{"id":4277,"date":"2025-12-23T16:53:32","date_gmt":"2025-12-23T08:53:32","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=4277"},"modified":"2025-12-23T16:53:32","modified_gmt":"2025-12-23T08:53:32","slug":"aws-iceberg-a-key-tabular-choice-for-building-modern-data-lakes","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ja\/aws-iceberg\uff1a\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\/","title":{"rendered":"AWS Iceberg: \u6700\u65b0\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306e\u4e3b\u8981\u306a\u30c6\u30fc\u30d6\u30eb\u5f62\u5f0f\u306e\u9078\u629e\u80a2"},"content":{"rendered":"

\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u696d\u52d9\u306b\u5b8c\u5168\u306b\u79fb\u884c\u3059\u308b\u306b\u3064\u308c\u3066\u30c7\u30fc\u30bf\u30ec\u30a4\u30af<\/strong>\u81a8\u5927\u306a\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u3057\u3066\u3001\u9577\u5e74\u5229\u7528\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u591a\u304f\u306e\u4f01\u696d\u304c\u5b9f\u8df5\u306b\u304a\u3044\u3066\u6b21\u306e\u3088\u3046\u306a\u554f\u984c\u306b\u6c17\u3065\u304d\u59cb\u3081\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u300c\u30c7\u30fc\u30bf\u304c S3 \u306b\u4fdd\u5b58\u3067\u304d\u308b\u3068\u3044\u3046\u4e8b\u5b9f\u306f\u3001\u30c7\u30fc\u30bf\u304c\u4f7f\u7528\u53ef\u80fd\u3067\u3042\u308b\u3053\u3068\u3092\u610f\u5473\u3059\u308b\u3082\u306e\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u300d<\/strong><\/p>\n

\u5f93\u6765\u306e\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306f\u3001\u30c6\u30fc\u30d6\u30eb\u69cb\u9020\u306e\u9032\u5316\u306e\u96e3\u3057\u3055\u3001\u66f4\u65b0\u3068\u524a\u9664\u306e\u30b3\u30b9\u30c8\u306e\u9ad8\u3055\u3001\u8907\u6570\u306e\u30a8\u30f3\u30b8\u30f3\u304b\u3089\u306e\u540c\u6642\u30a2\u30af\u30bb\u30b9\u306b\u3088\u308b\u7af6\u5408\u306e\u767a\u751f\u3001\u5c65\u6b74\u30c7\u30fc\u30bf\u306e\u8ffd\u8de1\u304c\u4e0d\u53ef\u80fd\u306a\u3053\u3068\u306a\u3069\u306e\u554f\u984c\u306b\u3088\u308a\u3001\u5f90\u3005\u306b\u65b0\u305f\u306a\u6280\u8853\u7684\u8ca0\u62c5\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n

\u3053\u306e\u3088\u3046\u306a\u80cc\u666f\u304b\u3089\u3001\u30a2\u30d1\u30c3\u30c1\u30a2\u30a4\u30b9\u30d0\u30fc\u30b0<\/strong> \u3053\u308c\u306f\u5f90\u3005\u306b AWS \u304c\u516c\u5f0f\u306b\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30c6\u30fc\u30d6\u30eb\u5f62\u5f0f\u306e 1 \u3064\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u3001\u305d\u308c\u3092\u4e2d\u5fc3\u306b\u69cb\u7bc9\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306f... AWS \u30a2\u30a4\u30b9\u30d0\u30fc\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/strong>\u3053\u308c\u306f\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30c7\u30fc\u30bf \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u306b\u3068\u3063\u3066\u3082\u91cd\u8981\u306a\u65b9\u5411\u6027\u306b\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002<\/p>\n

 <\/p>\n

AWS Iceberg \u3068\u306f\u4f55\u3067\u3059\u304b?<\/h4>\n

\u307e\u305a\u6700\u521d\u306b\u660e\u78ba\u306b\u3057\u3066\u304a\u304d\u305f\u3044\u306e\u306f\u6b21\u306e\u70b9\u3067\u3059\u3002<\/p>\n

AWS Iceberg \u306f\u500b\u5225\u306e AWS \u30b5\u30fc\u30d3\u30b9\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/strong><\/p>\n

\u3088\u304f\u8a00\u308f\u308c\u308b\u3053\u3068 AWS \u30a2\u30a4\u30b9\u30d0\u30fc\u30b0<\/strong>\u3053\u308c\u306fAWS\u30af\u30e9\u30a6\u30c9\u4e0a\u3067\u7a3c\u50cd\u3059\u308b\u3053\u3068\u3092\u610f\u5473\u3057\u3001 Apache Iceberg \u30c6\u30fc\u30d6\u30eb\u5f62\u5f0f<\/strong>\u6b21\u306e\u3088\u3046\u306a\u8907\u6570\u306e AWS \u30cd\u30a4\u30c6\u30a3\u30d6\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3:<\/p>\n

    \n
  • \u30a2\u30de\u30be\u30f3S3<\/strong>\u57fa\u76e4\u3068\u306a\u308b\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8<\/li>\n
  • \u30a2\u30d1\u30c3\u30c1\u30a2\u30a4\u30b9\u30d0\u30fc\u30b0<\/strong>\u8868\u5f62\u5f0f\u3068\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u4ed5\u69d8<\/li>\n
  • AWS Glue \u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0<\/strong>\u7d71\u5408\u30e1\u30bf\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0<\/li>\n
  • Amazon Athena\/EMR\/Redshift<\/strong>\u30af\u30a8\u30ea\u304a\u3088\u3073\u8a08\u7b97\u30a8\u30f3\u30b8\u30f3<\/li>\n<\/ul>\n

    \u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u4f4e\u30b3\u30b9\u30c8\u3068\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u7dad\u6301\u3057\u306a\u304c\u3089\u3001\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9 \u30ec\u30d9\u30eb\u306b\u8fd1\u3044\u7ba1\u7406\u6a5f\u80fd\u3068\u4e00\u8cab\u6027\u6a5f\u80fd\u3092\u5c0e\u5165\u3057\u307e\u3059\u3002<\/p>\n

     <\/p>\n

    \u5f93\u6765\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u304c\u307e\u3059\u307e\u3059\u300c\u4f7f\u3044\u306b\u304f\u304f\u300d\u306a\u3063\u3066\u304d\u3066\u3044\u308b\u306e\u306f\u306a\u305c\u3067\u3057\u3087\u3046\u304b?<\/h4>\n

    \u591a\u304f\u306e\u4f01\u696d\u3067\u306f\u3001\u5f93\u6765\u306e\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306f\u4e00\u822c\u7684\u306b\u6b21\u306e\u3088\u3046\u306a\u7279\u5fb4\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

    S3 + Parquet + Hive \u30e1\u30bf\u30b9\u30c8\u30a2<\/p>\n

    \u3053\u306e\u30e2\u30c7\u30eb\u306f\u521d\u671f\u6bb5\u968e\u3067\u306f\u975e\u5e38\u306b\u52b9\u679c\u7684\u3067\u3057\u305f\u304c\u3001\u30c7\u30fc\u30bf\u306e\u898f\u6a21\u3068\u30d3\u30b8\u30cd\u30b9\u306e\u8907\u96d1\u3055\u304c\u5897\u3059\u306b\u3064\u308c\u3066\u3001\u5f90\u3005\u306b\u554f\u984c\u304c\u6d6e\u4e0a\u3057\u307e\u3057\u305f\u3002<\/p>\n

      \n
    • \u8ffd\u52a0\u306e\u307f\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u304a\u308a\u3001\u66f4\u65b0\u3084\u524a\u9664\u306f\u975e\u5e38\u306b\u56f0\u96e3\u3067\u3059\u3002<\/strong><\/li>\n
    • \u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u8a2d\u8a08\u306b\u6b20\u9665\u304c\u3042\u308b\u3068\u3001\u5f8c\u3067\u8abf\u6574\u3059\u308b\u3053\u3068\u306f\u307b\u307c\u4e0d\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n
    • \u30af\u30a8\u30ea \u30a8\u30f3\u30b8\u30f3\u306f\u7121\u95a2\u4fc2\u306a\u30d5\u30a1\u30a4\u30eb\u3092\u5927\u91cf\u306b\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u5236\u5fa1\u4e0d\u80fd\u3067\u3059\u3002<\/li>\n
    • \u8907\u6570\u306e\u30a8\u30f3\u30b8\u30f3\u304b\u3089\u306e\u540c\u6642\u66f8\u304d\u8fbc\u307f\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u4e0d\u6574\u5408\u304c\u7c21\u5358\u306b\u767a\u751f\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n

      \u3053\u308c\u3089\u306e\u554f\u984c\u70b9\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u80fd\u529b\u306e\u4e0d\u8db3\u304c\u539f\u56e0\u3067\u306f\u306a\u304f\u3001\u3080\u3057\u308d...\u30c6\u30fc\u30d6\u30eb\u7ba1\u7406\u6a5f\u80fd\u306e\u6b20\u5982<\/strong>\u3002<\/p>\n

       <\/p>\n

      Apache Iceberg \u304c\u63d0\u4f9b\u3059\u308b\u4e3b\u306a\u6a5f\u80fd\u306f\u4f55\u3067\u3059\u304b?<\/h4>\n

      Apache Iceberg \u306e\u6838\u3068\u306a\u308b\u4fa1\u5024\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u4e00\u9023\u306e\u6a5f\u80fd\u3092\u5c0e\u5165\u3057\u3066\u3044\u308b\u70b9\u306b\u3042\u308a\u307e\u3059\u3002\u6a19\u6e96\u5316\u3055\u308c\u305f\u30a8\u30f3\u30b8\u30f3\u306b\u4f9d\u5b58\u3057\u306a\u3044\u30c6\u30fc\u30d6\u30eb\u7ba1\u7406\u30e1\u30ab\u30cb\u30ba\u30e0<\/strong>\u3002<\/p>\n

      1. UPDATE \/ DELETE \/ MERGE \u3092\u5b8c\u5168\u306b\u30b5\u30dd\u30fc\u30c8<\/h5>\n

      Iceberg \u306f\u3001\u30c6\u30fc\u30d6\u30eb\u5168\u4f53\u3092\u66f8\u304d\u63db\u3048\u308b\u3053\u3068\u306a\u304f\u884c\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u5909\u66f4\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n

        \n
      • \u6ce8\u6587\u4fee\u6b63\u3001\u30b9\u30c6\u30fc\u30bf\u30b9\u5909\u66f4\u3001\u30c7\u30fc\u30bf\u30a8\u30e9\u30fc\u4fee\u6b63\u306a\u3069\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n
      • \u30d3\u30b8\u30cd\u30b9\u5206\u6790\u30b7\u30b9\u30c6\u30e0\u306e\u30e6\u30fc\u30b6\u30fc\u30d5\u30ec\u30f3\u30c9\u30ea\u30fc\u5316<\/li>\n<\/ul>\n
        2. \u30bf\u30a4\u30e0\u30c8\u30e9\u30d9\u30eb<\/h5>\n

        Iceberg \u306f\u3001\u6b21\u306e\u3082\u306e\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c6\u30fc\u30d6\u30eb\u306e\u5c65\u6b74\u30b9\u30ca\u30c3\u30d7\u30b7\u30e7\u30c3\u30c8\u3092\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/p>\n

          \n
        • \u5c65\u6b74\u30d0\u30fc\u30b8\u30e7\u30f3\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea<\/li>\n
        • \u30c7\u30fc\u30bf\u76e3\u67fb<\/li>\n
        • \u8aa4\u3063\u305f\u64cd\u4f5c\u306e\u30ed\u30fc\u30eb\u30d0\u30c3\u30af<\/li>\n<\/ul>\n

          \u3053\u308c\u306f\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3001\u8ca1\u52d9\u3001\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u30b7\u30ca\u30ea\u30aa\u3067\u306f\u7279\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n

          3. \u9ad8\u6027\u80fd\u30af\u30a8\u30ea\u3068\u96a0\u3057\u30d5\u30a1\u30a4\u30eb\u306e\u8907\u96d1\u3055<\/h5>\n

          Iceberg \u306f\u5b8c\u5168\u306a\u30e1\u30bf\u30c7\u30fc\u30bf (\u30d5\u30a1\u30a4\u30eb \u30ea\u30b9\u30c8\u3001\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u60c5\u5831\u3001\u7d71\u8a08) \u3092\u7dad\u6301\u3057\u307e\u3059\u3002<\/p>\n

            \n
          • \u30af\u30a8\u30ea \u30a8\u30f3\u30b8\u30f3\u306f S3 \u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3092\u30b9\u30ad\u30e3\u30f3\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002<\/li>\n
          • \u672c\u5f53\u306b\u95a2\u9023\u306e\u3042\u308b\u30c7\u30fc\u30bf\u30d5\u30a1\u30a4\u30eb\u306e\u307f\u3092\u8aad\u307f\u53d6\u308a\u307e\u3059<\/li>\n
          • Athena\u3001Trino\u3001Spark \u306e\u30af\u30a8\u30ea\u52b9\u7387\u304c\u5927\u5e45\u306b\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n
            4. \u8907\u6570\u30a8\u30f3\u30b8\u30f3\u306e\u540c\u6642\u30a2\u30af\u30bb\u30b9\u306b\u3088\u308a\u30d9\u30f3\u30c0\u30fc\u30ed\u30c3\u30af\u30a4\u30f3\u3092\u56de\u907f<\/h5>\n

            \u540c\u3058\u6c37\u5c71\u30c6\u30fc\u30d6\u30eb\u306f\u6b21\u306e\u7528\u9014\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n

              \n
            • \u30a2\u30c6\u30ca\u691c\u7d22<\/li>\n
            • EMR Spark \u66f8\u304d\u8fbc\u307f<\/li>\n
            • \u8d64\u65b9\u504f\u79fb\u30b9\u30da\u30af\u30c8\u30eb\u89e3\u6790<\/li>\n<\/ul>\n

              \u3053\u308c\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u30a8\u30f3\u30b8\u30f3\u7528\u306b\u8907\u6570\u306e\u30c7\u30fc\u30bf\u306e\u30b3\u30d4\u30fc\u3092\u7dad\u6301\u3059\u308b\u5fc5\u8981\u304c\u306a\u304f\u306a\u308a\u3001\u3053\u308c\u306f\u4f01\u696d\u306e\u9577\u671f\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u9032\u5316\u306b\u3068\u3063\u3066\u7279\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n

              <\/h4>\n

              AWS\u306b\u3088\u308bIceberg\u306e\u516c\u5f0f\u30b5\u30dd\u30fc\u30c8<\/h4>\n

              AWS \u306f\u3053\u308c\u3092\u8907\u6570\u306e\u30b3\u30a2\u30b5\u30fc\u30d3\u30b9\u306b\u7d71\u5408\u3057\u307e\u3057\u305f\u3002Apache Iceberg\u306e\u30cd\u30a4\u30c6\u30a3\u30d6\u30b5\u30dd\u30fc\u30c8<\/strong>\uff1a<\/p>\n

              1. \u30a2\u30de\u30be\u30f3\u30fb\u30a2\u30c6\u30ca<\/strong><\/h5>\n
                \n
              • \u30a2\u30a4\u30b9\u30d0\u30fc\u30b0\u30c6\u30fc\u30d6\u30eb\u306e\u30cd\u30a4\u30c6\u30a3\u30d6\u30b5\u30dd\u30fc\u30c8<\/li>\n
              • INSERT\/UPDATE\/DELETE\/MERGE \u3092\u30b5\u30dd\u30fc\u30c8<\/li>\n<\/ul>\n
                2. AWS\u30b0\u30eb\u30fc<\/strong><\/h5>\n
                  \n
                • Iceberg\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u3057\u3066\u306eGlue Catalog<\/li>\n
                • Glue Job (Spark) \u306f Iceberg \u30c6\u30fc\u30d6\u30eb\u3092\u76f4\u63a5\u8aad\u307f\u66f8\u304d\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n
                  3. \u30a2\u30de\u30be\u30f3EMR<\/strong><\/h5>\n
                    \n
                  • Spark\u3001Trino\u3001Flink \u306f Iceberg \u3092\u5168\u9762\u7684\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n
                  • \u30a2\u30de\u30be\u30f3\u30ec\u30c3\u30c9\u30b7\u30d5\u30c8<\/strong><\/li>\n
                  • Redshift Spectrum\u3092\u4f7f\u7528\u3057\u3066Iceberg\u30c6\u30fc\u30d6\u30eb\u3092\u30af\u30a8\u30ea\u3059\u308b<\/li>\n
                  • Redshift Serverless \u3082\u9069\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n

                    \u3053\u308c\u306f\u3064\u307e\u308a\uff1a<\/p>\n

                    Iceberg \u306f\u3082\u306f\u3084\u300c\u5b9f\u9a13\u7684\u306a\u9078\u629e\u80a2\u300d\u3067\u306f\u306a\u304f\u3001AWS \u306b\u3088\u3063\u3066\u516c\u5f0f\u306b\u8a8d\u3081\u3089\u308c\u305f\u4e3b\u6d41\u306e\u30c7\u30fc\u30bf\u30ec\u30a4\u30af \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/strong><\/p>\n

                    Iceberg \u306f\u3069\u306e\u3088\u3046\u306a\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30b7\u30ca\u30ea\u30aa\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u304b?<\/h4>\n

                    \u5b9f\u969b\u306e\u9867\u5ba2\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u7d4c\u9a13\u306b\u57fa\u3065\u304f\u3068\u3001AWS Iceberg \u306e\u5b9f\u88c5\u306b\u306f\u6b21\u306e\u3088\u3046\u306a\u30b7\u30ca\u30ea\u30aa\u304c\u6700\u9069\u3067\u3059\u3002<\/p>\n

                      \n
                    • \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u7d71\u5408\u69cb\u7bc9<\/li>\n
                    • \u5206\u6790\u30c7\u30fc\u30bf\u306f\u983b\u7e41\u306b\u66f4\u65b0\u307e\u305f\u306f\u4fee\u6b63\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n
                    • \u8907\u6570\u306e\u5206\u6790\u30a8\u30f3\u30b8\u30f3\u3092\u4e26\u884c\u3057\u3066\u4f7f\u7528\u3057\u307e\u3059\uff08BI + \u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9 + \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\uff09<\/li>\n
                    • \u79c1\u305f\u3061\u306f\u3001\u5358\u4e00\u306e\u30c7\u30fc\u30bf \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u307e\u305f\u306f\u30d9\u30f3\u30c0\u30fc\u306b\u6df1\u304f\u7e1b\u3089\u308c\u308b\u3053\u3068\u3092\u907f\u3051\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n
                    • \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3001\u76e3\u67fb\u3001\u30c8\u30ec\u30fc\u30b5\u30d3\u30ea\u30c6\u30a3\u3092\u5fc5\u8981\u3068\u3059\u308b\u4f01\u696d<\/li>\n<\/ul>\n

                      <\/h4>\n

                      AWS\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u3068\u3057\u3066<\/h4>\n

                      \u30a2\u30a4\u30b9\u30d0\u30fc\u30b0\u306f\u975e\u5e38\u306b\u6709\u80fd\u3067\u3059\u304c\u3001\u672c\u5f53\u306e\u8ab2\u984c\u306f\u5b9f\u88c5\u8a08\u753b\u306e\u8a2d\u8a08\u306b\u3042\u308a\u307e\u3059\u3002<\/strong>\uff1a<\/p>\n

                        \n
                      • \u30c6\u30fc\u30d6\u30eb\u306e\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u3068\u9032\u5316\u6226\u7565\u306f\u3069\u306e\u3088\u3046\u306b\u8a08\u753b\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b?<\/li>\n
                      • \u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ba\u3092\u5236\u5fa1\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3057\u3087\u3046\u304b?<\/li>\n
                      • Athena\u3001EMR\u3001Redshift \u9593\u3067\u30bf\u30b9\u30af\u3092\u5408\u7406\u7684\u306b\u5206\u5272\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3057\u3087\u3046\u304b?<\/li>\n
                      • S3 \u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30a8\u30f3\u30b8\u30f3\u306e\u9593\u3067\u30b3\u30b9\u30c8\u306e\u30d0\u30e9\u30f3\u30b9\u3092\u3068\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u3088\u3044\u3067\u3059\u304b?<\/li>\n<\/ul>\n

                        \u3068\u3057\u3066 AWS \u516c\u5f0f\u8a8d\u5b9a\u30ea\u30bb\u30e9\u30fc<\/strong>\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3068\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u69cb\u7bc9\u3067\u306f\u3001\u901a\u5e38\u3001\u6b21\u306e\u8981\u7d20\u304c\u7d44\u307f\u5408\u308f\u3055\u308c\u307e\u3059\u3002<\/p>\n

                          \n
                        • \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u3068\u30af\u30a8\u30ea\u30d1\u30bf\u30fc\u30f3<\/li>\n
                        • \u30b3\u30b9\u30c8\u4e88\u7b97\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u76ee\u6a19<\/li>\n
                        • \u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u307e\u305f\u306fHadoop\u30b7\u30b9\u30c6\u30e0\u306e\u79fb\u884c\u8981\u4ef6<\/li>\n<\/ul>\n

                          \u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u305f\u3081\u306e\u30c7\u30b6\u30a4\u30f3 Iceberg \u30c7\u30fc\u30bf \u30ec\u30a4\u30af \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3: \u9577\u671f\u7684\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3001\u30b3\u30b9\u30c8\u5236\u5fa1\u3001\u4fdd\u5b88\u304c\u53ef\u80fd\u3002<\/strong>\u5358\u306b\u300c\u30c6\u30fc\u30d6\u30eb\u5f62\u5f0f\u3092\u30a2\u30a4\u30b9\u30d0\u30fc\u30b0\u306b\u5909\u66f4\u3059\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001<\/p>\n

                          <\/h4>\n

                          \u7d50\u8ad6<\/h4>\n

                          Apache Iceberg \u306f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3092\u8907\u96d1\u306b\u3059\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u3088\u308a\u300c\u7ba1\u7406\u3057\u3084\u3059\u3044\u300d\u3082\u306e\u306b\u3057\u307e\u3059\u3002<\/strong><\/p>\n

                          AWS\u30af\u30e9\u30a6\u30c9\u306b\u304a\u3044\u3066\u3001Iceberg\u306f\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u3064\u306a\u3050\u91cd\u8981\u306a\u67b6\u3051\u6a4b\u3068\u306a\u308a\u3064\u3064\u3042\u308a\u307e\u3059\u3002\u6b21\u4e16\u4ee3\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u69cb\u7bc9\u3092\u76ee\u6307\u3059\u4f01\u696d\u306b\u3068\u3063\u3066\u3001\u554f\u984c\u306f\u3001AWS Iceberg \u3092\u9078\u629e\u3059\u308b\u304b\u3069\u3046\u304b\u3067\u306f\u306a\u304f\u3001\u300c\u3044\u3064\u5c0e\u5165\u3059\u308b\u304b\u3001\u3069\u306e\u3088\u3046\u306b\u6b63\u3057\u304f\u5c0e\u5165\u3059\u308b\u304b\u300d\u3067\u3059\u3002<\/strong><\/p>","protected":false},"excerpt":{"rendered":"

                          \u4f01\u696d\u304c\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u904b\u7528\u3092\u672c\u683c\u7684\u306b\u63a8\u9032\u3059\u308b\u306b\u3064\u308c\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u9577\u5e74\u306b\u308f\u305f\u308a\u81a8\u5927\u306a\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u3092\u30db\u30b9\u30c8\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3068\u3057\u3066\u5229\u7528\u3055\u308c\u3066\u304d\u307e\u3057\u305f\u3002\u3057\u304b\u3057\u3001\u307e\u3059\u307e\u3059\u591a\u304f\u306e\u4f01\u696d\u304c\u300cS3\u306b\u4fdd\u5b58\u3067\u304d\u308b\u30c7\u30fc\u30bf\u304c\u5fc5\u305a\u3057\u3082\u5229\u7528\u53ef\u80fd\u306a\u30c7\u30fc\u30bf\u3068\u306f\u9650\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u73fe\u5b9f\u306b\u6c17\u3065\u304d\u59cb\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u554f\u984c\u306b\u306f\u3001\u30c6\u30fc\u30d6\u30eb\u69cb\u9020\u306e\u9032\u5316\u306e\u96e3\u3057\u3055\u3001\u66f4\u65b0\u3068\u524a\u9664\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u306e\u9ad8\u3055\u3001\u8907\u6570\u306e\u30a8\u30f3\u30b8\u30f3\u3078\u306e\u540c\u6642\u30a2\u30af\u30bb\u30b9\u306b\u3088\u308b\u7af6\u5408\u306e\u767a\u751f\u3001\u5c65\u6b74\u30c7\u30fc\u30bf\u306e\u8ffd\u8de1\u304c\u4e0d\u53ef\u80fd\u306a\u3053\u3068\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059 [...]<\/p>","protected":false},"author":1,"featured_media":4278,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-4277","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technical-sharing"],"_links":{"self":[{"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/posts\/4277","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/comments?post=4277"}],"version-history":[{"count":1,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/posts\/4277\/revisions"}],"predecessor-version":[{"id":4279,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/posts\/4277\/revisions\/4279"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/media\/4278"}],"wp:attachment":[{"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/media?parent=4277"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/categories?post=4277"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/tags?post=4277"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}