{"id":2864,"date":"2024-10-15T21:43:07","date_gmt":"2024-10-15T12:43:07","guid":{"rendered":"https:\/\/manvscloud.com\/?p=2864"},"modified":"2024-10-15T21:43:07","modified_gmt":"2024-10-15T12:43:07","slug":"ncloud-%eb%84%a4%ec%9d%b4%eb%b2%84-%ed%81%b4%eb%9d%bc%ec%9a%b0%eb%93%9c%ec%97%90%ec%84%9c-%eb%b9%84%ec%9a%a9-%ec%9d%b4%ec%83%81-%ed%83%90%ec%a7%80%eb%a5%bc-%ec%b6%94%ea%b5%ac%ed%95%98%eb%a9%b4","status":"publish","type":"post","link":"https:\/\/manvscloud.com\/?p=2864","title":{"rendered":"[NCLOUD] \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0\ub97c \ucd94\uad6c\ud558\uba74 \uc548 \ub418\ub294 \uac78\uae4c #1"},"content":{"rendered":"\n

\uc548\ub155\ud558\uc138\uc694. MANVSCLOUD \uae40\uc218\ud604\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305\uacfc \ud568\uaed8 \ube44\uc6a9 \uad00\ub9ac\ub294 \ub354\uc6b1 \ud575\uc2ec \uacfc\uc81c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.
\uc608\uce21 \ubd88\uac00\ub2a5\ud55c \ube44\uc6a9 \uc99d\uac00\ub294 \uae30\uc5c5\uc758 \uc608\uc0b0\uc744 \ud06c\uac8c \ucd08\uacfc\ud560 \uc218 \uc788\uc73c\uba70 \uc774\ub294 \uc7ac\uc815\uc801 \uc704\ud5d8\uc73c\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc73c\uba70 \uc774\uc81c\ub294 \ub9ce\uc740 \uc720\uc800\ub4e4\uc774 \ube44\uc6a9\uc5d0 \ub300\ud55c \uad00\uc2ec\uc744 \uac16\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

AWS\uc758 \uacbd\uc6b0\uc5d0\ub294 AWS Cost Anomaly Detection \uae30\ub2a5\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.
\uadf8\ub807\ub2e4\uba74 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c\ub294 \uc5b4\ub5bb\uac8c \ube44\uc6a9\uc744 \uc608\uce21\ud558\uace0 \ube44\uad50\ud558\uace0 \uc774\uc0c1 \ud0d0\uc9c0\ub97c \ud560 \uc218 \uc788\uc744\uae4c\uc694? \uc6b0\uc120 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc758 \uacbd\uc6b0 \ud604\uc7ac \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0\uc5d0 \ub300\ud55c \uc11c\ube44\uc2a4 \ub610\ub294 \uae30\ub2a5\uc744 \uae30\ubcf8\uc801\uc73c\ub85c \uc81c\uacf5\ud558\uc9c0 \uc54a\uace0 \uc788\uc73c\uba70 Cloud Insight\ub97c \ud1b5\ud55c \ube44\uc6a9 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc54c\ub9bc \uc124\uc815 \uc5ed\uc2dc \ubd88\uac00\ub2a5\ud55c \uc0c1\ud669\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\uc774\ub7ec\ud55c \uc81c\uc57d\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9 \uad00\ub9ac\uc758 \uc911\uc694\uc131\uc740 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc73c\ub2c8 \uc11c\ube44\uc2a4 \ub610\ub294 \uae30\ub2a5\uc774 \uc5c6\ub2e4\uace0 \uad00\uc2ec\uc744 \uac16\uc9c0 \uc54a\ub294 \uac83\uc740 \uc798\ubabb\ub418\uc5c8\ub2e4\uace0 \ubd05\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud55c \uc544\uc774\ub514\uc5b4\ub97c \uacf5\uc720\ub4dc\ub9ac\uace0\uc790 \ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

\ub2e4\ud589\ud788\ub3c4 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ube44\uc6a9 \uad00\ub828 API\ub97c \ud65c\uc6a9\ud558\uba74 \uc0ac\uc6a9\uc790\uac00 \uc9c1\uc811 \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0 \ube44\uc6a9 \uc608\uce21 \ubc0f \uc54c\ub9bc\uc744 \ubc1b\uc744 \uc218 \uc788\ub294\uc9c0 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

“\uc804\uccb4 \uacfc\uc815\uc744 \ubaa8\ub450 \uacf5\uc720\ud558\uae30\uc5d0 \ub0b4\uc6a9\uc774 \ubc29\ub300\ud558\uc5ec \uc774 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 InfluxDB \ub4f1 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc124\uce58 \uacfc\uc815 \ubc0f \uc804\uccb4 \ucf54\ub4dc\ub97c \uacf5\uc720\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc544\uc774\ub514\uc5b4\uc640 \ud504\ub85c\uc138\uc2a4\ub97c \uc774\ud574\ud558\uc2e0 \ud6c4 \uc751\uc6a9\ud558\uc5ec \uc9c1\uc811 \uad6c\ud604\ud574\ubcf4\uc2dc\ub294 \uac83\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4.”<\/em><\/p>\n\n\n\n

\n\n\n\n

Cost Anomaly Detection<\/h3>\n\n\n\n

\ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\uc758 \ube44\uc6a9 \uad00\ub9ac\ub294 \uc810\uc810 \ub354 \ubcf5\uc7a1\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.
FinOps\ub294 \uc774\ub7ec\ud55c \ubcf5\uc7a1\uc131\uc744 \uad00\ub9ac\ud558\uae30 \uc704\ud55c \uccb4\uacc4\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4.
\uadf8 \uc911\uc5d0\uc11c\ub3c4 \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0\ub294 FinOps\uc758 \uc911\uc694\ud55c \uad00\ud589 \uc911 \ud558\ub098\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

\"\"<\/figure>\n\n\n\n

\ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0\uac00 \uac00\ub2a5\ud558\ub2e4\uba74 \uc608\uc0c1\uce58 \ubabb\ud55c \ub610\ub294 \uc608\uce21\ud558\uc9c0 \ubabb\ud55c \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9 \ubc0f \uc0ac\uc6a9\ub7c9 \ubd88\uaddc\uce59\uc131\uc744 \uc801\uc2dc\uc5d0 \uac10\uc9c0, \uc2dd\ubcc4, \uacbd\uace0 \ubc0f \uad00\ub9ac\ud558\uc5ec \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 \ud074\ub77c\uc6b0\ub4dc \uc6b4\uc601\ud560 \uc218 \uc788\uc73c\uba70 \uc0ac\uc804\uc5d0 \ud070 \ube44\uc6a9\uc774 \ubc1c\uc0dd\ud560 \uc218 \uc788\ub294 \uc704\ud5d8 \uc694\uc18c\ub97c \uc0ac\uc804\uc5d0 \ud30c\uc545\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0\ub294 \ub2e8\uc21c\ud55c \ubaa8\ub2c8\ud130\ub9c1 \uadf8 \uc774\uc0c1\uc758 \uc758\ubbf8\ub97c \uac00\uc9d1\ub2c8\ub2e4.<\/p>\n\n\n\n

\uacb0\uad6d \ube44\uc6a9 \uc774\uc0c1\uc774\ub780 “\uc608\uc0c1\uce58 \ubabb\ud55c \ub610\ub294 \uc124\uba85\ud560 \uc218 \uc5c6\ub294 \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9\uc758 \ubcc0\ub3d9”\uc73c\ub85c \uc815\uc758\ud560 \uc218 \uc788\ub294\ub370 \ub2e4\uc74c\uacfc \uac19\uc740 \ud615\ud0dc\ub85c \ube44\uc6a9 \uc774\uc0c1\uc774 \ub098\ud0c0\ub0a0 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

    \n
  1. \uac11\uc791\uc2a4\ub7ec\uc6b4 \ube44\uc6a9 \uc99d\uac00<\/li>\n\n\n\n
  2. \uc9c0\uc18d\uc801\uc778 \ube44\uc6a9 \uc0c1\uc2b9 \ucd94\uc138<\/li>\n\n\n\n
  3. \uc608\uc0c1\ubcf4\ub2e4 \ub192\uc740 \ube44\uc6a9<\/li>\n\n\n\n
  4. \ube44\uc815\uc0c1\uc801\uc73c\ub85c \ub0ae\uc740 \ube44\uc6a9<\/li>\n<\/ol>\n\n\n\n

    \uc704 \ud615\ud0dc\uc640 \uac19\uc774 \uacfc\uac70 \uc9c0\ucd9c \ud328\ud134\uc744 \uace0\ub824\ud588\uc744 \ub54c \uc608\uc0c1 \ud588\ub358 \uac83\ubcf4\ub2e4 \ud070 \ud3ed\uc758 \ud074\ub77c\uc6b0\ub4dc \uc9c0\ucd9c \ubcc0\ub3d9\uc774 \uc788\ub2e4\uba74 \uc774\ub294 \uc774\uc0c1 \ud604\uc0c1\uc774\ub77c \ubcfc \uc218 \uc788\ub294\ub370\uc694.
    \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9 \uc774\uc0c1\uc744 \uad00\ub9ac\ud558\ub294 \uac83\uc740 \uc608\uc0b0 \ucd08\uacfc \ubc29\uc9c0, \ube44\uc6a9 \ucd5c\uc801\ud654 \uae30\ud68c \uc2dd\ubcc4, \ubcf4\uc548 \ubb38\uc81c \uc870\uae30 \ubc1c\uacac (\ube44\uc815\uc0c1\uc801\uc778 \uc0ac\uc6a9\ub7c9\uc740 \ubcf4\uc548 \uce68\ud574\uc758 \uc9d5\ud6c4\uc77c \uc218 \uc788\uc74c), \ube44\uc988\ub2c8\uc2a4 \uc778\uc0ac\uc774\ud2b8 \uc81c\uacf5\uc758 \uc774\uc720\ub85c \uc911\uc694\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n

    \uacb0\uad6d \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0\ub97c \ud558\ub824\uba74 \ud074\ub77c\uc6b0\ub4dc \uc0ac\uc6a9\ub7c9 \ubc0f \ube44\uc6a9 \ub370\uc774\ud130\ub97c \uc9c0\uc18d\uc801\uc73c\ub85c \uc218\uc9d1\ub418\uc5b4\uc57c \ud558\uace0 \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ubd84\uc11d\ud558\uc5ec \ube44\uc815\uc0c1\uc801\uc778 \ud328\ud134\uc744 \uc2dd\ubcc4\ud574\uc57c\ud569\ub2c8\ub2e4.
    \uc774\ud6c4 \ud0d0\uc9c0\ub41c \uc774\uc0c1\uc744 \ubd84\ub958\ud558\uace0 \uc911\uc694\ub3c4\uc5d0 \ub530\ub77c \uc6b0\uc120\uc21c\uc704\ub97c \uc9c0\uc815\ud560 \uc218 \uc788\uc744 \uac83\uc785\ub2c8\ub2e4.
    \ub610\ud55c \uc774\uc0c1\uc774 \ubc1c\uc0dd\ud588\ub2e4\uba74 \uadfc\ubcf8 \uc6d0\uc778\uc744 \ud30c\uc545\ud558\uae30 \uc704\ud55c \uc0c1\uc138 \uc870\uc0ac\ub97c \uc218\ud589\ud558\uace0 \ud544\uc694\ud55c \uc870\uce58\ub97c \ucde8\ud558\uc5ec \ubb38\uc81c\ub97c \ud574\uacb0\ud558\uac70\ub098 \ube44\uc6a9\uc744 \ucd5c\uc801\ud654\ud558\ub294 \uac83\uae4c\uc9c0 \uc6b0\ub9ac\ub294 \uc774 \ubaa8\ub4e0 \uacfc\uc815\uc744 \ud504\ub85c\uc138\uc2a4\ub85c \ub9cc\ub4e4\uace0 \uc9c0\uc18d\uc801\uc73c\ub85c \uac1c\uc120\ud574 \ub098\uac08 \uc218 \uc788\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

    \uc774\uc81c \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud558\uace0 \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ubd84\uc11d \ud6c4 \uc54c\ub9bc\uc744 \ud558\ub294 \ubd80\ubd84\uc744 \uc5b4\ub5bb\uac8c \uad6c\ud604\ud588\ub294\uc9c0 \uacf5\uc720\ub4dc\ub9ac\ub3c4\ub85d \ud558\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

    \n\n\n\n

    How?<\/h3>\n\n\n\n

    \uc774 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\uae30 \uc704\ud574 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc API, InfluxDB, Facebook Prophet, Slack\uc744 \uc774\uc6a9\ud588\uc73c\uba70 \uc81c\uac00 \uad6c\ud604\ud55c \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc758 \ud575\uc2ec\uc740 \uc544\ub798 5\uac00\uc9c0 \uc785\ub2c8\ub2e4.<\/p>\n\n\n\n

      \n
    • \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc API\ub97c \ud1b5\ud55c \ub370\uc774\ud130 \uc218\uc9d1 <\/li>\n\n\n\n
    • InfluxDB\ub97c \uc0ac\uc6a9\ud55c \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130 \uc800\uc7a5 <\/li>\n\n\n\n
    • Facebook Prophet\uc744 \ud65c\uc6a9\ud55c \ube44\uc6a9 \uc608\uce21<\/li>\n\n\n\n
    • \uc608\uce21\uac12\uacfc \uc2e4\uc81c\uac12 \ube44\uad50\ub97c \ud1b5\ud55c \uc774\uc0c1 \ud0d0\uc9c0 <\/li>\n\n\n\n
    • Slack\uc744 \ud1b5\ud55c \uc2e4\uc2dc\uac04 \uc54c\ub9bc<\/li>\n<\/ul>\n\n\n\n

      1. \ub370\uc774\ud130 \uc218\uc9d1<\/strong>
      \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc API\ub97c \uc0ac\uc6a9\ud558\uc5ec \ube44\uc6a9 \ub370\uc774\ud130\ub97c \uc218\uc9d1\ud569\ub2c8\ub2e4.
      \uc0ac\uc6a9\ub41c \uc8fc\uc694 API\ub294 \ub2e4\uc74c\uacfc \uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

        \n
      • getProductDemandCostList:<\/strong> \uc11c\ube44\uc2a4\ubcc4 \uc0ac\uc6a9 \ube44\uc6a9<\/li>\n\n\n\n
      • getDemandCostList:<\/strong> \ud574\ub2f9 \uacc4\uc815\uc758 \ucd1d \uc0ac\uc6a9 \ube44\uc6a9<\/li>\n<\/ul>\n\n\n\n

        “\ucc38\uace0\ub85c \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9 API\ub294 \ub9e4\uc77c \uc624\uc804 7\uc2dc\uacbd \ubc18\uc601\ub418\uc5b4 \ub9e4\uc77c \uc624\uc804 7\uc2dc \uc774\ud6c4 \ubc30\uce58\uc131\uc73c\ub85c 1\ud68c \uc218\uc9d1\ub418\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4.”<\/strong><\/p>\n\n\n\n

        \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub294 InfluxDB\uc5d0 \uc800\uc7a5\ud569\ub2c8\ub2e4. InfluxDB\ub294 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ubca0\uc774\uc2a4\ub85c \uc2dc\uac04\uc5d0 \ub530\ub978 \ub370\uc774\ud130 \uc800\uc7a5 \ubc0f \uc870\ud68c\uc5d0 \ucd5c\uc801\ud654\ub418\uc5b4 \uc788\uace0 \ub300\ub7c9\uc758 \uc2dc\uacc4\uc5f4 \ub370\uc774\ud130\ub97c \ube60\ub974\uac8c \ucffc\ub9ac\ud558\uace0 \uc9d1\uacc4 \uac00\uc7a5 \uc801\ud569\ud558\ub2e4\uae30 \ub54c\ubb38\uc5d0 \uc0ac\uc6a9\ud558\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n

        \ub2e4\uc74c\uc740 \ube44\uc6a9\uc744 InfluxDB\uc5d0 \uc800\uc7a5\ud558\ub294 \uc77c\ubd80 \uc608\uc81c \ucf54\ub4dc\uc785\ub2c8\ub2e4. <\/p>\n\n\n\n

        from influxdb_client import InfluxDBClient, Point\nfrom influxdb_client.client.write_api import SYNCHRONOUS\nfrom datetime import datetime, timezone\n\ndef write_total_cost_to_influxdb(data, client, bucket, org):\n    write_api = client.write_api(write_options=SYNCHRONOUS)\n    total_cost = data['getDemandCostListResponse']['demandCostList'][0]['useAmount']\n    point = (\n        Point(\"ncloud_billing\")\n        .tag(\"service\", \"totalcost\")\n        .tag(\"code\", \"TOTAL\")\n        .field(\"use_amount\", float(total_cost))\n        .time(datetime.now(timezone.utc))\n    )\n    try:\n        write_api.write(bucket=bucket, org=org, record=point)\n        print(f\"Total cost data written: use_amount = {total_cost}\")\n    except Exception as e:\n        print(f\"Error writing total cost data: {str(e)}\")\n\n# \ub370\uc774\ud130\uac00 \uc815\uc0c1\uc801\uc73c\ub85c \uc800\uc7a5\ub418\uc5c8\ub294\uc9c0 \ud655\uc778\ud558\ub294 \ud568\uc218\ndef verify_data_written(client, bucket, org):\n    query = f'''\n    from(bucket:\"{bucket}\")\n        |> range(start: -5m)\n        |> filter(fn: (r) => r._measurement == \"ncloud_billing\")\n        |> group(columns: [\"service\", \"code\"])\n        |> last()\n    '''\n    result = client.query_api().query(query=query, org=org)\n    print(\"Verifying written data:\")\n    if not result:\n        print(\"No data found in the last 5 minutes.\")\n    for table in result:\n        for record in table.records:\n            print(f\"  {record.values.get('_time')}: {record.values.get('_field')} = {record.values.get('_value')} (Service: {record.values.get('service')}, Code: {record.values.get('code')})\")<\/pre>\n\n\n\n
        2. \ub370\uc774\ud130 \uc608\uce21 \ubc0f \uc774\uc0c1 \ud0d0\uc9c0<\/strong>
        \uc774 \uacfc\uc815\uc5d0\uc11c Facebook Prophet\uc774 \uc0ac\uc6a9\ub418\uc5c8\ub294\ub370 Prophet\uc740 \uc2dc\uacc4\uc5f4 \uc608\uce21\uc744 \uc704\ud574 \ud2b9\ubcc4\ud788 \uc124\uacc4\ub41c \ub3c4\uad6c\ub85c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc5d0 \ub9e4\uc6b0 \uc801\ud569\ud55c \ud2b9\uc131\uc744 \uac00\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4. Prophet\uc758 \uacbd\uc6b0 \uc120\ud615 \ubc0f \ube44\uc120\ud615 \ud2b8\ub80c\ub4dc\ub97c \ubaa8\ub450 \ucc98\ub9ac\ud560 \uc218 \uc788\ub294\ub370 \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9\uc740 \uc885\uc885 \ube44\uc120\ud615\uc801\uc73c\ub85c \ubcc0\ud654\ud558\ubbc0\ub85c \uc801\ud569\ud569\ub2c8\ub2e4. \ubb34\uc5c7\ubcf4\ub2e4 \ubcf5\uc7a1\ud55c \uc2dc\uacc4\uc5f4 \ubaa8\ub378\ub9c1 \uacfc\uc815\uc744 \uc790\ub3d9\ud654\ud558\ubbc0\ub85c \ub370\uc774\ud130 \uacfc\ud559 \uc804\ubb38\uac00\uac00 \uc544\ub2c8\uc5b4\ub3c4 \uc27d\uac8c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub2e4\ubcf4\ub2c8 \uc0ac\uc6a9\ud558\uae30 \uc801\ud569\ud558\ub2e4\uace0 \ud310\ub2e8\ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n
        \uc544\ub798 \uc77c\ubd80 \ucf54\ub4dc\uc640 \uac19\uc774 \uc218\uc9d1\ub41c \ub370\uc774\ud130\ub97c \ubc14\ud0d5\uc73c\ub85c Facebook Prophet\uc744 \uc0ac\uc6a9\ud558\uc5ec \ubbf8\ub798 \ube44\uc6a9\uc744 \uc608\uce21\ud558\uace0 \uc2e4\uc81c \ube44\uc6a9\uacfc \ube44\uad50\ud558\uc5ec \uc774\uc0c1\uc744 \ud0d0\uc9c0\ud560 \uc218 \uc788\ub3c4\ub85d \ud588\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n
        from prophet import Prophet\nimport pandas as pd\n\ndef get_all_services():\n    client = InfluxDBClient(url=INFLUX_URL, token=INFLUX_TOKEN, org=INFLUX_ORG)\n    query_api = client.query_api()\n    query = f'''\n    from(bucket:\"{INFLUX_BUCKET}\")\n        |> range(start: -30d) # \ucd5c\uadfc 30\uc77c \ub370\uc774\ud130 \uc870\ud68c\n        |> filter(fn: (r) => r._measurement == \"ncloud_billing\")\n        |> group(columns: [\"service\"])\n        |> distinct(column: \"service\")\n    '''\n    result = query_api.query(query=query)\n    client.close()\n    services = [record.values.get('service') for table in result for record in table.records]\n    return services\n\ndef get_influxdb_data(service):\n    client = InfluxDBClient(url=INFLUX_URL, token=INFLUX_TOKEN, org=INFLUX_ORG)\n    query_api = client.query_api()\n    query = f'''\n    from(bucket:\"{INFLUX_BUCKET}\")\n        |> range(start: -30d) # \ucd5c\uadfc 30\uc77c \ub370\uc774\ud130 \uc870\ud68c\n        |> filter(fn: (r) => r._measurement == \"ncloud_billing\" and r.service == \"{service}\")\n        |> pivot(rowKey:[\"_time\"], columnKey: [\"_field\"], valueColumn: \"_value\")\n    '''\n    result = query_api.query_data_frame(query=query)\n    client.close()\n    if result.empty:\n        return pd.DataFrame()\n    df = result[[\"_time\", \"use_amount\"]].copy()\n    df.columns = [\"ds\", \"y\"] # Prophet \ubaa8\ub378\uc5d0 \ub9de\uac8c \uceec\ub7fc\uba85 \ubcc0\uacbd\n    df['ds'] = pd.to_datetime(df['ds']).dt.tz_localize(None) # \uc2dc\uac04\ub300 \uc815\ubcf4 \uc81c\uac70\n    return df\n\ndef detect_anomalies_and_forecast(df, service, threshold_percent=30, forecast_days=3):\n    if df.empty or len(df) < 2:\n        return []\n    model = Prophet(daily_seasonality=True)\n    model.fit(df)\n    future = model.make_future_dataframe(periods=forecast_days, freq='D') # 3\uc77c \ud6c4\uae4c\uc9c0 \uc608\uce21\n    forecast = model.predict(future)\n    \n    # InfluxDB\uc5d0 \ud655\uc7a5\ub41c \uc608\uce21 \ub370\uc774\ud130 \uc4f0\uae30\n    client = InfluxDBClient(url=INFLUX_URL, token=INFLUX_TOKEN, org=INFLUX_ORG)\n    write_extended_forecast_to_influxdb(client, service, forecast)\n    client.close()\n    \n    # \uc774\uc0c1 \ud0d0\uc9c0 \ub85c\uc9c1\n    last_forecast = forecast.iloc[-forecast_days-1]  # \ud604\uc7ac \ub0a0\uc9dc\uc758 \uc608\uce21\uac12\n    last_actual = df.iloc[-1] # \uac00\uc7a5 \ucd5c\uadfc\uc758 \uc2e4\uc81c \ub370\uc774\ud130\n    expected_value = last_forecast['yhat']\n    actual_value = last_actual['y']\n    lower_bound = expected_value * (1 - threshold_percent\/100) # 30% \uc774\ud558\ub294 \uc774\uc0c1\uc73c\ub85c \uac04\uc8fc\n    upper_bound = expected_value * (1 + threshold_percent\/100) # 30% \uc774\uc0c1\uc740 \uc774\uc0c1\uc73c\ub85c \uac04\uc8fc\n    \n    if actual_value < lower_bound or actual_value > upper_bound:\n        return [(service, actual_value, lower_bound, upper_bound, expected_value)]\n    return []\n\ndef write_extended_forecast_to_influxdb(client, service, forecast):\n    write_api = client.write_api(write_options=SYNCHRONOUS)\n    for _, row in forecast.iterrows():\n        point = (\n            Point(\"ncloud_billing_forecast\")\n            .tag(\"service\", service)\n            .field(\"predicted_amount\", float(row['yhat']))\n            .field(\"lower_bound\", float(row['yhat_lower']))\n            .field(\"upper_bound\", float(row['yhat_upper']))\n            .time(row['ds'])\n        )\n        write_api.write(bucket=INFLUX_BUCKET, org=INFLUX_ORG, record=point)\n    print(f\"Extended forecast for {service} written to InfluxDB\")<\/pre>\n\n\n\n
        3. \uc774\uc0c1 \ud0d0\uc9c0 \uc54c\ub9bc<\/strong>
        Slack WebHook \uc54c\ub9bc\uc740 \ub108\ubb34 \uc798 \uc54c\ub824\uc838\uc788\uc5b4\uc11c \uc0ac\uc2e4 \ud06c\uac8c \uc124\uba85\ub4dc\ub9b4 \ubd80\ubd84\uc774 \uc5c6\uc744 \uac83\uac19\uc2b5\ub2c8\ub2e4.
        \ub2e4\uc74c \uc77c\ubd80 \ucf54\ub4dc\uc640 \uac19\uc774 \uc774\uc0c1\uc774 \ud0d0\uc9c0\ub418\uba74 Slack\uc744 \ud1b5\ud574 \uc54c\ub9bc\uc744 \ubcf4\ub0b4\ub3c4\ub85d \ud574\uc92c\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n
        import requests\nimport json\n\ndef send_slack_alert(anomalies):\n    if not anomalies:\n        return\n    message = \"\u26a0\ufe0f \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc54c\ub9bc:\\n\\n\"\n    for service, actual, lower, upper, expected in anomalies:\n        message += f\"*\uc11c\ube44\uc2a4:* {service}\\n\"\n        message += f\"*\uc2e4\uc81c \ube44\uc6a9:* {actual:.2f}\\n\"\n        message += f\"*\uc608\uc0c1 \ube44\uc6a9:* {expected:.2f}\\n\"\n        message += f\"*\ud5c8\uc6a9 \ubc94\uc704:* {lower:.2f} ~ {upper:.2f}\\n\"\n        percent_diff = ((actual - expected) \/ expected) * 100\n        message += f\"*\ucc28\uc774:* {percent_diff:.2f}%\\n\\n\"\n    \n    payload = {\"text\": message}\n    try:\n        response = requests.post(\n            SLACK_WEBHOOK_URL,\n            data=json.dumps(payload),\n            headers={'Content-Type': 'application\/json'}\n        )\n        response.raise_for_status()\n    except requests.exceptions.RequestException as e:\n        print(f\"Slack \uba54\uc2dc\uc9c0 \uc804\uc1a1 \uc624\ub958: {str(e)}\")<\/pre>\n\n\n\n
        \uc5ec\uae30\uc11c \uc81c\uac00 \uc81c\uc2dc\ud55c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c \uad6c\ud604 \ubc29\ubc95\uc740 \uae30\ubcf8\uc801\uc778 \uc544\uc774\ub514\uc5b4\uc640 \uc811\uadfc \ubc29\uc2dd\uc744 \ubcf4\uc5ec\uc8fc\ub294 \uac83\uc785\ub2c8\ub2e4. \uc11c\ub860\uc5d0 \uc5b8\uae09\ud588\ub4ef \uc804\uccb4 \uacfc\uc815\uc744 \ubaa8\ub450 \uacf5\uc720\ud558\uae30\uc5d0\ub294 \ub0b4\uc6a9\uc774 \ubc29\ub300\ud558\uc5ec \uc774 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 InfluxDB \ub4f1 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc124\uce58 \uacfc\uc815 \ubc0f \uc804\uccb4 \ucf54\ub4dc\ub97c \uacf5\uc720\ud558\uc9c0 \uc54a\uc558\uc2b5\ub2c8\ub2e4. <\/p>\n\n\n\n
        \uc774 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud558\ub294\ub370 \ud1f4\uadfc \uc2dc\uac04\uc744 \ud65c\uc6a9\ud558\uc5ec 3\uc77c \uc815\ub3c4 \uc18c\uc694\ud55c \uac83\uac19\uc2b5\ub2c8\ub2e4. 
        \ub530\ub77c\uc11c \uc774 \uc2dc\uc2a4\ud15c\uc744 \uc5b4\ub835\uc9c0 \uc54a\uac8c \uad6c\ud604\ud558\uace0 \uc5ec\ub7ec\ubd84\uc758 \ud2b9\uc815 \uc694\uad6c\uc0ac\ud56d\uc5d0 \ub9de\uac8c \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5\ud558\ub294 \uac83\ub3c4 \uac00\ub2a5\ud560 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n
        \ucee4\uc2a4\ud130\ub9c8\uc774\uc9d5 \uc544\uc774\ub514\uc5b4\ub294 \uc544\ub798\uc640 \uac19\uc774 \uace0\ub824\ud574\ubcfc \uc218 \uc788\uc744 \uac83\uac19\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n
          \n
        1. \uc54c\ub9bc \uc2dc\uc2a4\ud15c\uc744 Slack \uc678\uc758 \ub2e4\ub978 \ud50c\ub7ab\ud3fc\uc73c\ub85c \ud655\uc7a5<\/li>\n\n\n\n
        2. Grafana\ub97c \uc774\uc6a9\ud55c \uc2e4\uc2dc\uac04 \ubaa8\ub2c8\ud130\ub9c1 \ub300\uc2dc\ubcf4\ub4dc \uad6c\ucd95<\/li>\n\n\n\n
        3. \uc790\ub3d9\ud654\ub41c \ub9ac\uc18c\uc2a4 \uc870\uc815 \uae30\ub2a5 \ucd94\uac00<\/li>\n\n\n\n
        4. \ub2e4\uc591\ud55c \uba38\uc2e0\ub7ec\ub2dd \ubaa8\ub378\uc744 \ud65c\uc6a9\ud55c \uc608\uce21 \uc815\ud655\ub3c4 \ud5a5\uc0c1<\/li>\n\n\n\n
        5. \ube44\uc6a9 \ucd5c\uc801\ud654\ub97c \uc704\ud55c \uad6c\uccb4\uc801\uc778 \uc561\uc158 \uc544\uc774\ud15c \uc81c\uc548 \uae30\ub2a5 \ucd94\uac00<\/li>\n<\/ol>\n\n\n\n
          \uc774\ub7ec\ud55c \uc544\uc774\ub514\uc5b4\ub4e4\uc744 \ubc14\ud0d5\uc73c\ub85c \uac00\uc7a5 \uc801\ud569\ud55c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \ubc0f \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud55c \ud6c4 \uc2e4\uc81c\ub85c \uc0ac\uc6a9\ud560 \uc218 \uc788\ub294 \ube44\uc6a9 \ud504\ub85c\uc138\uc2a4\ub97c \ub9cc\ub4e4\uc5b4 \ub098\uac00\uc2dc\uae30 \ubc14\ub78d\ub2c8\ub2e4. \uc774 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \ub354\uc6b1 \ube44\uc6a9 \ud6a8\uc728\uc801\uc778 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc73c\ub85c \ucd5c\uc801\ud654\uac00 \uac00\ub2a5\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n
          \n\n\n\n
           Result<\/h3>\n\n\n\n
            \n
          • InfluxDB\uc5d0\uc11c \ube44\uc6a9 \ub370\uc774\ud130 \uc870\ud68c \uc2dc<\/strong><\/li>\n<\/ul>\n\n\n\n
            \"\"
            \/\/ \ube44\uc6a9 \ub370\uc774\ud130\uac00 \ucd94\uac00\ub418\uc5b4 \uc870\ud68c \uc2dc Graph\ub85c \ub098\ud0c0\ub098\ub294 \uc7a5\uba74<\/figcaption><\/figure>\n\n\n\n
            \"\"
            \/\/ \uc2e4\uc81c \ube44\uc6a9(\ud30c\ub780\uc0c9)\uacfc \uc608\uce21 \ube44\uc6a9(\ubcf4\ub77c\uc0c9)\uc744 \uc870\ud68c<\/figcaption><\/figure>\n\n\n\n
            \"\"
            \/\/ \ud14c\uc774\ube14\ub85c \uc870\ud68c<\/figcaption><\/figure>\n\n\n\n
              \n
            • Slack\uc73c\ub85c \ubc1b\uc544\ubcf4\ub294 \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc54c\ub9bc<\/strong>
              : 10\uc6d4 \uacbd \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc758 Secret Manager \uc694\uae08\uc774 \uc720\ub8cc\ud654 \ub418\uc5c8\uc744 \ub54c \uc800\ub294 \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \ud1b5\ud574 \uc54c\uac8c \ub418\uc5c8\uc2b5\ub2c8\ub2e4.
              : Secret Manager\uc758 \ube44\uc6a9\uc774 \uac11\uc790\uae30 \uc0c1\uc2b9\ud558\uba74\uc11c Slack \uc54c\ub9bc\uc774 \ubc1c\uc0dd 
                (\ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 GOAT!\ub97c \uc678\uce5c \ub0a0)<\/li>\n<\/ul>\n\n\n\n
              \"\"
              \/\/ Slack\uc73c\ub85c \ubc1b\uc740 \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc54c\ub9bc<\/figcaption><\/figure>\n\n\n\n
              \n\n\n\n
               Personal Comments<\/h3>\n\n\n\n
              \uad6c\ud604\ub41c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc740 \uc608\uc0c1\uce58 \ubabb\ud55c \ub610\ub294 \uc608\uce21\ud558\uc9c0 \ubabb\ud55c \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9 \uc774\ubca4\ud2b8\ub97c \uc801\uc2dc\uc5d0 \uac10\uc9c0, \uc2dd\ubcc4, \uba85\ud655\ud788 \ud558\uace0, \uacbd\uace0\ud558\uace0 \uad00\ub9ac\ud558\uc5ec \ube44\uc988\ub2c8\uc2a4, \ube44\uc6a9 \ub610\ub294 \uae30\ud0c0\uc5d0 \ub300\ud55c \ubd80\uc815\uc801\uc778 \uc601\ud5a5\uc744 \ucd5c\uc18c\ud654\ud560 \uac83\uc785\ub2c8\ub2e4. \uc9c0\uc18d\uc801\uc778 \ubaa8\ub2c8\ud130\ub9c1, \ubd84\uc11d, \uadf8\ub9ac\uace0 \ucd5c\uc801\ud654\ub97c \ud1b5\ud574 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \ucd5c\ub300\uc758 \uac00\uce58\ub97c \ucc3d\ucd9c\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0\ub294 \uc774\ub7ec\ud55c \uc9c0\uc18d\uc801\uc778 \uac1c\uc120 \uacfc\uc815\uc758 \uc911\uc694\ud55c \ubd80\ubd84\uc774\uba70 \uc55e\uc73c\ub85c \ub354\uc6b1 \ubc1c\uc804\ub41c \uae30\uc220\uacfc \ubc29\ubc95\ub860\uc744 \ud1b5\ud574 \ub354 \ub098\uc740 \ud074\ub77c\uc6b0\ub4dc \uad00\ub9ac\uac00 \uac00\ub2a5\ud574\uc9c8 \uac83\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n
              \ub2e4\uc74c \ud3ec\uc2a4\ud2b8 “[NCLOUD] \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0\ub97c \ucd94\uad6c\ud558\uba74 \uc548 \ub418\ub294 \uac78\uae4c #2”<\/strong>\uc5d0\uc11c\ub294 Grafana\ub97c \ud65c\uc6a9\ud574 \ube44\uc6a9 \ubaa8\ub2c8\ud130\ub9c1 \ub300\uc2dc\ubcf4\ub4dc \uad6c\ud604 \ubc0f \ub300\uc2dc\ubcf4\ub4dc\ub97c Slack\uc73c\ub85c \uc804\ub2ec \uadf8\ub9ac\uace0 \uc0dd\uc131\ud615 AI\ub97c \ud65c\uc6a9\ud574 \uc790\ub3d9\ud654\ub41c \ube44\uc6a9 \ubcf4\uace0\uc11c\ub97c \uc0dd\uc131\ud558\ub294 \ubc95<\/strong>\uae4c\uc9c0 \ub2e4\ub8f0 \uc608\uc815\uc785\ub2c8\ub2e4.<\/p>\n\n\n\n
              \uc774\ub97c \ud1b5\ud574 \ub354\uc6b1 \uac15\ub825\ud558\uace0 \uc9c1\uad00\uc801\uc778 \ube44\uc6a9 \uad00\ub9ac \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\ub294 \ubc29\ubc95\uc744 \uacf5\uc720\ub4dc\ub824\ubcf4\uaca0\uc2b5\ub2c8\ub2e4.<\/p>\n\n\n\n
              \uae34 \uae00 \uc77d\uc5b4\uc8fc\uc154\uc11c \uac10\uc0ac\ud569\ub2c8\ub2e4.<\/p>\n\n\n\n
              \n\n\n\n
              \"\"<\/figure>\n","protected":false},"excerpt":{"rendered":"
              \uc548\ub155\ud558\uc138\uc694. MANVSCLOUD \uae40\uc218\ud604\uc785\ub2c8\ub2e4. \ud074\ub77c\uc6b0\ub4dc \ucef4\ud4e8\ud305\uacfc \ud568\uaed8 \ube44\uc6a9 \uad00\ub9ac\ub294 \ub354\uc6b1 \ud575\uc2ec \uacfc\uc81c\uac00 \ub418\uc5c8\uc2b5\ub2c8\ub2e4.\uc608\uce21 \ubd88\uac00\ub2a5\ud55c \ube44\uc6a9 \uc99d\uac00\ub294 \uae30\uc5c5\uc758 \uc608\uc0b0\uc744 \ud06c\uac8c \ucd08\uacfc\ud560 \uc218 \uc788\uc73c\uba70 \uc774\ub294 \uc7ac\uc815\uc801 \uc704\ud5d8\uc73c\ub85c \uc774\uc5b4\uc9c8 \uc218 \uc788\uc73c\uba70 \uc774\uc81c\ub294 \ub9ce\uc740 \uc720\uc800\ub4e4\uc774 \ube44\uc6a9\uc5d0 \ub300\ud55c \uad00\uc2ec\uc744 \uac16\uae30 \uc2dc\uc791\ud588\uc2b5\ub2c8\ub2e4. AWS\uc758 \uacbd\uc6b0\uc5d0\ub294 AWS Cost Anomaly Detection \uae30\ub2a5\uc744 \ud65c\uc6a9\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4.\uadf8\ub807\ub2e4\uba74 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c\ub294 \uc5b4\ub5bb\uac8c \ube44\uc6a9\uc744 \uc608\uce21\ud558\uace0 \ube44\uad50\ud558\uace0 \uc774\uc0c1 \ud0d0\uc9c0\ub97c \ud560 \uc218 \uc788\uc744\uae4c\uc694? \uc6b0\uc120 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc758 \uacbd\uc6b0 \ud604\uc7ac \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0\uc5d0 \ub300\ud55c \uc11c\ube44\uc2a4 \ub610\ub294 \uae30\ub2a5\uc744 \uae30\ubcf8\uc801\uc73c\ub85c \uc81c\uacf5\ud558\uc9c0 \uc54a\uace0 \uc788\uc73c\uba70 Cloud Insight\ub97c \ud1b5\ud55c \ube44\uc6a9 \ubaa8\ub2c8\ud130\ub9c1 \ubc0f \uc54c\ub9bc \uc124\uc815 \uc5ed\uc2dc \ubd88\uac00\ub2a5\ud55c \uc0c1\ud669\uc785\ub2c8\ub2e4. \uc774\ub7ec\ud55c \uc81c\uc57d\uc5d0\ub3c4 \ubd88\uad6c\ud558\uace0 \ud074\ub77c\uc6b0\ub4dc \ube44\uc6a9 \uad00\ub9ac\uc758 \uc911\uc694\uc131\uc740 \ub0a0\ub85c \uc99d\uac00\ud558\uace0 \uc788\uc73c\ub2c8 \uc11c\ube44\uc2a4 \ub610\ub294 \uae30\ub2a5\uc774 \uc5c6\ub2e4\uace0 \uad00\uc2ec\uc744 \uac16\uc9c0 \uc54a\ub294 \uac83\uc740 \uc798\ubabb\ub418\uc5c8\ub2e4\uace0 \ubd05\ub2c8\ub2e4. \ub530\ub77c\uc11c \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud55c \uc544\uc774\ub514\uc5b4\ub97c \uacf5\uc720\ub4dc\ub9ac\uace0\uc790 \ud569\ub2c8\ub2e4. \ub2e4\ud589\ud788\ub3c4 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc\uc5d0\uc11c \uc81c\uacf5\ud558\ub294 \ube44\uc6a9 \uad00\ub828 API\ub97c \ud65c\uc6a9\ud558\uba74 \uc0ac\uc6a9\uc790\uac00 \uc9c1\uc811 \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ud604\ud560 \uc218 \uc788\uc2b5\ub2c8\ub2e4. \uc774 \uae00\uc5d0\uc11c\ub294 \ub124\uc774\ubc84 \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c \uc5b4\ub5bb\uac8c \ube44\uc6a9 \uc774\uc0c1 \ud0d0\uc9c0 \uc2dc\uc2a4\ud15c\uc744 \uad6c\ucd95\ud558\uace0 \ube44\uc6a9 \uc608\uce21 \ubc0f \uc54c\ub9bc\uc744 \ubc1b\uc744 \uc218 \uc788\ub294\uc9c0 \uc54c\uc544\ubcf4\uaca0\uc2b5\ub2c8\ub2e4. “\uc804\uccb4 \uacfc\uc815\uc744 \ubaa8\ub450 \uacf5\uc720\ud558\uae30\uc5d0 \ub0b4\uc6a9\uc774 \ubc29\ub300\ud558\uc5ec \uc774 \ud3ec\uc2a4\ud2b8\uc5d0\uc11c\ub294 InfluxDB \ub4f1 \uc18c\ud504\ud2b8\uc6e8\uc5b4 \uc124\uce58 \uacfc\uc815 \ubc0f \uc804\uccb4 \ucf54\ub4dc\ub97c \uacf5\uc720\ud558\uc9c0 \uc54a\uc2b5\ub2c8\ub2e4. \ub530\ub77c\uc11c \uc544\uc774\ub514\uc5b4\uc640 \ud504\ub85c\uc138\uc2a4\ub97c \uc774\ud574\ud558\uc2e0 \ud6c4 \uc751\uc6a9\ud558\uc5ec \uc9c1\uc811 \uad6c\ud604\ud574\ubcf4\uc2dc\ub294 \uac83\uc744 \uad8c\uc7a5\ud569\ub2c8\ub2e4.” Cost Anomaly Detection \ud074\ub77c\uc6b0\ub4dc \ud658\uacbd\uc5d0\uc11c\uc758 \ube44\uc6a9 \uad00\ub9ac\ub294 \uc810\uc810 \ub354 \ubcf5\uc7a1\ud574\uc9c0\uace0 \uc788\uc2b5\ub2c8\ub2e4.FinOps\ub294 \uc774\ub7ec\ud55c \ubcf5\uc7a1\uc131\uc744 \uad00\ub9ac\ud558\uae30 \uc704\ud55c \uccb4\uacc4\uc801\uc778 \uc811\uadfc \ubc29\uc2dd\uc744 \uc81c\uacf5\ud569\ub2c8\ub2e4. \uadf8 \uc911\uc5d0\uc11c\ub3c4 […]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"advanced_seo_description":"","jetpack_seo_html_title":"","jetpack_seo_noindex":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[3],"tags":[981,249,980,985,735,982,32,87,91,17,90,16,986,654,89,202,398,698,979,688,984,983,987],"jetpack_sharing_enabled":true,"jetpack_featured_media_url":"","_links":{"self":[{"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/posts\/2864"}],"collection":[{"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/manvscloud.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2864"}],"version-history":[{"count":15,"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/posts\/2864\/revisions"}],"predecessor-version":[{"id":2885,"href":"https:\/\/manvscloud.com\/index.php?rest_route=\/wp\/v2\/posts\/2864\/revisions\/2885"}],"wp:attachment":[{"href":"https:\/\/manvscloud.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2864"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/manvscloud.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2864"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/manvscloud.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2864"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}