> \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python<\/strong> \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0631\u0648\u0631\u064b\u0627 \u0628\u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0648\u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0645\u0639\u0627\u0644\u062c\u0629 (Data Pipelines)\u060c \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 \u062a\u062e\u0632\u064a\u0646\u0647\u0627 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u0625\u062a\u0627\u062d\u062a\u0647\u0627 \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631. \u0633\u064a\u0631\u0643\u0651\u0632 \u0627\u0644\u0645\u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0645\u062b\u0644 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 (\u0645\u0644\u0641\u0627\u062a\/\u0648\u0627\u062c\u0647\u0627\u062a API\/\u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a)\u060c \u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 \u0645\u0643\u062a\u0628\u0627\u062a \u0628\u0627\u064a\u062b\u0648\u0646\u060c \u062a\u0635\u0645\u064a\u0645 \u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062c\u062f\u0627\u0648\u0644 \u0645\u0646\u0638\u0645\u0629\u060c \u0648\u0623\u062a\u0645\u062a\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 \u0648\u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644\u060c \u0645\u0639 \u062a\u0637\u0628\u064a\u0642 \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a \u0641\u064a \u0627\u0644\u062c\u0648\u062f\u0629\u060c \u0627\u0644\u062a\u0648\u062b\u064a\u0642\u060c \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a. \u0628\u0646\u0647\u0627\u064a\u0629 \u0627\u0644\u062f\u0648\u0631\u0629 \u0633\u064a\u0643\u0648\u0646 \u0627\u0644\u0645\u062a\u062f\u0631\u0628 \u0642\u0627\u062f\u0631\u064b\u0627 \u0639\u0644\u0649 \u0628\u0646\u0627\u0621 \u0645\u0634\u0631\u0648\u0639 \u0647\u0646\u062f\u0633\u0629 \u0628\u064a\u0627\u0646\u0627\u062a \u0643\u0627\u0645\u0644 \u0642\u0627\u0628\u0644 \u0644\u0644\u062a\u0648\u0633\u0639 \u0648\u0627\u0644\u0627\u0639\u062a\u0645\u0627\u062f \u0639\u0644\u064a\u0647 \u0641\u064a \u0628\u064a\u0626\u0627\u062a \u0627\u0644\u0639\u0645\u0644.<\/p>\n

\u0623\u0647\u062f\u0627\u0641 \u0627\u0644\u062f\u0648\u0631\u0629<\/h3>\n
    \n
  • \n

    \u0628\u0646\u0627\u0621 \u0623\u0633\u0627\u0633 \u0642\u0648\u064a \u0641\u064a \u0628\u0627\u064a\u062b\u0648\u0646 \u0645\u0648\u062c\u0647 \u0644\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n

  • \n

    \u0641\u0647\u0645 \u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0627\u0633\u062a\u062e\u0631\u0627\u062c \u062d\u062a\u0649 \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0627\u0644\u0627\u0633\u062a\u0647\u0644\u0627\u0643.<\/p>\n<\/li>\n

  • \n

    \u0625\u0646\u0634\u0627\u0621 Data Pipelines \u0639\u0645\u0644\u064a\u0629 (ETL\/ELT) \u0645\u0639 \u062a\u0648\u062b\u064a\u0642 \u0648\u062c\u0648\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n

  • \n

    \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0648\u0627\u062c\u0647\u0627\u062a API \u0648\u0623\u062a\u0645\u062a\u0629 \u0648\u062a\u0634\u063a\u064a\u0644 \u0627\u0644\u0645\u0647\u0627\u0645 \u0628\u0643\u0641\u0627\u0621\u0629.<\/p>\n<\/li>\n<\/ul>\n

    What will you learn<\/h3>\n
      \n
    • \n

      \u0623\u0633\u0627\u0633\u064a\u0627\u062a Python \u0627\u0644\u0644\u0627\u0632\u0645\u0629 \u0644\u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (\u0623\u0646\u0648\u0627\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0627\u0644\u062f\u0648\u0627\u0644\u060c \u0627\u0644\u0645\u0644\u0641\u0627\u062a\u060c \u0627\u0644\u0627\u0633\u062a\u062b\u0646\u0627\u0621\u0627\u062a).<\/p>\n<\/li>\n

    • \n

      \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/p>\n

        \n
      • \n

        \u0642\u0631\u0627\u0621\u0629 \u0648\u0643\u062a\u0627\u0628\u0629 CSV\/Excel\/JSON<\/p>\n<\/li>\n

      • \n

        \u062a\u0646\u0638\u064a\u0641 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0642\u064a\u0645 \u0627\u0644\u0645\u0641\u0642\u0648\u062f\u0629 \u0648\u0627\u0644\u062a\u0643\u0631\u0627\u0631\u0627\u062a<\/p>\n<\/li>\n

      • \n

        \u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062a\u062c\u0647\u064a\u0632\u0647\u0627 \u0644\u0644\u062a\u062d\u0644\u064a\u0644<\/p>\n<\/li>\n<\/ul>\n<\/li>\n

      • \n

        \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a:<\/p>\n

          \n
        • \n

          \u0623\u0633\u0627\u0633\u064a\u0627\u062a SQL<\/p>\n<\/li>\n

        • \n

          \u0627\u0644\u0627\u062a\u0635\u0627\u0644 \u0628\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0628\u0627\u064a\u062b\u0648\u0646 \u0648\u062a\u0646\u0641\u064a\u0630 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a<\/p>\n<\/li>\n

        • \n

          \u062a\u0635\u0645\u064a\u0645 \u0627\u0644\u062c\u062f\u0627\u0648\u0644 \u0648\u0627\u0644\u0641\u0647\u0627\u0631\u0633 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0627\u0633\u062a\u0639\u0644\u0627\u0645\u0627\u062a (\u0645\u0628\u0627\u062f\u0626)<\/p>\n<\/li>\n<\/ul>\n<\/li>\n

        • \n

          \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629:<\/p>\n

            \n
          • \n

            APIs (Requests) + \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 Pagination \u0648Rate Limits (\u0645\u0628\u0627\u062f\u0626)<\/p>\n<\/li>\n

          • \n

            Web data basics (\u0627\u062e\u062a\u064a\u0627\u0631\u064a \u062d\u0633\u0628 \u0627\u0644\u0645\u0633\u062a\u0648\u0649)<\/p>\n<\/li>\n<\/ul>\n<\/li>\n

          • \n

            \u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0645\u0639\u0627\u0644\u062c\u0629 \u0628\u064a\u0627\u0646\u0627\u062a (Pipelines):<\/p>\n

              \n
            • \n

              \u062a\u0635\u0645\u064a\u0645 \u0645\u0631\u0627\u062d\u0644 Extract \/ Transform \/ Load<\/p>\n<\/li>\n

            • \n

              \u062a\u0633\u062c\u064a\u0644 \u0627\u0644\u0633\u062c\u0644\u0627\u062a (Logging) \u0648\u0645\u0639\u0627\u0644\u062c\u0629 \u0627\u0644\u0623\u062e\u0637\u0627\u0621 \u0648\u0625\u0639\u0627\u062f\u0629 \u0627\u0644\u0645\u062d\u0627\u0648\u0644\u0629 (Retries)<\/p>\n<\/li>\n

            • \n

              \u0627\u062e\u062a\u0628\u0627\u0631 \u062c\u0648\u062f\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Validation)<\/p>\n<\/li>\n<\/ul>\n<\/li>\n

            • \n

              \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0645\u0644\u0641\u0627\u062a:<\/p>\n

                \n
              • \n

                \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0645\u062c\u0644\u062f\u0627\u062a\u060c \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a\u060c \u0648Naming Conventions<\/p>\n<\/li>\n

              • \n

                \u0635\u064a\u063a \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0627\u0644\u0645\u0646\u0627\u0633\u0628\u0629 (\u0645\u062b\u0644 Parquet \u0643\u0645\u0641\u0647\u0648\u0645)<\/p>\n<\/li>\n<\/ul>\n<\/li>\n

              • \n

                \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u0627\u0644\u062a\u0634\u063a\u064a\u0644:<\/p>\n

                  \n
                • \n

                  \u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u0645\u0647\u0627\u0645 (Cron\/Task Scheduler) \u0623\u0648 \u0623\u062f\u0648\u0627\u062a \u062a\u0634\u063a\u064a\u0644 (\u062d\u0633\u0628 \u0627\u0644\u0628\u064a\u0626\u0629)<\/p>\n<\/li>\n

                • \n

                  \u0625\u0646\u0634\u0627\u0621 \u062a\u0642\u0627\u0631\u064a\u0631 \u062a\u0634\u063a\u064a\u0644\u064a\u0629 \u0628\u0633\u064a\u0637\u0629 \u0648\u0645\u0631\u0627\u0642\u0628\u0629 \u0627\u0644\u062a\u0646\u0641\u064a\u0630<\/p>\n<\/li>\n<\/ul>\n<\/li>\n

                • \n

                  \u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a:<\/p>\n

                    \n
                  • \n

                    Git \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0625\u0635\u062f\u0627\u0631\u0627\u062a<\/p>\n<\/li>\n

                  • \n

                    \u0643\u062a\u0627\u0628\u0629 \u0643\u0648\u062f \u0646\u0638\u064a\u0641 \u0648\u0642\u0627\u0628\u0644 \u0644\u0644\u0635\u064a\u0627\u0646\u0629<\/p>\n<\/li>\n

                  • \n

                    \u0627\u0644\u062a\u0648\u062b\u064a\u0642 \u0648\u0628\u0646\u0627\u0621 \u0645\u0634\u0631\u0648\u0639 \u0646\u0647\u0627\u0626\u064a Portfolio-ready<\/p>\n<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n

                    \u0645\u062d\u0627\u0648\u0631 \u0627\u0644\u062f\u0648\u0631\u0629 (Outline \u0645\u062e\u062a\u0635\u0631)<\/h3>\n
                      \n
                    1. \n

                      \u0645\u062f\u062e\u0644 \u0625\u0644\u0649 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0648\u062f\u0648\u0631\u0629 \u062d\u064a\u0627\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a<\/p>\n<\/li>\n

                    2. \n

                      Python \u0644\u0628\u064a\u0627\u0646\u0627\u062a: \u0645\u0644\u0641\u0627\u062a\u060c \u0627\u0633\u062a\u062b\u0646\u0627\u0621\u0627\u062a\u060c \u062a\u0646\u0638\u064a\u0645 \u0627\u0644\u0645\u0634\u0631\u0648\u0639<\/p>\n<\/li>\n

                    3. \n

                      \u062a\u0646\u0638\u064a\u0641 \u0648\u062a\u062d\u0648\u064a\u0644 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0639\u0645\u0644\u064a\u064b\u0627<\/p>\n<\/li>\n

                    4. \n

                      SQL \u0648\u0642\u0648\u0627\u0639\u062f \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a + \u0631\u0628\u0637\u0647\u0627 \u0628\u0628\u0627\u064a\u062b\u0648\u0646<\/p>\n<\/li>\n

                    5. \n

                      \u0627\u0633\u062a\u062e\u0631\u0627\u062c \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 APIs \u0648\u062f\u0645\u062c \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629<\/p>\n<\/li>\n

                    6. \n

                      \u062a\u0635\u0645\u064a\u0645 \u0648\u0628\u0646\u0627\u0621 ETL Pipeline \u0643\u0627\u0645\u0644 \u0645\u0639 Logging & Validation<\/p>\n<\/li>\n

                    7. \n

                      \u0627\u0644\u062a\u062e\u0632\u064a\u0646 \u0648\u062a\u062d\u0633\u064a\u0646 \u0627\u0644\u0623\u062f\u0627\u0621 (\u0645\u0628\u0627\u062f\u0626)<\/p>\n<\/li>\n

                    8. \n

                      \u0627\u0644\u0623\u062a\u0645\u062a\u0629 \u0648\u062c\u062f\u0648\u0644\u0629 \u0627\u0644\u062a\u0634\u063a\u064a\u0644 + Git \u0648\u0623\u0641\u0636\u0644 \u0627\u0644\u0645\u0645\u0627\u0631\u0633\u0627\u062a<\/p>\n<\/li>\n

                    9. \n

                      \u0627\u0644\u0645\u0634\u0631\u0648\u0639 \u0627\u0644\u0646\u0647\u0627\u0626\u064a: \u0628\u0646\u0627\u0621 Pipeline \u0645\u0646 \u0645\u0635\u062f\u0631\u064a\u0646 \u0648\u062a\u062e\u0632\u064a\u0646\u0647 \u0641\u064a \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a + \u062a\u0642\u0631\u064a\u0631 \u062a\u0634\u063a\u064a\u0644<\/p>\n<\/li>\n<\/ol>\n

                      \u0645\u062e\u0631\u062c\u0627\u062a \u0627\u0644\u062f\u0648\u0631\u0629<\/h3>\n
                        \n
                      • \n

                        \u0645\u0634\u0631\u0648\u0639 \u0646\u0647\u0627\u0626\u064a \u0645\u062a\u0643\u0627\u0645\u0644 \u064a\u0635\u0644\u062d \u0644\u0644\u0640 Portfolio (Pipeline \u062d\u0642\u064a\u0642\u064a + \u0642\u0627\u0639\u062f\u0629 \u0628\u064a\u0627\u0646\u0627\u062a + \u062a\u0648\u062b\u064a\u0642).<\/p>\n<\/li>\n

                      • \n

                        \u0645\u062c\u0645\u0648\u0639\u0629 \u062a\u0645\u0627\u0631\u064a\u0646 \u0648\u0645\u0634\u0627\u0631\u064a\u0639 \u0635\u063a\u064a\u0631\u0629 (Cleaning \/ API \/ DB \/ ETL).<\/p>\n<\/li>\n

                      • \n

                        \u062c\u0627\u0647\u0632\u064a\u0629 \u0644\u0644\u0628\u062f\u0621 \u0643\u0640 Junior Data Engineer \u0623\u0648 \u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a Analyst \u0646\u062d\u0648 Data Engineering.<\/p>\n<\/li>\n<\/ul>\n

                        \u0627\u0644\u0641\u0626\u0629 \u0627\u0644\u0645\u0633\u062a\u0647\u062f\u0641\u0629<\/h3>\n
                          \n
                        • \n

                          \u0645\u0628\u062a\u062f\u0626\u0648\u0646 \u064a\u0631\u063a\u0628\u0648\u0646 \u0628\u062f\u062e\u0648\u0644 \u0645\u062c\u0627\u0644 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0627\u0644\u0635\u0641\u0631.<\/p>\n<\/li>\n

                        • \n

                          \u0645\u062d\u0644\u0644\u0648 \u0628\u064a\u0627\u0646\u0627\u062a \u064a\u0631\u064a\u062f\u0648\u0646 \u062a\u0637\u0648\u064a\u0631 \u0645\u0647\u0627\u0631\u0627\u062a\u0647\u0645 \u0644\u0628\u0646\u0627\u0621 Pipelines \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n

                        • \n

                          \u0645\u0637\u0648\u0631\u0648 \u0628\u0631\u0645\u062c\u064a\u0627\u062a \u064a\u0631\u063a\u0628\u0648\u0646 \u0628\u0627\u0644\u0627\u0646\u062a\u0642\u0627\u0644 \u0644\u0645\u0633\u0627\u0631 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a.<\/p>\n<\/li>\n<\/ul>\n

                          \u0627\u0644\u0645\u062a\u0637\u0644\u0628\u0627\u062a<\/h3>\n
                            \n
                          • \n

                            \u0644\u0627 \u064a\u0634\u062a\u0631\u0637 \u062e\u0628\u0631\u0629 \u0645\u0633\u0628\u0642\u0629 (\u064a\u064f\u0641\u0636\u0651\u0644 \u0645\u0639\u0631\u0641\u0629 \u0628\u0633\u064a\u0637\u0629 \u0628\u0627\u0644\u062d\u0627\u0633\u0648\u0628).<\/p>\n<\/li>\n

                          • \n

                            \u062c\u0647\u0627\u0632 \u0643\u0645\u0628\u064a\u0648\u062a\u0631 \u0648\u0627\u062a\u0635\u0627\u0644 \u0625\u0646\u062a\u0631\u0646\u062a.<\/p>\n<\/li>\n<\/ul>","protected":false},"excerpt":{"rendered":"

                            \u062a\u0642\u062f\u0651\u0645 \u0647\u0630\u0647 \u0627\u0644\u062f\u0648\u0631\u0629 \u0645\u0633\u0627\u0631\u064b\u0627 \u0639\u0645\u0644\u064a\u064b\u0627 \u0645\u062a\u0643\u0627\u0645\u0644\u064b\u0627 \u0644\u062a\u0639\u0644\u0651\u0645 \u0647\u0646\u062f\u0633\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a (Data Engineering) \u0648\u0625\u062f\u0627\u0631\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0628\u0627\u0633\u062a\u062e\u062f\u0627\u0645 Python \u062e\u0637\u0648\u0629 \u0628\u062e\u0637\u0648\u0629\u060c \u0628\u062f\u0621\u064b\u0627 \u0645\u0646 \u0623\u0633\u0627\u0633\u064a\u0627\u062a \u0627\u0644\u062a\u0639\u0627\u0645\u0644 \u0645\u0639 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a\u060c \u0645\u0631\u0648\u0631\u064b\u0627 \u0628\u062a\u0646\u0638\u064a\u0641\u0647\u0627 \u0648\u062a\u062d\u0648\u064a\u0644\u0647\u0627 \u0648\u0628\u0646\u0627\u0621 \u062e\u0637\u0648\u0637 \u0645\u0639\u0627\u0644\u062c\u0629 (Data Pipelines)\u060c \u0648\u0635\u0648\u0644\u064b\u0627 \u0625\u0644\u0649 \u062a\u062e\u0632\u064a\u0646\u0647\u0627 \u0628\u0643\u0641\u0627\u0621\u0629 \u0648\u0625\u062a\u0627\u062d\u062a\u0647\u0627 \u0644\u0644\u062a\u062d\u0644\u064a\u0644\u0627\u062a \u0648\u0627\u0644\u062a\u0642\u0627\u0631\u064a\u0631. \u0633\u064a\u0631\u0643\u0651\u0632 \u0627\u0644\u0645\u062a\u062f\u0631\u0628 \u0639\u0644\u0649 \u0627\u0644\u0645\u0647\u0627\u0631\u0627\u062a \u0627\u0644\u0645\u0637\u0644\u0648\u0628\u0629 \u0641\u064a \u0633\u0648\u0642 \u0627\u0644\u0639\u0645\u0644 \u0645\u062b\u0644 \u0642\u0631\u0627\u0621\u0629 \u0627\u0644\u0628\u064a\u0627\u0646\u0627\u062a \u0645\u0646 \u0645\u0635\u0627\u062f\u0631 \u0645\u062a\u0639\u062f\u062f\u0629 (\u0645\u0644\u0641\u0627\u062a\/\u0648\u0627\u062c\u0647\u0627\u062a API\/\u0642\u0648\u0627\u0639\u062f \u0628\u064a\u0627\u0646\u0627\u062a)\u060c […]<\/p>\n","protected":false},"author":13,"featured_media":23543,"template":"","course-category":[700],"course-tag":[],"class_list":["post-23541","courses","type-courses","status-publish","has-post-thumbnail","hentry","course-category-700"],"acf":[],"_links":{"self":[{"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/courses\/23541","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/courses"}],"about":[{"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/types\/courses"}],"author":[{"embeddable":true,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/users\/13"}],"version-history":[{"count":39,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/courses\/23541\/revisions"}],"predecessor-version":[{"id":27025,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/courses\/23541\/revisions\/27025"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/media\/23543"}],"wp:attachment":[{"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/media?parent=23541"}],"wp:term":[{"taxonomy":"course-category","embeddable":true,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/course-category?post=23541"},{"taxonomy":"course-tag","embeddable":true,"href":"https:\/\/atharhubs.com\/en\/wp-json\/wp\/v2\/course-tag?post=23541"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}