{"id":4218,"date":"2025-12-11T16:58:15","date_gmt":"2025-12-11T08:58:15","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4218"},"modified":"2025-12-11T16:58:15","modified_gmt":"2025-12-11T08:58:15","slug":"a-comprehensive-analysis-of-mwaa-the-efficient-data-orchestration-approach-of-aws-hosting-apache-airflow","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ko\/aws-\ud638\uc2a4\ud305-\ud658\uacbd\uc5d0\uc11c-apache-airflow\ub97c-\ud65c\uc6a9\ud55c-\ud6a8\uc728\uc801\uc778-\ub370\uc774\ud130-\uc624\/","title":{"rendered":"MWAA \uc804\uccb4 \ubd84\uc11d: AWS \uad00\ub9ac\ud615 Apache Airflow\ub97c \uc704\ud55c \ud6a8\uc728\uc801\uc778 \ub370\uc774\ud130 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ubc29\ubc95"},"content":{"rendered":"

\uae09\uc18d\ub3c4\ub85c \uae30\uc5c5 \ub514\uc9c0\ud138\ud654\uac00 \uc9c4\ud589\ub418\ub294 \uc624\ub298\ub0a0, \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \uba38\uc2e0 \ub7ec\ub2dd, \ubc30\uce58 \ucc98\ub9ac \uc791\uc5c5\uc740 \uc810\uc810 \ub354 \ubcf5\uc7a1\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uc6cc\ud06c\ud50c\ub85c \uc790\ub3d9\ud654 \ubc0f \uc548\uc815\uc131\uc740 \ud544\uc218\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uc5ed\ub7c9\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc8fc\ub958 \uc6cc\ud06c\ud50c\ub85c \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud504\ub808\uc784\uc6cc\ud06c\uc778 Apache Airflow\ub294 ETL \uc2a4\ucf00\uc904\ub9c1, \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad00\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc138\uc2a4 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae30\uc874\uc758 \uc790\uccb4 \uad6c\ucd95 Airflow \ud658\uacbd\uc740 \ubcf5\uc7a1\ud55c \ubc30\ud3ec, \ud655\uc7a5\uc131\uc758 \uc5b4\ub824\uc6c0, \ub192\uc740 \uc720\uc9c0 \uad00\ub9ac \ube44\uc6a9 \ub4f1\uc758 \ubb38\uc81c\uc5d0 \uc9c1\uba74\ud574 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

Apache Airflow(MWAA)\ub97c \uc704\ud55c Amazon \uad00\ub9ac \uc6cc\ud06c\ud50c\ub85c<\/strong> AWS\uc758 \uae30\uc5c5\uc6a9 \uad00\ub9ac\ud615 \uc194\ub8e8\uc158\uc740 \uc0ac\uc6a9\uc790\uac00 Airflow \uc6cc\ud06c\ud50c\ub85c\uc6b0\ub97c \ubcf4\ub2e4 \ud6a8\uc728\uc801\uc774\uace0 \uc800\ub834\ud558\uac8c \uad6c\ucd95, \uc608\uc57d \ubc0f \ubaa8\ub2c8\ud130\ub9c1\ud560 \uc218 \uc788\ub3c4\ub85d \uc9c0\uc6d0\ud558\ub294 \uac83\uc744 \ubaa9\ud45c\ub85c \ud569\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \uae30\uc220\uc801 \uc6d0\uce59, \ud575\uc2ec \uc7a5\uc810, \uc751\uc6a9 \uc2dc\ub098\ub9ac\uc624 \ubc0f \uae30\uc5c5 \uac00\uce58 \uce21\uba74\uc5d0\uc11c \uc774 \uc194\ub8e8\uc158\uc744 \uc885\ud569\uc801\uc73c\ub85c \ubd84\uc11d\ud569\ub2c8\ub2e4.<\/p>\n

\uae30\uc874 \uc5c5\ubb34 \uc77c\uc815 \uad00\ub9ac \ubc29\uc2dd\uc758 \ubb38\uc81c\uc810: Airflow\uac00 \ud544\uc694\ud55c \uc774\uc720\ub294 \ubb34\uc5c7\uc77c\uae4c\uc694?<\/strong><\/h4>\n

Airflow\ub97c \uc0ac\uc6a9\ud558\uae30 \uc804\uc5d0\ub294 \uae30\uc5c5\ub4e4\uc774 \uc77c\ubc18\uc801\uc73c\ub85c CRON\uc774\ub098 \uc2a4\ud06c\ub9bd\ud2b8 \uc2a4\ucf00\uc904\ub9c1\uc744 \ud1b5\ud574 \uc791\uc5c5\uc744 \uc790\ub3d9\ud654\ud588\uc2b5\ub2c8\ub2e4. \ud558\uc9c0\ub9cc \uc774 \uc2dc\uc2a4\ud15c\uc5d0\ub294 \ub2e4\uc74c\uacfc \uac19\uc740 \uc0c1\ub2f9\ud55c \ub2e8\uc810\uc774 \uc788\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

1. \uc758\uc874\uc131\uc740 \uad00\ub9ac\ud558\uae30 \uc5b4\ub835\uc2b5\ub2c8\ub2e4.<\/strong><\/h5>\n

CRON\uc740 \uc791\uc5c5 \uac04\uc758 \uc885\uc18d\uc131\uc744 \uc2dc\uac01\ud654\ud560 \uc218 \uc5c6\uc73c\uba70, \uc791\uc5c5 \uac04\uc758 \uc0c1\uc704 \ubc0f \ud558\uc704 \uad00\uacc4\ub97c \uc774\ud574\ud560 \uc218\ub3c4 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n

2. \uc2e0\ub8b0\ud560 \uc218 \uc788\ub294 \uc7ac\uc2dc\ub3c4 \ubc0f \ub370\uc774\ud130 \ubcf5\uad6c \uba54\ucee4\ub2c8\uc998\uc758 \ubd80\uc871<\/strong><\/h5>\n

\ub300\ubd80\ubd84\uc758 \uc791\uc5c5\uc740 \uc2e4\ud328 \ud6c4 \uc790\ub3d9\uc73c\ub85c \uc7ac\uc2dc\ub3c4\ud560 \uc218 \uc5c6\uc73c\uba70, "\uc22b\uc790 \ub300\uccb4" \uae30\ub2a5\ub3c4 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n

3. \uc81c\ud55c\ub41c \ud655\uc7a5\uc131<\/strong><\/h5>\n

\ub300\ubd80\ubd84\uc758 CRON \uc791\uc5c5\uc740 \ub2e8\uc77c \uba38\uc2e0\uc5d0\uc11c \uc2e4\ud589\ub418\ubbc0\ub85c \uc790\uc5f0\uc2a4\ub7fd\uac8c \ud655\uc7a5\ud560 \uc218 \uc5c6\uc2b5\ub2c8\ub2e4.<\/p>\n

4. \ucde8\uc57d\ud55c \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5<\/strong><\/h5>\n

\uc791\uc5c5 \uc2e4\ud589 \uc2dc\uac04, \uc624\ub958 \ub85c\uadf8, \uc2e4\ud589 \ucd94\uc138 \ub4f1\uc5d0 \ub300\ud55c \ud1b5\ud569\uc801\uc778 \uc2dc\uac01\uc774 \ubd80\uc871\ud569\ub2c8\ub2e4.<\/p>\n

5. \uc0c1\ud638\uc791\uc6a9\uc758 \uc5b4\ub824\uc6c0<\/strong><\/h5>\n

\ub9ce\uc740 \uc791\uc5c5\uc5d0\uc11c \ub514\ubc84\uae45\uc774\ub098 \ucd9c\ub825 \ud655\uc778\uc744 \uc704\ud574 \uc11c\ubc84\uc5d0 SSH\ub85c \ub85c\uadf8\uc778\ud574\uc57c \ud558\ubbc0\ub85c \uc6b4\uc601 \ubc0f \uc720\uc9c0 \uad00\ub9ac\uac00 \ubcf5\uc7a1\ud574\uc9d1\ub2c8\ub2e4.<\/p>\n

\ub530\ub77c\uc11c \uae30\uc5c5\ub4e4\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \ud575\uc2ec \uc9c8\ubb38\uc5d0 \uc81c\ub300\ub85c \ub2f5\ud558\uc9c0 \ubabb\ud558\ub294 \uacbd\uc6b0\uac00 \ub9ce\uc2b5\ub2c8\ub2e4.<\/p>\n

    \n
  • \n

    \uc784\ubb34\ub294 \uc5b8\uc81c \uc2e4\ud328\ud558\ub294\uac00?<\/p>\n<\/li>\n

  • \n

    \uc2e4\ud589 \uc18d\ub3c4\uac00 \uac11\uc790\uae30 \ub290\ub824\uc9c4 \uc774\uc720\ub294 \ubb34\uc5c7\uc778\uac00\uc694?<\/p>\n<\/li>\n

  • \n

    \ud604\uc7ac \uc2e4\ud589 \uc911\uc778 \uc791\uc5c5, \ub300\uae30 \uc911\uc778 \uc791\uc5c5 \ub610\ub294 \uba48\ucdb0 \uc788\ub294 \uc791\uc5c5\uc740 \ubb34\uc5c7\uc785\ub2c8\uae4c?<\/p>\n<\/li>\n

  • \n

    \uc7ac\uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc77c\uc815 \uad00\ub9ac \uad6c\uc131 \uc694\uc18c\uac00 \uc788\uc2b5\ub2c8\uae4c?<\/p>\n<\/li>\n<\/ul>\n

    \ubc14\ub85c \uc774\ub7ec\ud55c \uadfc\ubcf8\uc801\uc778 \ubb38\uc81c\uc810\ub4e4\uc744 Airflow\uac00 \ud574\uacb0\ud574 \uc90d\ub2c8\ub2e4.<\/p>\n

    Apache Airflow: \ucd5c\uc2e0 \ub370\uc774\ud130 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uc744 \uc704\ud55c \ud575\uc2ec \ud504\ub808\uc784\uc6cc\ud06c<\/strong><\/h4>\n

    Apache Airflow\ub294 \ubcf5\uc7a1\ud55c \ub370\uc774\ud130 \ubc0f \uc790\ub3d9\ud654 \ud504\ub85c\uc138\uc2a4\ub97c \uad6c\ucd95\ud558\ub294 \ub370 \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \uc624\ud508 \uc18c\uc2a4 Python \uae30\ubc18 \uc791\uc5c5 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud50c\ub7ab\ud3fc\uc785\ub2c8\ub2e4.<\/p>\n

    \ud575\uc2ec \uc5ed\ub7c9\uc740 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/strong><\/h5>\n
    1. DAG(\ubc29\ud5a5 \ube44\uc21c\ud658 \uadf8\ub798\ud504) \uad00\ub9ac<\/strong><\/h5>\n

    \ubaa8\ub4e0 \uc791\uc5c5\uc740 DAG(\ubc29\ud5a5 \ube44\uc21c\ud658 \uadf8\ub798\ud504)\ub97c \uc0ac\uc6a9\ud558\uc5ec \uad6c\uc131\ub418\uba70, \uc774\ub97c \ud1b5\ud574 \uc791\uc5c5 \uc885\uc18d\uc131, \uc2e4\ud589 \uacbd\ub85c \ubc0f \uc0c1\ud0dc\uac00 \uc2dc\uac01\uc801\uc73c\ub85c \ud45c\uc2dc\ub429\ub2c8\ub2e4.<\/p>\n

    2. \uc644\uc804\ud55c \ud30c\uc774\uc36c \uae30\ubc18 \uc791\uc5c5 \uc815\uc758<\/strong><\/h5>\n

    \uc6cc\ud06c\ud50c\ub85c\ub294 \ud30c\uc774\uc36c\uc73c\ub85c \uc791\uc131\ub418\uc5b4 \uc720\uc5f0\uc131, \ud655\uc7a5\uc131 \ubc0f \uc720\uc9c0 \uad00\ub9ac \uc6a9\uc774\uc131\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.<\/p>\n

    3. \ub3d9\uc801 \uc0dd\uc131 \ubc0f \uc7ac\uc0ac\uc6a9\uc131<\/strong><\/h5>\n

    \uc774 \uc2dc\uc2a4\ud15c\uc740 \ubcf5\uc7a1\ud55c \ub17c\ub9ac \uc0dd\uc131 \uc791\uc5c5, \ud30c\ub77c\ubbf8\ud130\ud654 \ubc0f \uc5ec\ub7ec \ud658\uacbd\uc5d0\uc11c\uc758 \uc7ac\uc0ac\uc6a9\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n

    4. \ud48d\ubd80\ud55c \uc5f0\uc0b0\uc790<\/strong><\/h5>\n

    \uc88b\ub2e4:<\/p>\n

      \n
    • \n

      \ubc14\uc2dc \uc624\ud37c\ub808\uc774\ud130<\/p>\n<\/li>\n

    • \n

      \ud30c\uc774\uc36c \uc5f0\uc0b0\uc790<\/p>\n<\/li>\n

    • \n

      \uc774\uba54\uc77c \uc6b4\uc601\uc790<\/p>\n<\/li>\n

    • \n

      AWS, GCP, Spark \ubc0f \uae30\ud0c0 \uc5ec\ub7ec \ud1b5\ud569 \uc6b4\uc601\uc790<\/p>\n<\/li>\n<\/ul>\n

      5. \uac15\ub825\ud55c \uc0ac\uc6a9\uc790 \uc778\ud130\ud398\uc774\uc2a4 \ubc0f \ubaa8\ub2c8\ud130\ub9c1 \uae30\ub2a5<\/strong><\/h5>\n

      \uc791\uc5c5 \uc2e4\ud589 \uae30\ub85d, \ub85c\uadf8, \uc2e4\ud328 \uc2dc \uc7ac\uc2dc\ub3c4 \ud69f\uc218, \uc2e4\ud589 \uc2dc\uac04 \ub4f1\uc744 \ud655\uc778\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

      6. \ub2e4\uc911 \uc561\ucd94\uc5d0\uc774\ud130 \ubaa8\ub4dc<\/strong><\/h5>\n
        \n
      • \n

        \uc21c\ucc28 \uc2e4\ud589\uae30<\/p>\n<\/li>\n

      • \n

        \ub85c\uceec \uc2e4\ud589\uae30<\/p>\n<\/li>\n

      • \n

        \uc140\ub7ec\ub9ac\uc774\ud050\ud130<\/p>\n<\/li>\n

      • \n

        \ucfe0\ubc84\ub124\ud2f0\uc2a4 \uc2e4\ud589\uae30<\/p>\n<\/li>\n<\/ul>\n

        \uc774 \uc2dc\uc2a4\ud15c\uc740 \uacbd\ub7c9\ud615\ubd80\ud130 \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09\uae4c\uc9c0 \ub2e4\uc591\ud55c \uc6b4\uc601 \ubaa8\ub378\uc744 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n

        7. \ud3ed\ub113\uc740 \uc801\uc6a9 \uc2dc\ub098\ub9ac\uc624<\/strong><\/h5>\n
          \n
        • \n

          ETL\/\ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778<\/p>\n<\/li>\n

        • \n

          \ub370\uc774\ud130 \uc6e8\uc5b4\ud558\uc6b0\uc2a4 \ub85c\ub529 \uc911<\/p>\n<\/li>\n

        • \n

          \uba38\uc2e0\ub7ec\ub2dd \ud6c8\ub828 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158<\/p>\n<\/li>\n

        • \n

          DevOps \uc790\ub3d9\ud654<\/p>\n<\/li>\n

        • \n

          \ubc30\uce58 \ud504\ub85c\uc138\uc2a4 \uad00\ub9ac<\/p>\n<\/li>\n<\/ul>\n

          <\/h4>\n

          MWAA: AWS \uad00\ub9ac\ud615 Airflow\uc758 \uc5d4\ud130\ud504\ub77c\uc774\uc988\uae09 \uc5c5\uadf8\ub808\uc774\ub4dc<\/strong><\/h4>\n

          \uac15\ub825\ud55c \uc131\ub2a5\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0, Airflow\ub97c \uc2e4\uc81c \uc6b4\uc601 \ud658\uacbd\uc5d0 \ub9de\uac8c \uad6c\ucd95\ud558\ub294 \uac83\uc740 \ub9e4\uc6b0 \ubc88\uac70\ub86d\uc2b5\ub2c8\ub2e4.<\/p>\n

            \n
          • \n

            \uc2a4\ucf00\uc904\ub7ec, \uc6f9 \uc11c\ubc84 \ubc0f \uc6cc\ucee4\ub97c \uad6c\uc131\ud574\uc57c \ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n

          • \n

            \uba54\ud0c0\ub370\uc774\ud130 \ub370\uc774\ud130\ubca0\uc774\uc2a4 \uad00\ub9ac(PostgreSQL\/MySQL)<\/p>\n<\/li>\n

          • \n

            Kubernetes \ub610\ub294 \ubd84\uc0b0 \uc544\ud0a4\ud14d\ucc98\uc5d0 \ubc30\ud3ec<\/p>\n<\/li>\n

          • \n

            \uc218\ub3d9 \ud655\uc7a5 \ubc0f \uc2dc\uc2a4\ud15c \ucd5c\uc801\ud654<\/p>\n<\/li>\n

          • \n

            DevOps \ud300\uc758 \uc7a5\uae30\uc801\uc778 \uc720\uc9c0 \uad00\ub9ac\uac00 \ud544\uc694\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n

            Apache Airflow(MWAA)\ub97c \uc704\ud55c Amazon \uad00\ub9ac \uc6cc\ud06c\ud50c\ub85c<\/strong> \uc774\ub7ec\ud55c \ubaa8\ub4e0 \ubb38\uc81c\uac00 \ud574\uacb0\ub418\uc5b4 \uae30\uc5c5\ub4e4\uc740 Airflow\ub97c "\ubc14\ub85c \uc0ac\uc6a9 \uac00\ub2a5\ud55c \uc0c1\ud0dc"\ub85c \ud65c\uc6a9\ud560 \uc218 \uc788\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n

            <\/h4>\n

            MWAA\uc758 \ud575\uc2ec \uc7a5\uc810<\/strong><\/h4>\n

            1. \uc644\uc804 \uad00\ub9ac\ud615 \uc11c\ube44\uc2a4\ub85c, \uc778\ud504\ub77c \uc720\uc9c0 \uad00\ub9ac\uac00 \ud544\uc694 \uc5c6\uc2b5\ub2c8\ub2e4.<\/strong><\/h4>\n

            AWS\ub294 \ub2e4\uc74c\uc744 \ub2f4\ub2f9\ud569\ub2c8\ub2e4:<\/p>\n

              \n
            • \n

              \ud658\uacbd \ubc30\ud3ec<\/p>\n<\/li>\n

            • \n

              \ud33d\ucc3d\uacfc \uc218\ucd95<\/p>\n<\/li>\n

            • \n

              \ud328\uce58 \uc5c5\ub370\uc774\ud2b8<\/p>\n<\/li>\n

            • \n

              \uace0\uac00\uc6a9\uc131 \uc544\ud0a4\ud14d\ucc98<\/p>\n<\/li>\n

            • \n

              \uc11c\ube44\uc2a4 \uc548\uc815\uc131 \ubc0f \ubcf4\uc548<\/p>\n<\/li>\n<\/ul>\n

              \uae30\uc5c5\uc740 DAG \ub17c\ub9ac \uc790\uccb4\uc5d0\ub9cc \uc9d1\uc911\ud558\uba74 \ub429\ub2c8\ub2e4.<\/p>\n

              2. AWS \uc11c\ube44\uc2a4\uc640\uc758 \uc2ec\uce35\uc801\uc778 \ud1b5\ud569<\/strong><\/h4>\n

              \ubcc4\ub3c4\uc758 \uc124\uc815 \uc5c6\uc774 \ubc14\ub85c \uc0ac\uc6a9 \uac00\ub2a5:<\/p>\n

                \n
              • \n

                \uc544\ub9c8\uc874 S3<\/p>\n<\/li>\n

              • \n

                \uc544\ub9c8\uc874 \ub808\ub4dc\uc2dc\ud504\ud2b8<\/p>\n<\/li>\n

              • \n

                AWS \ub78c\ub2e4<\/p>\n<\/li>\n

              • \n

                AWS \uae00\ub8e8<\/p>\n<\/li>\n

              • \n

                \uc544\ub9c8\uc874 EMR<\/p>\n<\/li>\n

              • \n

                \uacc4\ub2e8 \ud568\uc218<\/p>\n<\/li>\n

              • \n

                \uc138\uc774\uc9c0\uba54\uc774\ucee4
                \ub370\uc774\ud130 \ubc0f AI \uc11c\ube44\uc2a4.<\/p>\n<\/li>\n<\/ul>\n

                \uc774\ub97c \ud1b5\ud574 ETL\/ML \ud30c\uc774\ud504\ub77c\uc778 \uad6c\ucd95\uc774 \ub354\uc6b1 \ud6a8\uc728\uc801\uc73c\ub85c \uc774\ub8e8\uc5b4\uc9d1\ub2c8\ub2e4.<\/p>\n

                3. \uc790\ub3d9 \uc218\ud3c9 \ud655\uc7a5<\/strong><\/h4>\n

                MWAA\ub294 \ub9ac\uc18c\uc2a4 \ub0ad\ube44\ub098 \ud074\ub7ec\uc2a4\ud130 \uacfc\ubd80\ud558\ub97c \ubc29\uc9c0\ud558\uae30 \uc704\ud574 \uc791\uc5c5 \ubd80\ud558\uc5d0 \ub530\ub77c \uc791\uc5c5\uc790 \uc218\ub97c \uc790\ub3d9\uc73c\ub85c \uc870\uc815\ud569\ub2c8\ub2e4.<\/p>\n

                4. \uae30\uc5c5 \uc218\uc900\uc758 \ubcf4\uc548 \uc124\uacc4<\/strong><\/h4>\n
                  \n
                • \n

                  VPC \ub0b4 \ubcf4\uc548 \uaca9\ub9ac<\/p>\n<\/li>\n

                • \n

                  KMS \ub370\uc774\ud130 \uc554\ud638\ud654<\/p>\n<\/li>\n

                • \n

                  IAM \uc138\ubd84\ud654\ub41c \uc811\uadfc \uc81c\uc5b4<\/p>\n<\/li>\n

                • \n

                  PrivateLink\ub294 \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/p>\n<\/li>\n<\/ul>\n

                  \uae08\uc735 \ubc0f \uc815\ubd80\/\uae30\uc5c5 \ubd80\ubb38\uacfc \uac19\uc740 \uace0\ubcf4\uc548 \ud658\uacbd\uc5d0 \uc801\ud569\ud569\ub2c8\ub2e4.<\/p>\n

                  5. \uc644\ubcbd\ud55c \ubaa8\ub2c8\ud130\ub9c1 \uc2dc\uc2a4\ud15c<\/strong><\/h4>\n

                  \ubaa8\ub4e0 \ub85c\uadf8\ub294 \uc790\ub3d9\uc73c\ub85c CloudWatch\ub85c \uc804\uc1a1\ub418\ubbc0\ub85c \ubaa8\ub2c8\ud130\ub9c1 \uc9c0\ud45c \ub370\uc774\ud130\uac00 \ud22c\uba85\ud558\uac8c \uacf5\uac1c\ub429\ub2c8\ub2e4.<\/p>\n

                  6. \uc0ac\uc6a9\uc790 \uc815\uc758 \ud50c\ub7ec\uadf8\uc778 \ubc0f \ud30c\uc774\uc36c \ub77c\uc774\ube0c\ub7ec\ub9ac\ub97c \uc9c0\uc6d0\ud569\ub2c8\ub2e4.<\/strong><\/h4>\n

                  \ud50c\ub7ec\uadf8\uc778\uacfc requirements.txt \ud30c\uc77c\uc740 S3\ub97c \ud1b5\ud574 \uc5c5\ub85c\ub4dc\ud558\uc5ec \uc0ac\uc6a9\uc790 \uc9c0\uc815 \uc5f0\uc0b0\uc790 \ub610\ub294 \ud0c0\uc0ac \uc885\uc18d\uc131\uc744 \ud65c\uc131\ud654\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

                   <\/p>\n

                  MWAA \uc2dc\uc2a4\ud15c \uc544\ud0a4\ud14d\ucc98 \ubd84\uc11d<\/strong><\/h4>\n

                  MWAA \ud658\uacbd\uc740 \ub2e4\uc74c\uacfc \uac19\uc740 \uad6c\uc131 \uc694\uc18c\ub85c \uc774\ub8e8\uc5b4\uc838 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

                    \n
                  • \n

                    \uacf5\uae30 \ud750\ub984 \uc2a4\ucf00\uc904\ub7ec<\/strong>(\uc77c\uc815 \uad00\ub9ac\uc790)<\/p>\n<\/li>\n

                  • \n

                    \uc6f9 \uc11c\ubc84 UI<\/strong><\/p>\n<\/li>\n

                  • \n

                    \ub178\ub3d9\uc790\ub4e4<\/strong>(\uc790\ub3d9 \ud655\uc7a5)<\/p>\n<\/li>\n

                  • \n

                    \uad00\ub9ac\ud615 PostgreSQL \uba54\ud0c0\ub370\uc774\ud130\ubca0\uc774\uc2a4<\/strong><\/p>\n<\/li>\n

                  • \n

                    S3 \uc800\uc7a5\uc18c DAG\/\ud50c\ub7ec\uadf8\uc778\/Python \uc885\uc18d\uc131<\/strong><\/p>\n<\/li>\n

                  • \n

                    \ud074\ub77c\uc6b0\ub4dc\uc6cc\uce58 \ub85c\uadf8 \uc2dc\uc2a4\ud15c<\/strong><\/p>\n<\/li>\n<\/ul>\n

                    \ud574\ub2f9 \ud658\uacbd\uc740 \ub192\uc740 \uac00\uc6a9\uc131\uc744 \ubcf4\uc7a5\ud558\uae30 \uc704\ud574 \uc5ec\ub7ec \uac00\uc6a9 \uc601\uc5ed\uc5d0 \ubc30\ud3ec\ub420 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

                    <\/h4>\n

                    MWAA\uc758 \uc77c\ubc18\uc801\uc778 \uae30\uc5c5 \uc560\ud50c\ub9ac\ucf00\uc774\uc158 \uc2dc\ub098\ub9ac\uc624<\/strong><\/h4>\n
                    1. \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1<\/strong><\/h5>\n
                      \n
                    • \n

                      S3 \u2192 \uae00\ub8e8 \u2192 \uc801\uc0c9\ud3b8\uc774<\/p>\n<\/li>\n

                    • \n

                      Spark \uc791\uc5c5 \uc2a4\ucf00\uc904\ub9c1<\/p>\n<\/li>\n<\/ul>\n

                      2. AI\/ML \ud30c\uc774\ud504\ub77c\uc778 \uc790\ub3d9\ud654<\/strong><\/h5>\n
                        \n
                      • \n

                        \ub370\uc774\ud130 \uc900\ube44<\/p>\n<\/li>\n

                      • \n

                        SageMaker \uad50\uc721<\/p>\n<\/li>\n

                      • \n

                        \ubaa8\ub378 \ubc30\ud3ec<\/p>\n<\/li>\n<\/ul>\n

                        3. \ubd80\uc11c \uac04 \uc5c5\ubb34 \uc790\ub3d9\ud654<\/strong><\/h5>\n
                          \n
                        • \n

                          \uc77c\uc77c \uc5c5\ubb34<\/p>\n<\/li>\n

                        • \n

                          \ub370\uc774\ud130 \uc694\uc57d<\/p>\n<\/li>\n

                        • \n

                          DevOps \uc790\ub3d9\ud654 \uc2a4\ud06c\ub9bd\ud2b8<\/p>\n<\/li>\n<\/ul>\n

                          4. \uc77c\uad04 \uc791\uc5c5 \uad00\ub9ac<\/strong><\/h5>\n

                          \ub300\uaddc\ubaa8 \ub370\uc774\ud130 \uc815\uc81c, \ubcc0\ud658 \ubc0f \ubd84\uc11d \uc791\uc5c5.<\/p>\n

                          <\/h4>\n

                          MWAA\uc640 \uc790\uccb4 \ud638\uc2a4\ud305 Airflow: \uae30\uc5c5\uc6a9 \uc194\ub8e8\uc158 \uc120\ud0dd \uac00\uc774\ub4dc<\/strong><\/h4>\n
                          \n
                          \n\n\n\n\n\n\n\n\n\n\n
                          \ube44\uad50 \ud56d\ubaa9<\/th>\nMWAA(\uad00\ub9ac\ud615)<\/th>\n\uc790\uccb4 \ud638\uc2a4\ud305 Airflow<\/th>\n<\/tr>\n<\/thead>\n
                          \ubc30\ud3ec \ub09c\uc774\ub3c4<\/td>\n\u2605\u2606\u2606\u2606\u2606 (\uac70\uc758 \uc124\uc815\uc774 \ud544\uc694 \uc5c6\uc74c)<\/td>\n\u2605\u2605\u2605\u2605\u2605 (\ucd5c\uace0)<\/td>\n<\/tr>\n
                          \uc6b4\uc601 \ubc0f \uc720\uc9c0 \ubcf4\uc218 \ube44\uc6a9<\/td>\n\ub0ae\uc740<\/td>\n\ub09c\uc774\ub3c4 \ub192\uc74c (\uc804\ub2f4\ud300 \ud544\uc694)<\/td>\n<\/tr>\n
                          \ud655\uc7a5\uc131<\/td>\n\uc790\ub3d9 \ud655\uc7a5<\/td>\n\uc218\ub3d9 \uc124\uacc4 \ud544\uc694 + Kubernetes<\/td>\n<\/tr>\n
                          \ubcf4\uc548<\/td>\nAWS \uc5d4\ud130\ud504\ub77c\uc774\uc988 \ubcf4\uc548<\/td>\n\uc790\uc2e0\ub9cc\uc758 \ubcf4\uc548 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud574\uc57c \ud569\ub2c8\ub2e4.<\/td>\n<\/tr>\n
                          \uac10\uc2dc \uc7a5\uce58<\/td>\nCloudWatch \uc5f0\ub3d9<\/td>\n\uc790\uccb4 \uad6c\ucd95 \ubaa8\ub2c8\ud130\ub9c1 \uc2a4\ud0dd \ud544\uc694<\/td>\n<\/tr>\n
                          \ube44\uc6a9 \ud1b5\uc81c \uac00\ub2a5\uc131<\/td>\n\uc0ac\uc6a9\ud558\uba74\uc11c \uc9c0\ubd88<\/td>\n\uc7a5\uae30 \uc720\uc9c0\ubcf4\uc218\uac00 \ud544\uc694\ud55c \uc7a5\ube44\/\ud074\ub7ec\uc2a4\ud130<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n

                          \uae30\uc5c5 \uaddc\ubaa8\uac00 \ud074\uc218\ub85d \uace0\uac00\uc6a9\uc131\uc5d0 \ub300\ud55c \uc694\uad6c\uac00 \ub192\uc544\uc9c0\uba70, MWAA\ub97c \uc120\ud0dd\ud558\ub294 \uac83\uc774 \ub354\uc6b1 \uc801\ud569\ud574\uc9d1\ub2c8\ub2e4.<\/strong><\/p>\n

                          \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c<\/strong><\/h4>\n

                          \ucc98\ub7fc AWS \ub9ac\uc140\ub7ec<\/strong>\uc6b0\ub9ac\ub294 \uc194\ub8e8\uc158 \uc124\uacc4 \ubc0f \ub9c8\uc774\uadf8\ub808\uc774\uc158\ubd80\ud130 \uad6c\ud604\uc5d0 \uc774\ub974\uae30\uae4c\uc9c0 \uae30\uc5c5\uc5d0 \uc804 \uacfc\uc815\uc5d0 \uac78\uce5c \uc9c0\uc6d0\uc744 \uc81c\uacf5\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n

                          1. MWAA\uc758 \ud074\ub77c\uc6b0\ub4dc \ub9c8\uc774\uadf8\ub808\uc774\uc158 \ud0c0\ub2f9\uc131 \ud3c9\uac00<\/strong><\/h5>\n

                          \uae30\uc874 Airflow \ud658\uacbd\uc744 \uae30\ubc18\uc73c\ub85c \ub9c8\uc774\uadf8\ub808\uc774\uc158 \uacbd\ub85c \ubc0f \ube44\uc6a9 \ub300\ube44 \ud6a8\uacfc\ub97c \ud3c9\uac00\ud569\ub2c8\ub2e4.<\/p>\n

                          2. DAG \uc218\uc815 \ubc0f \ud50c\ub7ec\uadf8\uc778 \ud638\ud658\uc131 \ud655\uc778<\/strong><\/h5>\n

                          \ubaa8\ub4e0 \uc791\uc5c5\uc774 \uc6d0\ud65c\ud558\uac8c \uc9c4\ud589\ub418\ub3c4\ub85d \ud558\uc2ed\uc2dc\uc624.<\/p>\n

                          3. \ubcf4\uc548 \ud45c\uc900\uc758 \uc544\ud0a4\ud14d\ucc98 \uc124\uacc4 \ubc0f \uad6c\ud604<\/strong><\/h5>\n

                          \uc5ec\uae30\uc5d0\ub294 VPC, IAM, \ubcf4\uc548 \uadf8\ub8f9, KMS, PrivateLink \ub4f1\uc5d0 \ub300\ud55c \uad6c\uc131\uc774 \ud3ec\ud568\ub429\ub2c8\ub2e4.<\/p>\n

                          4. \ube44\uc6a9 \ucd5c\uc801\ud654 \uacc4\ud68d<\/strong><\/h5>\n

                          \uc2e4\uc81c \uc791\uc5c5\ub7c9\uc744 \uae30\ubc18\uc73c\ub85c \ucd5c\uc801\uc758 \uc790\uc6d0 \ubc30\ubd84\uc774 \uc81c\uacf5\ub429\ub2c8\ub2e4.<\/p>\n

                          5. \uc9c0\uc18d\uc801\uc778 \uae30\uc220 \uc9c0\uc6d0 \ubc0f AWS \uacf5\uc2dd \ub9ac\uc18c\uc2a4\uc640\uc758 \ud1b5\ud569<\/strong><\/h5>\n

                          \ucd5c\uc2e0 AWS \uae30\uc220 \uc5c5\ub370\uc774\ud2b8 \ubc0f \uc194\ub8e8\uc158 \uac00\uc774\ub4dc\ub97c \ubc1b\uc544\ubcf4\uc138\uc694.<\/p>\n

                          <\/h4>\n

                          \uc694\uc57d\ud558\ub2e4<\/strong><\/h4>\n

                          MWAA\ub294 Airflow\uc758 \uc720\uc5f0\uc131\uc744 AWS\uc758 \uc548\uc815\uc131, \ubcf4\uc548 \ubc0f \ud655\uc7a5\uc131\uacfc \uacb0\ud569\ud569\ub2c8\ub2e4.<\/strong>
                          \uc2e0\uc18d\ud558\uac8c \ucd5c\uc2e0 \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778\uc744 \uad6c\ucd95\ud558\uace0, \uc6b4\uc601 \ube44\uc6a9\uc744 \uc808\uac10\ud558\uba70, \uc791\uc5c5 \uc2e0\ub8b0\uc131\uc744 \ud5a5\uc0c1\uc2dc\ud0a4\ub824\ub294 \uae30\uc5c5\uc5d0\uac8c \uc788\uc5b4, \uc774 \uc194\ub8e8\uc158\uc740 \ud604\uc7ac \uc774\uc6a9 \uac00\ub2a5\ud55c \ucd5c\uace0\uc758 \ub370\uc774\ud130 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \uc194\ub8e8\uc158 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4.<\/p>\n

                          \ud300\uc5d0\uc11c Apache Airflow\ub97c \uc0ac\uc6a9\ud558\uace0 \uc788\uac70\ub098 ETL\/ML \uc6cc\ud06c\ud50c\ub85c\uc6b0 \uad6c\ucd95\uc744 \uacc4\ud68d\ud558\uace0 \uc788\ub2e4\uba74 MWAA\ub294 \uc6b0\uc120\uc801\uc73c\ub85c \uace0\ub824\ud574 \ubcfc \ub9cc\ud55c \ud638\uc2a4\ud305 \uc11c\ube44\uc2a4 \uc635\uc158\uc785\ub2c8\ub2e4.<\/p>","protected":false},"excerpt":{"rendered":"

                          \uae09\uc18d\ub3c4\ub85c \uae30\uc5c5 \ub514\uc9c0\ud138\ud654\uac00 \uc9c4\ud589\ub418\ub294 \uc624\ub298\ub0a0, \ub370\uc774\ud130 \uc5d4\uc9c0\ub2c8\uc5b4\ub9c1, \uba38\uc2e0 \ub7ec\ub2dd, \ubc30\uce58 \ucc98\ub9ac \uc791\uc5c5\uc740 \uc810\uc810 \ub354 \ubcf5\uc7a1\ud574\uc9c0\uace0 \uc788\uc73c\uba70, \uc6cc\ud06c\ud50c\ub85c \uc790\ub3d9\ud654 \ubc0f \uc548\uc815\uc131\uc740 \ud544\uc218\uc801\uc778 \ube44\uc988\ub2c8\uc2a4 \uc5ed\ub7c9\uc774 \ub418\uc5c8\uc2b5\ub2c8\ub2e4. \uc8fc\ub958 \uc6cc\ud06c\ud50c\ub85c \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158 \ud504\ub808\uc784\uc6cc\ud06c\uc778 Apache Airflow\ub294 ETL \uc2a4\ucf00\uc904\ub9c1, \ub370\uc774\ud130 \ud30c\uc774\ud504\ub77c\uc778 \uad00\ub9ac, \uba38\uc2e0 \ub7ec\ub2dd \ud504\ub85c\uc138\uc2a4 \uc624\ucf00\uc2a4\ud2b8\ub808\uc774\uc158\uc5d0 \ub110\ub9ac \uc0ac\uc6a9\ub418\uace0 \uc788\uc2b5\ub2c8\ub2e4. \uadf8\ub7ec\ub098 \uae30\uc874\uc758 \uc790\uccb4 \uad6c\ucd95 Airflow \ud658\uacbd\uc740 \ubcf5\uc7a1\ud55c \ubc30\ud3ec, \ud655\uc7a5\uc131\uc758 \uc5b4\ub824\uc6c0, \ub192\uc740 \uc720\uc9c0 \uad00\ub9ac \ube44\uc6a9 \ub4f1\uc758 \ubb38\uc81c\uc5d0 \uc9c1\uba74\ud574 \uc788\uc2b5\ub2c8\ub2e4.<\/p>","protected":false},"author":1,"featured_media":4219,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-4218","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-sharing"],"_links":{"self":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/4218","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/comments?post=4218"}],"version-history":[{"count":2,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/4218\/revisions"}],"predecessor-version":[{"id":4224,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/posts\/4218\/revisions\/4224"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/media\/4219"}],"wp:attachment":[{"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/media?parent=4218"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/categories?post=4218"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ko\/wp-json\/wp\/v2\/tags?post=4218"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}