{"id":1438,"date":"2023-04-20T19:17:20","date_gmt":"2023-04-20T10:17:20","guid":{"rendered":"http:\/\/edu.ujhb.org\/?p=1438"},"modified":"2023-04-20T19:17:21","modified_gmt":"2023-04-20T10:17:21","slug":"gcp-dataflow%e5%85%a5%e9%96%80%ef%bc%88%e6%97%a5%e6%9c%ac%e8%aa%9e%e7%89%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/edu.ujhb.org\/?p=1438","title":{"rendered":"GCP Dataflow\u5165\u9580\uff08\u65e5\u672c\u8a9e\u7248\uff09"},"content":{"rendered":"\n

IT\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30d3\u30c7\u30aa\u3092\u3084\u308a\u305f\u3044\u306e\u3067\u3059\u304c\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30b3\u30f3\u30c6\u30f3\u30c4\u306b\u5fdc\u3058\u3066\u30d3\u30c7\u30aa\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30c6\u30ad\u30b9\u30c8\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u914d\u7f6e\u3057\u3066\u3044\u305f\u3060\u3051\u307e\u3059\u304b\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u304b\u3089\u59cb\u3081\u307e\u3057\u3087\u3046\u3002\u305d\u3057\u3066\u3001\u3042\u306a\u305f\u306f\u79c1\u306b\u30ab\u30d0\u30fc\u3059\u308b\u3082\u306e\u306e\u30ea\u30b9\u30c8\u3092\u4e0e\u3048\u3066\u304f\u308c\u307e\u3059\u3002<\/p>\n\n\n\n

\u3082\u3061\u308d\u3093\u3001GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3067\u53d6\u308a\u4e0a\u3052\u308b\u30c8\u30d4\u30c3\u30af\u306e\u30ea\u30b9\u30c8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

    \n
  1. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3001\u305d\u306e\u6a5f\u80fd\u3068\u5229\u70b9\u306e\u7d39\u4ecb<\/li>\n\n\n\n
  2. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u74b0\u5883\u3092\u8a2d\u5b9a\u3059\u308b\u65b9\u6cd5<\/li>\n\n\n\n
  3. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u65b9\u6cd5<\/li>\n\n\n\n
  4. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u884c\u3046\u65b9\u6cd5<\/li>\n\n\n\n
  5. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u3092\u884c\u3046\u65b9\u6cd5<\/li>\n\n\n\n
  6. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u30c8\u30ea\u30ac\u30fc<\/li>\n\n\n\n
  7. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u304a\u3088\u3073\u96c6\u8a08\u3059\u308b\u65b9\u6cd5<\/li>\n\n\n\n
  8. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u30b7\u30f3\u30af<\/li>\n\n\n\n
  9. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3092\u30c7\u30d0\u30c3\u30b0\u3057\u3066\u6700\u9069\u5316\u3059\u308b\u65b9\u6cd5<\/li>\n\n\n\n
  10. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3092\u76e3\u8996\u3057\u3066\u969c\u5bb3\u3092\u51e6\u7406\u3059\u308b\u65b9\u6cd5<\/li>\n\n\n\n
  11. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3068\u4ed6\u306e GCP \u30c4\u30fc\u30eb\u3068\u306e\u7d71\u5408<\/li>\n\n\n\n
  12. GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u4f8b<\/li>\n<\/ol>\n\n\n\n

    \u3053\u308c\u3089\u306e\u30c8\u30d4\u30c3\u30af\u3067\u306f\u3001GCP Dataflow \u3092\u4f7f\u7528\u3057\u3066\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u4e3b\u8981\u306a\u6982\u5ff5\u3068\u624b\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002 \u3053\u308c\u306f\u5358\u306a\u308b\u6982\u8981\u30ea\u30b9\u30c8\u3067\u3042\u308a\u3001\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u5185\u5bb9\u3092\u3055\u3089\u306b\u62e1\u5f35\u3057\u3066\u3001\u30cb\u30fc\u30ba\u3068\u76ee\u6a19\u306b\u9069\u5408\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n

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

    GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u8a73\u7d30\u3001\u305d\u306e\u7279\u5fb4\u3068\u5229\u70b9\u3092\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

    GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306f\u3001Google Cloud Platform(GCP)\u306e\u30de\u30cd\u30fc\u30b8\u30c9 \u30d3\u30c3\u30b0 \u30c7\u30fc\u30bf\u51e6\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u30d0\u30c3\u30c1\u304a\u3088\u3073\u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u5f37\u529b\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u64cd\u4f5c\u9762\u3092\u6c17\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3001Java\u3001Python\u3001Go \u306a\u3069\u306e\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u8a18\u8ff0\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

    GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u6a5f\u80fd\u3068\u5229\u70b9\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

      \n
    1. \u30de\u30cd\u30fc\u30b8\u30c9 \u30b5\u30fc\u30d3\u30b9: GCP Dataflow \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u57fa\u76e4\u3068\u306a\u308b\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30ad\u30f3\u30b0\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306a\u3069\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u6c17\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30d3\u30b8\u30cd\u30b9 \u30ed\u30b8\u30c3\u30af\u3068\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u30de\u30cd\u30fc\u30b8\u30c9 \u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002 \u540c\u6642\u306b\u3001GCP Dataflow \u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u306b\u81ea\u52d5\u7684\u306b\u9069\u5fdc\u3059\u308b\u305f\u3081\u306e\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3084\u30ea\u30bd\u30fc\u30b9 \u30b9\u30b1\u30b8\u30e5\u30fc\u30ea\u30f3\u30b0\u306a\u3069\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
    2. \u8907\u6570\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u30e2\u30fc\u30c9\u306e\u30b5\u30dd\u30fc\u30c8: GCP Dataflow \u306f\u3001\u30d0\u30c3\u30c1 \u30e2\u30fc\u30c9\u3060\u3051\u3067\u306a\u304f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30e2\u30fc\u30c9\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u3092\u7c21\u5358\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
    3. \u4fe1\u983c\u6027\u3068\u30d5\u30a9\u30fc\u30eb\u30c8 \u30c8\u30ec\u30e9\u30f3\u30b9: GCP Dataflow \u306f\u3001Google \u306e\u5185\u90e8 FlumeJava \u5206\u6563\u51e6\u7406\u30a8\u30f3\u30b8\u30f3\u3092\u30b3\u30a2 \u30a8\u30f3\u30b8\u30f3\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u4fe1\u983c\u6027\u3068\u30d5\u30a9\u30fc\u30eb\u30c8 \u30c8\u30ec\u30e9\u30f3\u30c8\u6027\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002 \u5931\u6557\u3057\u305f\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3057\u3001\u5931\u6557\u3057\u305f\u51e6\u7406\u30e6\u30cb\u30c3\u30c8\u3092\u518d\u8a66\u884c\u3057\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u3079\u304d\u7b49\u6027\u3092\u4fdd\u8a3c\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
    4. \u67d4\u8edf\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0 \u30e2\u30c7\u30eb: GCP Dataflow \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c Java\u3001Python\u3001Go \u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3067\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u8a18\u8ff0\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3001\u5f37\u529b\u3067\u67d4\u8edf\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0 \u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u540c\u6642\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u3059\u3070\u3084\u304f\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u8c4a\u5bcc\u306a\u6f14\u7b97\u5b50\u3068\u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u306e\u30bb\u30c3\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
    5. GCP \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408: GCP Dataflow \u306f\u3001Google Cloud Storage\u3001BigQuery\u3001Pub\/Sub \u306a\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u542b\u3080 GCP \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u7dca\u5bc6\u306b\u7d71\u5408\u3055\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f GCP Dataflow \u3092\u3053\u308c\u3089\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u7c21\u5358\u306b\u7d71\u5408\u3057\u3066\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

      \u8981\u7d04\u3059\u308b\u3068\u3001GCP Dataflow \u306f\u5f37\u529b\u3067\u67d4\u8edf\u6027\u304c\u3042\u308a\u3001\u4f7f\u3044\u3084\u3059\u3044\u30de\u30cd\u30fc\u30b8\u30c9\u30c7\u30fc\u30bf\u51e6\u7406\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u8fc5\u901f\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3057\u3001\u751f\u7523\u6027\u3092\u9ad8\u3081\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n

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

      GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u74b0\u5883\u306e\u8a2d\u5b9a\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

      GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3059\u308b\u524d\u306b\u3001GCP \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u3001\u5bfe\u5fdc\u3059\u308b\u74b0\u5883\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u74b0\u5883\u3092\u8a2d\u5b9a\u3059\u308b\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n

        \n
      1. GCP \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b: GCP \u30b3\u30f3\u30bd\u30fc\u30eb\u3067 [\u30d7\u30ed\u30b8\u30a7\u30af\u30c8] \u30e1\u30cb\u30e5\u30fc\u3092\u9078\u629e\u3057\u3001[\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d\u3068 ID \u3092\u5165\u529b\u3057\u3001\u5fc5\u8981\u306a GCP \u30b5\u30fc\u30d3\u30b9\u3092\u9078\u629e\u3057\u3066\u3001\u4f5c\u6210\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002 gcloud \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3 \u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066 GCP \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
      2. \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc API \u3092\u6709\u52b9\u306b\u3059\u308b: GCP \u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u3001[API \u3068\u30b5\u30fc\u30d3\u30b9] \u30e1\u30cb\u30e5\u30fc\u306b\u79fb\u52d5\u3057\u3001[\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9] \u3092\u9078\u629e\u3057\u3066 [\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc API] \u3092\u691c\u7d22\u3057\u3001\u6709\u52b9\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
      3. \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u74b0\u5883\u3092\u4f5c\u6210\u3059\u308b: GCP \u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u3001[\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc] \u30e1\u30cb\u30e5\u30fc\u306b\u79fb\u52d5\u3057\u3001[\u74b0\u5883] \u3092\u9078\u629e\u3057\u3066 [\u74b0\u5883\u306e\u4f5c\u6210] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u74b0\u5883\u540d\u3068\u5fc5\u8981\u306a\u69cb\u6210\u60c5\u5831 (\u30ea\u30fc\u30b8\u30e7\u30f3\u3001\u30de\u30b7\u30f3\u30bf\u30a4\u30d7\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306a\u3069) \u3092\u5165\u529b\u3057\u307e\u3059\u3002 gcloud \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u74b0\u5883\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
      4. \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30ef\u30fc\u30ab\u30fc\u30d7\u30fc\u30eb\u306e\u69cb\u6210: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u74b0\u5883\u3067\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3059\u308b\u305f\u3081\u306b1\u3064\u4ee5\u4e0a\u306e\u30ef\u30fc\u30ab\u30fc\u30d7\u30fc\u30eb\u3092\u69cb\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30d7\u30fc\u30eb \u30b5\u30a4\u30ba\u3001\u30de\u30b7\u30f3\u306e\u7a2e\u985e\u3001\u30c7\u30a3\u30b9\u30af \u30b5\u30a4\u30ba\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u6307\u5b9a\u3057\u3001\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3084\u30ab\u30b9\u30bf\u30e0 \u30b3\u30f3\u30c6\u30ca\u30fc\u306a\u3069\u306e\u8a73\u7d30\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
      5. \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u306e\u69cb\u6210: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u74b0\u5883\u3067\u306f\u3001\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u3001\u30c7\u30fc\u30bf \u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30c8\u30ea\u30ac\u30fc\u306a\u3069\u3092\u542b\u3080\u30c7\u30fc\u30bf\u51e6\u7406\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u304a\u3088\u3073\u69cb\u6210\u3067\u304d\u307e\u3059\u3002 Java\u3001Python\u3001Go \u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u4f7f\u7528\u3057\u3066\u30b8\u30e7\u30d6\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3057\u3001GCP \u30d0\u30b1\u30c3\u30c8\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
      6. \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u306e\u958b\u59cb: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u74b0\u5883\u3067\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30b8\u30e7\u30d6\u3092\u958b\u59cb\u304a\u3088\u3073\u76e3\u8996\u3067\u304d\u307e\u3059\u3002 \u30b8\u30e7\u30d6\u306e\u72b6\u614b\u3001\u9032\u884c\u72b6\u6cc1\u3001\u30ed\u30b0\u3001\u30e1\u30c8\u30ea\u30c3\u30af\u306a\u3069\u306e\u60c5\u5831\u3092\u8868\u793a\u3057\u3001\u30c7\u30d0\u30c3\u30b0\u3068\u6700\u9069\u5316\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

        \u8981\u7d04\u3059\u308b\u3068\u3001GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u74b0\u5883\u3092\u8a2d\u5b9a\u3059\u308b\u306b\u306f\u3001GCP \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc API \u306e\u6709\u52b9\u5316\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u74b0\u5883\u306e\u4f5c\u6210\u3001\u30ef\u30fc\u30ab\u30fc\u30d7\u30fc\u30eb\u3068\u30b8\u30e7\u30d6\u306e\u69cb\u6210\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u69cb\u6210\u304c\u5fc5\u8981\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u624b\u9806\u3067\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u306b GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u4f7f\u7528\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

        GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u306e\u4f5c\u6210\u3068\u7ba1\u7406\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

        GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3067\u306f\u3001GCP \u30b3\u30f3\u30bd\u30fc\u30eb\u3001gcloud \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3001API \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3067\u30c7\u30fc\u30bf\u51e6\u7406\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u3001\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002 \u4e00\u822c\u7684\u306a\u624b\u9806\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

          \n
        1. \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u3059\u308b: GCP \u30b3\u30f3\u30bd\u30fc\u30eb\u3067 [\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc] \u30e1\u30cb\u30e5\u30fc\u306b\u79fb\u52d5\u3057\u3001[\u30b8\u30e7\u30d6] \u3092\u9078\u629e\u3057\u3066 [\u30b8\u30e7\u30d6\u306e\u4f5c\u6210] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u30b8\u30e7\u30d6\u540d\u3068\u5fc5\u8981\u306a\u69cb\u6210\u60c5\u5831 (\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u3001\u30c7\u30fc\u30bf \u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30c8\u30ea\u30ac\u30fc\u306a\u3069) \u3092\u5165\u529b\u3057\u307e\u3059\u3002 gcloud \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3068 API \u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
        2. \u30b8\u30e7\u30d6 \u30b3\u30fc\u30c9\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9: \u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u3059\u308b\u3068\u304d\u306b\u3001Dataflow \u30a8\u30f3\u30b8\u30f3\u304c\u30bf\u30b9\u30af\u3092\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u30b8\u30e7\u30d6 \u30b3\u30fc\u30c9\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 Java\u3001Python\u3001Go \u306a\u3069\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3092\u4f7f\u7528\u3057\u3066\u30b8\u30e7\u30d6\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3057\u3001GCP \u30d0\u30b1\u30c3\u30c8\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002 \u30ed\u30fc\u30ab\u30eb \u30d5\u30a1\u30a4\u30eb \u30b7\u30b9\u30c6\u30e0\u3001Google Cloud \u30bd\u30fc\u30b9 \u30ea\u30dd\u30b8\u30c8\u30ea\u3001GitHub \u306a\u3069\u306e\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u4f7f\u7528\u3057\u3066\u30b3\u30fc\u30c9\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
        3. \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3092\u958b\u59cb\u3059\u308b: \u30b8\u30e7\u30d6\u3092\u4f5c\u6210\u3057\u305f\u5f8c\u3001\u30b8\u30e7\u30d6\u3092\u624b\u52d5\u3067\u958b\u59cb\u3059\u308b\u304b\u3001\u30b8\u30e7\u30d6\u3092\u5b9a\u671f\u7684\u306b\u5b9f\u884c\u3059\u308b\u3088\u3046\u306b\u81ea\u52d5\u5316\u30c8\u30ea\u30ac\u30fc\u3092\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc UI\u3001gcloud \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3001\u304a\u3088\u3073 API \u3092\u4f7f\u7528\u3057\u3066\u30b8\u30e7\u30d6\u3092\u958b\u59cb\u3059\u308b\u3053\u3068\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
        4. \u30b8\u30e7\u30d6\u306e\u72b6\u614b\u3092\u76e3\u8996\u3059\u308b: \u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u4e2d\u306b\u3044\u3064\u3067\u3082\u30b8\u30e7\u30d6\u306e\u72b6\u614b\u3001\u9032\u884c\u72b6\u6cc1\u3001\u30ed\u30b0\u3001\u30e1\u30c8\u30ea\u30c3\u30af\u306a\u3069\u306e\u60c5\u5831\u3092\u8868\u793a\u3057\u3066\u3001\u30b8\u30e7\u30d6\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u51e6\u7406\u7d50\u679c\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc UI\u3001gcloud \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3001\u304a\u3088\u3073 API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30b8\u30e7\u30d6\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
        5. \u30b8\u30e7\u30d6\u306e\u505c\u6b62\u3068\u524a\u9664: \u30b8\u30e7\u30d6\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u30b8\u30e7\u30d6\u3092\u624b\u52d5\u3067\u505c\u6b62\u3059\u308b\u304b\u3001\u30b8\u30e7\u30d6\u3092\u81ea\u52d5\u7684\u306b\u505c\u6b62\u3059\u308b\u3088\u3046\u306b\u81ea\u52d5\u5316\u30c8\u30ea\u30ac\u30fc\u3092\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002 \u30b8\u30e7\u30d6\u304c\u5fc5\u8981\u306a\u3044\u5834\u5408\u306f\u3001\u30b8\u30e7\u30d6\u3092\u524a\u9664\u3057\u3066\u30ea\u30bd\u30fc\u30b9\u3092\u89e3\u653e\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc UI\u3001gcloud \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3001API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30b8\u30e7\u30d6\u3092\u505c\u6b62\u304a\u3088\u3073\u524a\u9664\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

          \u8981\u7d04\u3059\u308b\u3068\u3001GCP Dataflow \u30b8\u30e7\u30d6\u306e\u4f5c\u6210\u3068\u7ba1\u7406\u306b\u306f\u3001\u30b8\u30e7\u30d6\u306e\u4f5c\u6210\u3001\u30b3\u30fc\u30c9\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3001\u30b8\u30e7\u30d6\u306e\u958b\u59cb\u3001\u30b8\u30e7\u30d6\u306e\u30b9\u30c6\u30fc\u30bf\u30b9\u306e\u76e3\u8996\u3001\u30b8\u30e7\u30d6\u306e\u505c\u6b62\/\u524a\u9664\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u304c\u5fc5\u8981\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u624b\u9806\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3092\u7c21\u5358\u306b\u7ba1\u7406\u3057\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u3092\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

          \u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u306bGCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

          GCP Dataflow \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u51e6\u7406\u3057\u3066\u5909\u63db\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u306e\u4e00\u822c\u7684\u306a\u624b\u9806\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

            \n
          1. \u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u306e\u9078\u629e: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3092\u884c\u3046\u305f\u3081\u306b 1 \u3064\u4ee5\u4e0a\u306e\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u3092\u9078\u629e\u3057\u307e\u3059\u3002 GCP Dataflow \u306f\u3001Google Cloud Storage\u3001Google BigQuery\u3001Google Pub\/Sub\u3001Apache Kafka \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
          2. \u30c7\u30fc\u30bf\u5909\u63db\u306e\u5b9f\u884c: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u304a\u3088\u3073\u5909\u63db\u3059\u308b\u305f\u3081\u306e 1 \u3064\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf \u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002 GCP Dataflow \u306f\u3001\u30de\u30c3\u30d4\u30f3\u30b0\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u7d50\u5408\u3001\u30b0\u30eb\u30fc\u30d7\u5316\u3001\u96c6\u8a08\u3001\u4e26\u3079\u66ff\u3048\u3001\u7d50\u5408\u3001\u5206\u5272\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u8c4a\u5bcc\u306a\u6f14\u7b97\u5b50\u3068\u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
          3. \u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u3092\u69cb\u6210\u3059\u308b: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u3092\u5b9a\u7fa9\u3057\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30c8\u30ea\u30ac\u30fc\u3001\u30a6\u30a9\u30fc\u30bf\u30fc\u30de\u30fc\u30af\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u69cb\u6210\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u306e\u52d5\u4f5c\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5236\u5fa1\u3057\u307e\u3059\u3002 GCP Dataflow \u306f\u3001\u56fa\u5b9a\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30a4\u30d9\u30f3\u30c8\u6642\u9593\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u51e6\u7406\u6642\u9593\u30a6\u30a3\u30f3\u30c9\u30a6\u306a\u3069\u3001\u8907\u6570\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u30bf\u30a4\u30d7\u3068\u30c8\u30ea\u30ac\u30fc\u30bf\u30a4\u30d7\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
          4. \u30c7\u30fc\u30bf\u51e6\u7406\u3092\u5b9f\u884c\u3059\u308b: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u3092\u624b\u52d5\u307e\u305f\u306f\u81ea\u52d5\u3067\u958b\u59cb\u3057\u3001\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u72b6\u614b\u3068\u9032\u884c\u72b6\u6cc1\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002 GCP Dataflow \u306f\u3001\u30bf\u30b9\u30af\u306e\u30ea\u30bd\u30fc\u30b9\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u81ea\u52d5\u7684\u306b\u7ba1\u7406\u3057\u3001\u51e6\u7406\u4e2d\u306e\u30a8\u30e9\u30fc\u3068\u969c\u5bb3\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
          5. \u30c7\u30fc\u30bf\u306e\u51fa\u529b: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3067\u306f\u3001\u51e6\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092 Google Cloud Storage\u3001Google BigQuery\u3001Google Pub\/Sub\u3001Apache Kafka \u306a\u3069\u306e 1 \u3064\u4ee5\u4e0a\u306e\u5b9b\u5148\u306b\u51fa\u529b\u3067\u304d\u307e\u3059\u3002 \u51fa\u529b\u5f62\u5f0f\u3084\u5727\u7e2e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

            \u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u306b GCP Dataflow \u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u306e\u9078\u629e\u3001\u30c7\u30fc\u30bf\u5909\u63db\u306e\u5b9f\u884c\u3001\u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u69cb\u6210\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u5b9f\u884c\u3001\u30c7\u30fc\u30bf\u306e\u51fa\u529b\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u304c\u5fc5\u8981\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u624b\u9806\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u76ee\u7684\u3068\u3057\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

            \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u306bGCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

            GCP Dataflow \u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30e2\u30fc\u30c9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u7c21\u5358\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u306e\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n

              \n
            1. \u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u306e\u9078\u629e: \u30e9\u30a4\u30d6 \u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30b8\u30e7\u30d6\u3067\u306f\u3001\u30e9\u30a4\u30d6 \u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3092\u884c\u3046 1 \u3064\u4ee5\u4e0a\u306e\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u3092\u9078\u629e\u3057\u307e\u3059\u3002 GCP Dataflow \u306f\u3001Google Cloud Pub\/Sub\u3001Apache Kafka\u3001Google Cloud Storage\u3001Google BigQuery \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
            2. \u30c7\u30fc\u30bf\u5909\u63db\u306e\u5b9f\u884c: \u30e9\u30a4\u30d6 \u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30b8\u30e7\u30d6\u3067\u306f\u3001\u30e9\u30a4\u30d6 \u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u51e6\u7406\u304a\u3088\u3073\u5909\u63db\u3059\u308b 1 \u3064\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf \u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002 GCP Dataflow \u306f\u3001\u30de\u30c3\u30d4\u30f3\u30b0\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u7d50\u5408\u3001\u30b0\u30eb\u30fc\u30d7\u5316\u3001\u96c6\u8a08\u3001\u4e26\u3079\u66ff\u3048\u3001\u7d50\u5408\u3001\u5206\u5272\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u8c4a\u5bcc\u306a\u6f14\u7b97\u5b50\u3068\u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
            3. \u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u69cb\u6210: \u30e9\u30a4\u30d6 \u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30b8\u30e7\u30d6\u3067\u306f\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u3092\u5b9a\u7fa9\u3057\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30c8\u30ea\u30ac\u30fc\u3001\u30a6\u30a9\u30fc\u30bf\u30fc\u30de\u30fc\u30af\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u69cb\u6210\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u52d5\u4f5c\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5236\u5fa1\u3057\u307e\u3059\u3002 GCP Dataflow \u306f\u3001\u56fa\u5b9a\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30a4\u30d9\u30f3\u30c8\u6642\u9593\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u51e6\u7406\u6642\u9593\u30a6\u30a3\u30f3\u30c9\u30a6\u306a\u3069\u3001\u8907\u6570\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u30bf\u30a4\u30d7\u3068\u30c8\u30ea\u30ac\u30fc\u30bf\u30a4\u30d7\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
            4. \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u3092\u5b9f\u884c\u3059\u308b: \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30b8\u30e7\u30d6\u3067\u306f\u3001\u624b\u52d5\u307e\u305f\u306f\u81ea\u52d5\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30bf\u30b9\u30af\u3092\u958b\u59cb\u3057\u3001\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3068\u9032\u884c\u72b6\u6cc1\u3092\u76e3\u8996\u3067\u304d\u307e\u3059\u3002 GCP Dataflow \u306f\u3001\u30bf\u30b9\u30af\u306e\u30ea\u30bd\u30fc\u30b9\u3068\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u81ea\u52d5\u7684\u306b\u7ba1\u7406\u3057\u3001\u51e6\u7406\u4e2d\u306e\u30a8\u30e9\u30fc\u3068\u969c\u5bb3\u3092\u51e6\u7406\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
            5. \u51fa\u529b\u30c7\u30fc\u30bf: \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u30b8\u30e7\u30d6\u3067\u306f\u3001\u51e6\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092 Google Cloud Storage\u3001Google BigQuery\u3001Google Cloud Pub\/Sub\u3001Apache Kafka \u306a\u3069\u306e 1 \u3064\u4ee5\u4e0a\u306e\u5b9b\u5148\u306b\u51fa\u529b\u3067\u304d\u307e\u3059\u3002 \u51fa\u529b\u5f62\u5f0f\u3084\u5727\u7e2e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

              \u8981\u7d04\u3059\u308b\u3068\u3001GCP Dataflow \u3092\u4f7f\u7528\u3057\u305f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u306b\u306f\u3001\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u306e\u9078\u629e\u3001\u30c7\u30fc\u30bf\u5909\u63db\u306e\u5b9f\u884c\u3001\u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u69cb\u6210\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b9\u30c8\u30ea\u30fc\u30e0\u51e6\u7406\u306e\u5b9f\u884c\u3001\u30c7\u30fc\u30bf\u306e\u51fa\u529b\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u304c\u5fc5\u8981\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u624b\u9806\u306b\u3088\u308a\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u306e\u305f\u3081\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

              GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u30c8\u30ea\u30ac\u30fc\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

              GCP Dataflow \u3067\u306f\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u30c8\u30ea\u30ac\u30fc\u306f\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u3092\u5236\u5fa1\u3057\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u306e\u52d5\u4f5c\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5236\u5fa1\u3059\u308b\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002 \u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u30c8\u30ea\u30ac\u30fc\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

                \n
              1. \u30a6\u30a3\u30f3\u30c9\u30a6: \u30a6\u30a3\u30f3\u30c9\u30a6\u306f\u3001\u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u6709\u9650\u30b5\u30a4\u30ba\u306e\u30b5\u30d6\u30bb\u30c3\u30c8\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u3092\u5c0f\u3055\u306a\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3057\u3001\u6642\u9593\u306e\u7d4c\u904e\u3068\u5171\u306b\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306f\u3001\u56fa\u5b9a\u3001\u6ed1\u308a\u3084\u3059\u3044\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u3001\u30a4\u30d9\u30f3\u30c8\u6642\u9593\u3001\u30d7\u30ed\u30bb\u30b9\u6642\u9593\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30a6\u30a3\u30f3\u30c9\u30a6\u30bf\u30a4\u30d7\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u30b5\u30a4\u30ba\u306f\u3001\u6642\u9593\u3001\u30ec\u30b3\u30fc\u30c9\u6570\u3001\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e\u30ab\u30b9\u30bf\u30e0\u8981\u56e0\u306b\u57fa\u3065\u3044\u3066\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
              2. \u30c8\u30ea\u30ac\u30fc: \u30c8\u30ea\u30ac\u30fc\u306f\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u304b\u3089\u306e\u30c7\u30fc\u30bf\u304c\u30c0\u30a6\u30f3\u30b9\u30c8\u30ea\u30fc\u30e0 \u30d7\u30ed\u30bb\u30c3\u30b5\u306b\u9001\u4fe1\u3055\u308c\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u6c7a\u5b9a\u3059\u308b\u30e1\u30ab\u30cb\u30ba\u30e0\u3067\u3059\u3002 GCP Dataflow \u3067\u306f\u3001\u30a4\u30d9\u30f3\u30c8\u6642\u9593\u30d9\u30fc\u30b9\u306e\u30c8\u30ea\u30ac\u30fc\u3084\u51e6\u7406\u6642\u9593\u30d9\u30fc\u30b9\u306e\u30c8\u30ea\u30ac\u30fc\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c8\u30ea\u30ac\u30fc\u30bf\u30a4\u30d7\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u30c8\u30ea\u30ac\u30fc\u306f\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u306e\u6642\u9593\u9593\u9694\u3001\u30ec\u30b3\u30fc\u30c9\u6570\u3001\u30a6\u30a9\u30fc\u30bf\u30fc\u30de\u30fc\u30af\u306a\u3069\u306e\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

                \u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u30c8\u30ea\u30ac\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u3092\u3088\u308a\u304d\u3081\u7d30\u304b\u304f\u5236\u5fa1\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0 \u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u30a4\u30d9\u30f3\u30c8\u6642\u9593\u30d9\u30fc\u30b9\u306e\u30c8\u30ea\u30ac\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3092\u5b9f\u88c5\u3057\u3001\u6700\u65b0\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u3092\u5b9a\u671f\u7684\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002 \u307e\u305f\u3001\u56fa\u5b9a\u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u51e6\u7406\u6642\u9593\u30d9\u30fc\u30b9\u306e\u30c8\u30ea\u30ac\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30d0\u30c3\u30c1 \u30e2\u30fc\u30c9\u3092\u5b9f\u88c5\u3057\u3001\u5c65\u6b74\u30c7\u30fc\u30bf\u3092\u5b9a\u671f\u7684\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

                \u8981\u7d04\u3059\u308b\u3068\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u30c8\u30ea\u30ac\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u52d5\u4f5c\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5236\u5fa1\u3059\u308b GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002 \u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u3068\u30c8\u30ea\u30ac\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9a\u7fa9\u304a\u3088\u3073\u6700\u9069\u5316\u3057\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

                GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u304a\u3088\u3073\u96c6\u8a08\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

                GCP Dataflow \u3067\u306f\u3001\u30c7\u30fc\u30bf \u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3068\u30a6\u30a3\u30f3\u30c9\u30a6\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u304a\u3088\u3073\u96c6\u8a08\u3057\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u6709\u7528\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u306e\u30b0\u30eb\u30fc\u30d7\u5316\u3068\u96c6\u8a08\u306b GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3059\u308b\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n

                  \n
                1. \u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u306e\u9078\u629e: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3092\u884c\u3046\u305f\u3081\u306b 1 \u3064\u4ee5\u4e0a\u306e\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u3092\u9078\u629e\u3057\u307e\u3059\u3002 GCP Dataflow \u306f\u3001Google Cloud Storage\u3001Google BigQuery\u3001Google Pub\/Sub\u3001Apache Kafka \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
                2. \u30c7\u30fc\u30bf\u5909\u63db\u306e\u5b9f\u884c: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u304a\u3088\u3073\u5909\u63db\u3059\u308b\u305f\u3081\u306e 1 \u3064\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf \u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002 GCP Dataflow \u306f\u3001\u30de\u30c3\u30d4\u30f3\u30b0\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u7d50\u5408\u3001\u30b0\u30eb\u30fc\u30d7\u5316\u3001\u96c6\u8a08\u3001\u4e26\u3079\u66ff\u3048\u3001\u7d50\u5408\u3001\u5206\u5272\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u8c4a\u5bcc\u306a\u6f14\u7b97\u5b50\u3068\u30b3\u30f3\u30d0\u30fc\u30bf\u30fc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
                3. \u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u3092\u69cb\u6210\u3059\u308b: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u3092\u5b9a\u7fa9\u3057\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30c8\u30ea\u30ac\u30fc\u3001\u30a6\u30a9\u30fc\u30bf\u30fc\u30de\u30fc\u30af\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u69cb\u6210\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u306e\u52d5\u4f5c\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5236\u5fa1\u3057\u307e\u3059\u3002 GCP Dataflow \u306f\u3001\u56fa\u5b9a\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30b9\u30e9\u30a4\u30c7\u30a3\u30f3\u30b0\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30bb\u30c3\u30b7\u30e7\u30f3\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u30a4\u30d9\u30f3\u30c8\u6642\u9593\u30a6\u30a3\u30f3\u30c9\u30a6\u3001\u51e6\u7406\u6642\u9593\u30a6\u30a3\u30f3\u30c9\u30a6\u306a\u3069\u3001\u8907\u6570\u306e\u30a6\u30a3\u30f3\u30c9\u30a6\u30bf\u30a4\u30d7\u3068\u30c8\u30ea\u30ac\u30fc\u30bf\u30a4\u30d7\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
                4. \u30c7\u30fc\u30bf\u306e\u30b0\u30eb\u30fc\u30d7\u5316: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067\u306f\u3001GroupByKey \u6f14\u7b97\u5b50\u3092\u4f7f\u7528\u3057\u3066\u3001\u5404\u30b0\u30eb\u30fc\u30d7\u306b\u5bfe\u3059\u308b\u96c6\u8a08\u64cd\u4f5c\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u306b\u30b0\u30eb\u30fc\u30d7\u5316\u3067\u304d\u307e\u3059\u3002 GroupByKey \u6f14\u7b97\u5b50\u306f\u3001\u540c\u3058\u30ad\u30fc\u3068\u5024\u306e\u30da\u30a2\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u51e6\u7406\u306e\u305f\u3081\u306b\u540c\u3058\u30d7\u30ed\u30bb\u30c3\u30b5\u306b\u9001\u4fe1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
                5. \u30c7\u30fc\u30bf\u96c6\u8a08: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067\u306f\u3001\u7d50\u5408\u6f14\u7b97\u5b50\u3092\u4f7f\u7528\u3057\u3066\u5404\u30b0\u30eb\u30fc\u30d7\u306e\u30c7\u30fc\u30bf\u3092\u96c6\u8a08\u3067\u304d\u307e\u3059\u3002 \u7d50\u5408\u6f14\u7b97\u5b50\u3067\u306f\u3001\u5408\u8a08\u3001\u5e73\u5747\u3001\u6700\u5927\u3001\u6700\u5c0f\u306a\u3069\u306e\u5b9a\u7fa9\u6e08\u307f\u306e\u96c6\u8a08\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3001\u30ab\u30b9\u30bf\u30e0\u96c6\u8a08\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                6. \u30c7\u30fc\u30bf\u306e\u51fa\u529b: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3067\u306f\u3001\u51e6\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092 Google Cloud Storage\u3001Google BigQuery\u3001Google Pub\/Sub\u3001Apache Kafka \u306a\u3069\u306e 1 \u3064\u4ee5\u4e0a\u306e\u5b9b\u5148\u306b\u51fa\u529b\u3067\u304d\u307e\u3059\u3002 \u51fa\u529b\u5f62\u5f0f\u3084\u5727\u7e2e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

                  \u8981\u7d04\u3059\u308b\u3068\u3001GCP Dataflow \u3092\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u306e\u30b0\u30eb\u30fc\u30d7\u5316\u3068\u96c6\u8a08\u306b\u306f\u3001\u5165\u529b\u30bd\u30fc\u30b9\u3068\u51fa\u529b\u30bd\u30fc\u30b9\u306e\u9078\u629e\u3001\u30c7\u30fc\u30bf\u5909\u63db\u306e\u5b9f\u884c\u3001\u30c7\u30fc\u30bf \u30d5\u30ed\u30fc\u306e\u69cb\u6210\u3001\u30c7\u30fc\u30bf\u306e\u30b0\u30eb\u30fc\u30d7\u5316\u3068\u96c6\u8a08\u3001\u30c7\u30fc\u30bf\u306e\u51fa\u529b\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u304c\u5fc5\u8981\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u624b\u9806\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u96c6\u8a08\u304a\u3088\u3073\u5206\u6790\u3057\u3066\u3001\u6709\u7528\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

                  GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u30b7\u30f3\u30af\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

                  GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u30b7\u30f3\u30af\u306f\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u306b\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002 \u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf \u30b7\u30f3\u30af\u306e\u8a73\u7d30\u306a\u8aac\u660e\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

                    \n
                  1. \u30c7\u30fc\u30bf \u30bd\u30fc\u30b9: \u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u306f\u3001\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u3063\u3066\u51e6\u7406\u3059\u308b\u305f\u3081\u306e 1 \u3064\u4ee5\u4e0a\u306e\u5165\u529b\u30c7\u30fc\u30bf\u306e\u5834\u6240\u3067\u3059\u3002 GCP Dataflow \u306f\u3001Google Cloud Storage\u3001Google BigQuery\u3001Google Pub\/Sub\u3001Apache Kafka\u3001\u30ed\u30fc\u30ab\u30eb\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3067 1 \u3064\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u9078\u629e\u3057\u3066\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                  2. \u30c7\u30fc\u30bf \u30b7\u30f3\u30af: \u30c7\u30fc\u30bf \u30b7\u30f3\u30af\u306f\u3001\u30c7\u30fc\u30bf\u304c\u51fa\u529b\u3055\u308c\u3001\u30c7\u30fc\u30bf\u306e\u66f8\u304d\u8fbc\u307f\u3068\u4fdd\u5b58\u306b\u4f7f\u7528\u3055\u308c\u308b 1 \u3064\u4ee5\u4e0a\u306e\u5834\u6240\u3067\u3059\u3002 GCP Dataflow \u306f\u3001Google Cloud Storage\u3001Google BigQuery\u3001Google Pub\/Sub\u3001Apache Kafka\u3001\u30ed\u30fc\u30ab\u30eb \u30d5\u30a1\u30a4\u30eb \u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30b7\u30f3\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3067 1 \u3064\u4ee5\u4e0a\u306e\u30c7\u30fc\u30bf \u30b7\u30f3\u30af\u3092\u9078\u629e\u3057\u3066\u3001\u51e6\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u6307\u5b9a\u3057\u305f\u5834\u6240\u306b\u51fa\u529b\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

                    \u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf \u30b7\u30f3\u30af\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u306e\u76ee\u7684\u3067\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u8aad\u307f\u66f8\u304d\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001Google Cloud Storage \u3092\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092 GCP \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001Google BigQuery \u3092\u30c7\u30fc\u30bf \u30b7\u30f3\u30af\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u3001\u5206\u6790\u3068\u30af\u30a8\u30ea\u306e\u305f\u3081\u306b\u51e6\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092 BigQuery \u30c6\u30fc\u30d6\u30eb\u306b\u66f8\u304d\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

                    \u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf\u30b7\u30f3\u30af\u306f\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u306e\u305f\u3081\u306b GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u91cd\u8981\u306a\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3067\u3059\u3002 \u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf \u30b7\u30f3\u30af\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u76ee\u7684\u3068\u3057\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

                    GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u306e\u30c7\u30d0\u30c3\u30b0\u3068\u6700\u9069\u5316\u306e\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

                    GCP Dataflow \u3067\u306f\u3001\u30b8\u30e7\u30d6\u306e\u30c7\u30d0\u30c3\u30b0\u3068\u6700\u9069\u5316\u304c\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u306e\u9375\u3068\u306a\u308a\u307e\u3059\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3092\u30c7\u30d0\u30c3\u30b0\u304a\u3088\u3073\u6700\u9069\u5316\u3059\u308b\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

                      \n
                    1. \u30ed\u30fc\u30ab\u30eb\u5b9f\u884c\u30e2\u30fc\u30c9\u3092\u4f7f\u7528\u3059\u308b: Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30ed\u30fc\u30ab\u30eb\u5b9f\u884c\u30e2\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001\u5b9f\u969b\u306b\u30b8\u30e7\u30d6\u3092 GCP \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u9001\u4fe1\u305b\u305a\u306b\u30b8\u30e7\u30d6\u3092\u30c6\u30b9\u30c8\u304a\u3088\u3073\u30c7\u30d0\u30c3\u30b0\u3067\u304d\u307e\u3059\u3002 \u30ed\u30fc\u30ab\u30eb\u5b9f\u884c\u30e2\u30fc\u30c9\u306f\u3001\u30b8\u30e7\u30d6\u306e\u6b63\u78ba\u6027\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3059\u3070\u3084\u304f\u691c\u8a3c\u3057\u3001\u30b8\u30e7\u30d6\u306e\u30a8\u30e9\u30fc\u3068\u7570\u5e38\u3092\u30c7\u30d0\u30c3\u30b0\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n
                    2. \u30ed\u30b0\u3068\u76e3\u8996\u3092\u4f7f\u7528\u3059\u308b: Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30ed\u30b0\u8a18\u9332\u30c4\u30fc\u30eb\u3068\u76e3\u8996\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u72b6\u614b\u3068\u9032\u884c\u72b6\u6cc1\u3092\u76e3\u8996\u3057\u3001\u554f\u984c\u3092\u7279\u5b9a\u3057\u3066\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002 GCP Dataflow \u306f\u3001\u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30ed\u30ae\u30f3\u30b0\u3001\u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u30af\u30e9\u30a6\u30c9\u30c8\u30ec\u30fc\u30b9\u306a\u3069\u3001\u8c4a\u5bcc\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u304a\u3088\u3073\u30ed\u30ae\u30f3\u30b0\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n
                    3. \u52b9\u7387\u7684\u306a\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b: Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30b8\u30e7\u30d6\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u52b9\u7387\u7684\u306a\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3001\u304a\u3088\u3073\u4e26\u5217\u51e6\u7406\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u52b9\u7387\u3068\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u7387\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                    4. \u30ea\u30bd\u30fc\u30b9\u69cb\u6210\u306e\u8abf\u6574: Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30b8\u30e7\u30d6\u306e\u30ea\u30bd\u30fc\u30b9\u69cb\u6210\u3092\u8abf\u6574\u3057\u3066\u3001\u30b8\u30e7\u30d6\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30b8\u30e7\u30d6\u5185\u306e\u30ef\u30fc\u30ab\u30fc \u30ce\u30fc\u30c9\u306e\u6570\u3092\u5897\u6e1b\u3057\u305f\u308a\u3001\u30ef\u30fc\u30ab\u30fc \u30ce\u30fc\u30c9\u306e\u30e1\u30e2\u30ea\u3068 CPU \u69cb\u6210\u3092\u8abf\u6574\u3057\u305f\u308a\u3057\u3066\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u30cb\u30fc\u30ba\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                    5. \u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u30a6\u30a9\u30fc\u30df\u30f3\u30b0\u3092\u4f7f\u7528\u3059\u308b: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u3067\u306f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u30a6\u30a9\u30fc\u30df\u30f3\u30b0\u306e\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u4e2d\u9593\u7d50\u679c\u3092\u30ad\u30e3\u30c3\u30b7\u30e5\u3057\u3001\u4e0d\u8981\u306a\u8a08\u7b97\u3068\u901a\u4fe1\u306e\u30aa\u30fc\u30d0\u30fc\u30d8\u30c3\u30c9\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002 \u307e\u305f\u3001\u30a6\u30a9\u30fc\u30e0\u30a2\u30c3\u30d7\u624b\u6cd5\u3092\u4f7f\u7528\u3057\u3066\u3001\u4e8b\u524d\u306b\u30c7\u30fc\u30bf\u3092\u30ed\u30fc\u30c9\u304a\u3088\u3073\u6e96\u5099\u3057\u3001\u30b8\u30e7\u30d6\u306e\u958b\u59cb\u3068\u5b9f\u884c\u3092\u9ad8\u901f\u5316\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

                      \u8981\u7d04\u3059\u308b\u3068\u3001GCP Dataflow \u3067\u306e\u30b8\u30e7\u30d6\u306e\u30c7\u30d0\u30c3\u30b0\u3068\u6700\u9069\u5316\u306b\u306f\u3001\u30ed\u30fc\u30ab\u30eb\u5b9f\u884c\u30e2\u30fc\u30c9\u306e\u4f7f\u7528\u3001\u30ed\u30b0\u8a18\u9332\u3068\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306e\u4f7f\u7528\u3001\u52b9\u7387\u7684\u306a\u30b3\u30fc\u30c9\u306e\u8a18\u8ff0\u3001\u30ea\u30bd\u30fc\u30b9\u69cb\u6210\u306e\u8abf\u6574\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u30a6\u30a9\u30fc\u30e0\u30a2\u30c3\u30d7\u306e\u4f7f\u7528\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u65b9\u6cd5\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u52b9\u7387\u3092\u6700\u9069\u5316\u3057\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u306e\u54c1\u8cea\u3068\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

                      GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u30b8\u30e7\u30d6\u306e\u76e3\u8996\u65b9\u6cd5\u3068\u969c\u5bb3\u306e\u51e6\u7406\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

                      GCP Dataflow \u3067\u306f\u3001\u30b8\u30e7\u30d6\u306e\u76e3\u8996\u3068\u30a8\u30e9\u30fc\u51e6\u7406\u306f\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u3092\u76e3\u8996\u3057\u3001\u969c\u5bb3\u3092\u51e6\u7406\u3059\u308b\u4e00\u822c\u7684\u306a\u65b9\u6cd5\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

                        \n
                      1. \u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30ed\u30ae\u30f3\u30b0\u306e\u4f7f\u7528: \u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30ed\u30ae\u30f3\u30b0\u306f\u3001\u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3092\u76e3\u8996\u3057\u3001\u30b8\u30e7\u30d6\u306e\u30a8\u30e9\u30fc\u3068\u4f8b\u5916\u3092\u30ed\u30b0\u306b\u8a18\u9332\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30ed\u30ae\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002 Stackdriver \u30ed\u30ae\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b8\u30e7\u30d6\u30fb\u30ed\u30b0\u3092\u8868\u793a\u3057\u3001\u30b8\u30e7\u30d6\u306e\u554f\u984c\u304a\u3088\u3073\u969c\u5bb3\u3092\u8b58\u5225\u3057\u3066\u89e3\u6c7a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                      2. \u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30fc\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u4f7f\u7528\u3059\u308b: \u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306f\u3001GCP Dataflow\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308a\u3001\u30b8\u30e7\u30d6\u306e\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u72b6\u6cc1\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 Stackdriver Monitoring \u3092\u4f7f\u7528\u3057\u3066\u3001CPU \u4f7f\u7528\u7387\u3001\u30e1\u30e2\u30ea\u4f7f\u7528\u7387\u3001I\/O \u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u306a\u3069\u306e\u30b8\u30e7\u30d6\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u8868\u793a\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30b8\u30e7\u30d6\u306e\u30ea\u30bd\u30fc\u30b9\u69cb\u6210\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u8abf\u6574\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                      3. \u30af\u30e9\u30a6\u30c9\u30c8\u30ec\u30fc\u30b9\u3092\u4f7f\u7528\u3059\u308b: GCP Dataflow \u306e\u30c7\u30a3\u30b9\u30c8\u30ea\u30d3\u30e5\u30fc\u30c6\u30a3\u30c3\u30c9(\u5206\u6563)\u30c8\u30ec\u30fc\u30b7\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308b\u30af\u30e9\u30a6\u30c9\u30c8\u30ec\u30fc\u30b9\u306f\u3001\u30b8\u30e7\u30d6\u306e\u30b3\u30fc\u30eb\u30c1\u30a7\u30fc\u30f3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u3092\u76e3\u8996\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 Cloud Trace \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30b8\u30e7\u30d6\u306e\u547c\u3073\u51fa\u3057\u30c1\u30a7\u30fc\u30f3\u3092\u8868\u793a\u3057\u3001\u5404\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u306e\u5b9f\u884c\u6642\u9593\u3068\u30ea\u30bd\u30fc\u30b9\u6d88\u8cbb\u3092\u628a\u63e1\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u52b9\u7387\u3068\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u7387\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                      4. \u4f8b\u5916\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u4f7f\u7528\u3059\u308b: GCP Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u4f8b\u5916\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u30b8\u30e7\u30d6\u5185\u306e\u30a8\u30e9\u30fc\u3068\u4f8b\u5916\u3092\u51e6\u7406\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001try-catch \u30d6\u30ed\u30c3\u30af\u3092\u4f7f\u7528\u3057\u3066\u3001\u4f8b\u5916\u3092\u30ad\u30e3\u30c3\u30c1\u3057\u3001\u4f8b\u5916\u306e\u30ed\u30b0\u8a18\u9332\u3001\u51e6\u7406\u306e\u518d\u8a66\u884c\u3001\u30d5\u30a9\u30fc\u30eb\u30d0\u30c3\u30af\u64cd\u4f5c\u306a\u3069\u306e\u4f8b\u5916\u3092\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                      5. \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30a2\u30e9\u30fc\u30e0\u3092\u4f7f\u7528\u3059\u308b: GCP Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30a2\u30e9\u30fc\u30e0\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u969c\u5bb3\u3084\u7570\u5e38\u72b6\u614b\u304c\u767a\u751f\u3057\u305f\u3068\u304d\u306b\u30a2\u30e9\u30fc\u30c8\u3092\u9001\u4fe1\u3067\u304d\u307e\u3059\u3002 \u3057\u304d\u3044\u5024\u3068\u30eb\u30fc\u30eb\u3092\u8a2d\u5b9a\u3057\u3066\u30a2\u30e9\u30fc\u30c8\u3092\u30c8\u30ea\u30ac\u30fc\u3057\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

                        \u8981\u7d04\u3059\u308b\u3068\u3001GCP Dataflow \u3067\u306e\u30b8\u30e7\u30d6\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u969c\u5bb3\u51e6\u7406\u306b\u306f\u3001\u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30ed\u30ae\u30f3\u30b0\u306e\u4f7f\u7528\u3001\u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306e\u4f7f\u7528\u3001\u30af\u30e9\u30a6\u30c9\u30c8\u30ec\u30fc\u30b9\u306e\u4f7f\u7528\u3001\u4f8b\u5916\u51e6\u7406\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u4f7f\u7528\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30a2\u30e9\u30fc\u30e0\u306e\u4f7f\u7528\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u5fc5\u8981\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u52b9\u679c\u7684\u306b\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u3057\u3066\u3001\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

                        GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3068\u4ed6\u306eGCP\u30c4\u30fc\u30eb\u3068\u306e\u7d71\u5408\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

                        GCP Dataflow \u3092\u4ed6\u306e GCP \u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf \u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u5206\u6790\u3001\u8996\u899a\u5316\u3001\u6a5f\u68b0\u5b66\u7fd2\u306a\u3069\u3001\u3088\u308a\u5e83\u7bc4\u3067\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5909\u63db\u6a5f\u80fd\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u4e00\u822c\u7684\u306b\u4f7f\u7528\u3055\u308c\u308b GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3068\u4ed6\u306e GCP \u30c4\u30fc\u30eb\u3068\u306e\u7d71\u5408\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

                          \n
                        1. Google Cloud Storage \u3068\u306e\u7d71\u5408: GCP Dataflow \u306f Google Cloud Storage \u3068\u76f4\u63a5\u7d71\u5408\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Google Cloud Storage \u306b\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u305f\u5f8c\u3001GCP Dataflow \u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3001\u51e6\u7406\u3001\u5909\u63db\u3092\u884c\u3044\u3001\u6700\u5f8c\u306b\u51e6\u7406\u3057\u305f\u30c7\u30fc\u30bf\u3092 Google Cloud Storage \u307e\u305f\u306f\u5225\u306e\u30c7\u30fc\u30bf \u30b7\u30f3\u30af\u306b\u66f8\u304d\u8fbc\u3080\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                        2. Google BigQuery \u3068\u306e\u7d71\u5408: GCP Dataflow \u3092 Google BigQuery \u3068\u7d71\u5408\u3057\u3066\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30af\u30a8\u30ea\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066 Google BigQuery \u30c6\u30fc\u30d6\u30eb\u306b\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3001SQL \u30af\u30a8\u30ea\u8a00\u8a9e\u3092\u4f7f\u7528\u3057\u3066\u5206\u6790\u304a\u3088\u3073\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 \u3055\u3089\u306b\u3001GCP Dataflow \u306f\u3001\u51e6\u7406\u6e08\u307f\u30c7\u30fc\u30bf\u306e Google BigQuery \u30c6\u30fc\u30d6\u30eb\u3078\u306e\u66f8\u304d\u8fbc\u307f\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
                        3. Google Pub\/Sub \u3068\u306e\u7d71\u5408: GCP Dataflow \u3092 Google Pub\/Sub \u3068\u7d71\u5408\u3057\u3066\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001Google Pub\/Sub \u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u304b\u3089\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u3092\u8aad\u307f\u53d6\u308a\u3001\u305d\u308c\u3092\u5909\u63db\u3057\u3066 Google Pub\/Sub \u30c8\u30d4\u30c3\u30af\u306b\u51fa\u529b\u3067\u304d\u307e\u3059\u3002 \u3055\u3089\u306b\u3001GCP Dataflow \u3067\u306f\u3001\u30a6\u30a9\u30fc\u30bf\u30fc\u30de\u30fc\u30af \u30bd\u30fc\u30b9\u3068\u3057\u3066\u306e Google Pub\/Sub \u306e\u4f7f\u7528\u3082\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n
                        4. Google Dataproc \u3068\u306e\u7d71\u5408: GCP Dataflow \u3092 Google Dataproc \u3068\u7d71\u5408\u3057\u3066\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u6a5f\u68b0\u5b66\u7fd2\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002 GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066 Google Dataproc \u30af\u30e9\u30b9\u30bf\u306b\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3001Apache Spark\u3001Hadoop\u3001Pig \u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u6a5f\u68b0\u5b66\u7fd2\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                        5. Google Cloud ML Engine \u3068\u306e\u7d71\u5408: GCP Dataflow \u3092 Google Cloud ML Engine \u3068\u7d71\u5408\u3057\u3066\u3001\u6a5f\u68b0\u5b66\u7fd2\u3068\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 GCP Dataflow \u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u524d\u51e6\u7406\u3057\u3066 Google Cloud ML Engine \u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3001TensorFlow \u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3068\u4e88\u6e2c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

                          \u7d50\u8ad6\u3068\u3057\u3066\u3001GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4ed6\u306e GCP \u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u5e83\u7bc4\u3067\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304a\u3088\u3073\u5909\u63db\u6a5f\u80fd\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u7d71\u5408\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3057\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

                          GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u4e8b\u4f8b\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

                          GCP Dataflow \u306e\u30d9\u30b9\u30c8 \u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306f\u3001\u52b9\u7387\u6027\u3001\u4fe1\u983c\u6027\u3001\u62e1\u5f35\u6027\u3001\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u5bb9\u6613\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u4fdd\u8a3c\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u5b9f\u8a3c\u6e08\u307f\u306e\u65b9\u6cd5\u8ad6\u3067\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u4e00\u822c\u7684\u306a GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306e\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

                            \n
                          1. \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f7f\u7528\u3059\u308b: GCP Dataflow \u306f\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u6a5f\u80fd\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u983b\u7e41\u306b\u4f7f\u7528\u3059\u308b\u30b8\u30e7\u30d6\u8a2d\u5b9a\u3092\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3068\u3057\u3066\u4fdd\u5b58\u3057\u3066\u3001\u4eca\u5f8c\u306e\u30b8\u30e7\u30d6\u3067\u518d\u5229\u7528\u3067\u304d\u307e\u3059\u3002 \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u6642\u9593\u3068\u52b4\u529b\u3092\u7bc0\u7d04\u3057\u3001\u30b8\u30e7\u30d6\u306e\u4e00\u8cab\u6027\u3068\u518d\u73fe\u6027\u3092\u78ba\u4fdd\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                          2. \u30b3\u30fc\u30c9\u306e\u6700\u9069\u5316: GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc \u30b8\u30e7\u30d6\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u52b9\u7387\u306f\u3001\u30b3\u30fc\u30c9\u306e\u54c1\u8cea\u3068\u8907\u96d1\u3055\u3068\u5bc6\u63a5\u306b\u95a2\u4fc2\u3057\u3066\u3044\u307e\u3059\u3002 \u30b3\u30fc\u30c9\u3092\u6700\u9069\u5316\u3057\u3001\u52b9\u7387\u7684\u306a\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u4f7f\u7528\u3057\u3001\u4e26\u5217\u51e6\u7406\u3068\u5206\u6563\u51e6\u7406\u3092\u6d3b\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n
                          3. \u30ea\u30bd\u30fc\u30b9\u69cb\u6210\u306e\u8abf\u6574: GCP Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u6700\u9ad8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u8cbb\u7528\u5bfe\u52b9\u679c\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u30b8\u30e7\u30d6\u306e\u30b5\u30a4\u30ba\u3001\u8907\u96d1\u3055\u3001\u8ca0\u8377\u306b\u5fdc\u3058\u3066\u30b8\u30e7\u30d6\u306e\u30ea\u30bd\u30fc\u30b9\u69cb\u6210\u3092\u8abf\u6574\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30ef\u30fc\u30ab\u30fc \u30ce\u30fc\u30c9\u306e\u6570\u3092\u5897\u6e1b\u3057\u305f\u308a\u3001\u30ef\u30fc\u30ab\u30fc \u30ce\u30fc\u30c9\u306e CPU \u3068\u30e1\u30e2\u30ea\u306e\u69cb\u6210\u3092\u8abf\u6574\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n
                          4. \u4f8b\u5916\u3068\u5931\u6557\u306e\u51e6\u7406: GCP Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u67af\u6e07\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u554f\u984c\u3001\u30c7\u30fc\u30bf\u306e\u4e0d\u6574\u5408\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u4f8b\u5916\u3084\u969c\u5bb3\u304c\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002 \u4f8b\u5916\u3068\u5931\u6557 (\u4f8b\u5916\u306e\u30ed\u30b0\u8a18\u9332\u3001\u51e6\u7406\u306e\u518d\u8a66\u884c\u3001\u64cd\u4f5c\u306e\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u306a\u3069) \u3092\u51e6\u7406\u3059\u308b\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n
                          5. \u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3068\u30a2\u30e9\u30fc\u30c8\u3092\u4f7f\u7528\u3059\u308b: GCP Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30ed\u30ae\u30f3\u30b0\u3001\u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306a\u3069\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u304a\u3088\u3073\u30a2\u30e9\u30fc\u30c8\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b8\u30e7\u30d6\u306e\u5b9f\u884c\u30b9\u30c6\u30fc\u30bf\u30b9\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30e1\u30c8\u30ea\u30af\u30b9\u3092\u76e3\u8996\u3057\u3001\u4f8b\u5916\u3084\u969c\u5bb3\u304c\u767a\u751f\u3057\u305f\u3068\u304d\u306b\u30a2\u30e9\u30fc\u30c8\u3092\u9001\u4fe1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n
                          6. \u30c6\u30b9\u30c8\u3068\u691c\u8a3c: GCP Dataflow \u30b8\u30e7\u30d6\u3067\u306f\u3001\u30b8\u30e7\u30d6\u306e\u6b63\u78ba\u6027\u3068\u4e00\u8cab\u6027\u3092\u78ba\u4fdd\u3059\u308b\u305f\u3081\u306b\u3001\u9069\u5207\u306a\u30c6\u30b9\u30c8\u3068\u691c\u8a3c\u3092\u5b9f\u65bd\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u5358\u4f53\u30c6\u30b9\u30c8\u3001\u7d71\u5408\u30c6\u30b9\u30c8\u3001\u304a\u3088\u3073\u30a8\u30f3\u30c9 \u30c4\u30fc \u30a8\u30f3\u30c9 \u30c6\u30b9\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b8\u30e7\u30d6\u306e\u500b\u3005\u306e\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u3068\u6a5f\u80fd\u3092\u30c6\u30b9\u30c8\u304a\u3088\u3073\u691c\u8a3c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n

                            \u8981\u7d04\u3059\u308b\u3068\u3001GCP Dataflow \u306e\u30d9\u30b9\u30c8 \u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u306f\u3001\u52b9\u7387\u7684\u3067\u4fe1\u983c\u6027\u304c\u9ad8\u304f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u3067\u4fdd\u5b88\u304c\u5bb9\u6613\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u3092\u69cb\u7bc9\u3057\u3066\u5b9f\u884c\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u5b9f\u8a3c\u6e08\u307f\u306e\u65b9\u6cd5\u8ad6\u3067\u3059\u3002 \u3053\u308c\u3089\u306e\u30d9\u30b9\u30c8 \u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u4f8b\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u306e\u54c1\u8cea\u3068\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u3001\u3088\u308a\u52b9\u7387\u7684\u3067\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n

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

                            GCP\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u5b9f\u88c5\u3057\u3066\u3044\u308bPython\u306e\u4f8b\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n

                            \u5358\u8a9e\u6570\u306b GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u793a\u3059\u7c21\u5358\u306a Python \u306e\u4f8b\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n

                            pythonCopy codeimport apache_beam as beam\nfrom apache_beam.options.pipeline_options import PipelineOptions\n\n# \u5b9a\u4e49PipelineOptions\npipeline_options = PipelineOptions(\n    runner=\"DataflowRunner\",\n    project=\"your_project_id\",\n    job_name=\"word-count-job\",\n    temp_location=\"gs:\/\/your-bucket-name\/tmp\",\n    region=\"your-region\"\n)\n\n# \u5b9a\u4e49\u4e00\u4e2a\u5904\u7406\u51fd\u6570\uff0c\u7528\u4e8e\u5c06\u8f93\u5165\u6570\u636e\u62c6\u5206\u6210\u5355\u8bcd\ndef split_words(element):\n    return element.split()\n\n# \u5b9a\u4e49\u4e00\u4e2a\u5904\u7406\u51fd\u6570\uff0c\u7528\u4e8e\u5c06\u5355\u8bcd\u8ba1\u6570\ndef count_words(word_count):\n    word, counts = word_count\n    return (word, sum(counts))\n\n# \u5b9a\u4e49\u4e00\u4e2aPipeline\uff0c\u5e76\u5c06\u5904\u7406\u51fd\u6570\u6dfb\u52a0\u5230Pipeline\u4e2d\nwith beam.Pipeline(options=pipeline_options) as p:\n    # \u4ece\u6587\u4ef6\u4e2d\u8bfb\u53d6\u6570\u636e\n    lines = p | \"Read from file\" >> beam.io.ReadFromText(\"gs:\/\/your-bucket-name\/input.txt\")\n    # \u5c06\u6570\u636e\u62c6\u5206\u6210\u5355\u8bcd\n    words = lines | \"Split words\" >> beam.FlatMap(split_words)\n    # \u8ba1\u7b97\u6bcf\u4e2a\u5355\u8bcd\u7684\u51fa\u73b0\u6b21\u6570\n    word_counts = words | \"Count words\" >> beam.combiners.CountPerElement()\n    # \u5c06\u7ed3\u679c\u5199\u5165\u6587\u4ef6\n    output = word_counts | \"Write to file\" >> beam.io.WriteToText(\"gs:\/\/your-bucket-name\/output.txt\")\n<\/code><\/pre>\n\n\n\n
                            \u4e0a\u8a18\u306e\u4f8b\u3067\u306f\u3001\u30e9\u30f3\u30ca\u30fc\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8 ID\u3001\u30b8\u30e7\u30d6\u540d\u3001\u4e00\u6642\u7684\u306a\u5834\u6240\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u306a\u3069\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u542b\u3080\u3044\u304f\u3064\u304b\u306e PipelineOptions \u3092\u6700\u521d\u306b\u5b9a\u7fa9\u3057\u307e\u3057\u305f\u3002 \u6b21\u306b\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3092\u5358\u8a9e\u306b\u5206\u5272\u3059\u308b\u95a2\u6570\u3068\u5358\u8a9e\u3092\u30ab\u30a6\u30f3\u30c8\u3059\u308b\u95a2\u6570\u306e 2 \u3064\u306e\u51e6\u7406\u95a2\u6570\u3092\u5b9a\u7fa9\u3057\u307e\u3059\u3002 \u6b21\u306b\u3001\u30d3\u30fc\u30e0\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u51e6\u7406\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u4f5c\u6210\u3057\u3001\u30cf\u30f3\u30c9\u30e9\u30fc\u3092\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u8ffd\u52a0\u3057\u307e\u3057\u305f\u3002 \u6700\u5f8c\u306b\u3001\u7d50\u679c\u3092\u30d5\u30a1\u30a4\u30eb\u306b\u66f8\u304d\u8fbc\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
                            GCP \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3067\u3053\u306e\u30b8\u30e7\u30d6\u3092\u5b9f\u884c\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
                            cssCopy codepython word_count.py --runner=DataflowRunner --project=your_project_id --temp_location=gs:\/\/your-bucket-name\/tmp --region=your-region\n<\/code><\/pre>\n\n\n\n
                            \u3053\u306e\u4f8b\u3067\u306f\u57fa\u672c\u7684\u306a GCP Dataflow \u64cd\u4f5c\u306e\u307f\u3092\u793a\u3057\u3066\u304a\u308a\u3001\u5b9f\u969b\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf \u30b9\u30c8\u30ea\u30fc\u30e0\u306e\u64cd\u4f5c\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf \u30b7\u30f3\u30af\u306e\u4f7f\u7528\u306a\u3069\u3001\u3088\u308a\u8907\u96d1\u3067\u9ad8\u5ea6\u306a\u6a5f\u80fd\u304c\u5fc5\u8981\u306b\u306a\u308b\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
                            IT\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u306e\u30d3\u30c7\u30aa\u3092\u3084\u308a\u305f\u3044\u306e\u3067 … <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"footnotes":""},"categories":[23],"tags":[],"class_list":["post-1438","post","type-post","status-publish","format-standard","hentry","category-material"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts\/1438","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1438"}],"version-history":[{"count":1,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts\/1438\/revisions"}],"predecessor-version":[{"id":1439,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts\/1438\/revisions\/1439"}],"wp:attachment":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1438"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1438"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1438"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}