{"id":3274,"date":"2025-06-12T05:32:27","date_gmt":"2025-06-11T21:32:27","guid":{"rendered":"https:\/\/aws-oncloudai.com\/?p=3274"},"modified":"2025-06-13T09:32:57","modified_gmt":"2025-06-13T01:32:57","slug":"in-depth-analysis-of-aws-athena-alternative","status":"publish","type":"post","link":"https:\/\/aws-oncloudai.com\/ja\/aws-athena\u306e\u4ee3\u66ff\u54c1\u306e\u8a73\u7d30\u306a\u5206\u6790\/","title":{"rendered":"AWS Athena \u306e\u4ee3\u66ff\u6848\uff1a\u8a73\u7d30"},"content":{"rendered":"

\u30c7\u30fc\u30bf\u304c\u4e16\u754c\u3092\u52d5\u304b\u3059\u4e2d\u3001\u4f01\u696d\u304c\u76f4\u9762\u3059\u308b\u6700\u5927\u306e\u8ab2\u984c\u306e 1 \u3064\u306f\u3001\u6025\u901f\u306b\u5897\u52a0\u3059\u308b\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u8cb4\u91cd\u306a\u60c5\u5831\u3092\u3069\u306e\u3088\u3046\u306b\u62bd\u51fa\u3059\u308b\u304b\u3067\u3059\u3002\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u3067\u3059\u3050\u306b\u4f7f\u3048\u308b\u900f\u660e\u306a\u8ab2\u91d1<\/strong>\u591a\u304f\u306e\u4f01\u696d\u304c\u521d\u671f\u6bb5\u968e\u3067\u30c7\u30fc\u30bf\u5206\u6790\u3092\u691c\u8a0e\u3059\u308b\u969b\u306b\u597d\u3093\u3067\u5229\u7528\u3059\u308b\u30c4\u30fc\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n

\u3057\u304b\u3057\u3001\u4e8b\u696d\u898f\u6a21\u304c\u62e1\u5927\u3057\u3001\u5206\u6790\u306e\u8907\u96d1\u3055\u304c\u5897\u3059\u306b\u3064\u308c\u3001\u591a\u304f\u306e\u4f01\u696d\u306fAthena\u304c\u7279\u5b9a\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u304a\u3044\u3066\u9650\u754c\u304c\u3042\u308b\u3053\u3068\u306b\u5f90\u3005\u306b\u6c17\u3065\u304d\u3001\u81ea\u793e\u306e\u30cb\u30fc\u30ba\u306b\u3088\u308a\u9069\u3057\u305f\u4ee3\u66ff\u624b\u6bb5\u3092\u63a2\u3057\u59cb\u3081\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001\u4f01\u696d\u306b\u5171\u901a\u3059\u308b\u554f\u984c\u70b9\u306b\u7126\u70b9\u3092\u5f53\u3066\u3001\u8a73\u7d30\u306a\u5206\u6790\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 AWS Athena\u306e\u4ee3\u66ff<\/strong>\u30a8\u30fc\u30b8\u30a7\u30f3\u30c8\u306e\u30af\u30e9\u30a6\u30c9\u5185\u3067\u306e\u5b9f\u7528\u7684\u306a\u914d\u4fe1\u6a5f\u80fd\u3068\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306e\u610f\u601d\u6c7a\u5b9a\u306e\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

 <\/p>\n

\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u80cc\u666f: \u30e6\u30fc\u30b6\u30fc\u306f\u306a\u305c Athena \u306e\u4ee3\u66ff\u54c1\u3092\u63a2\u3057\u59cb\u3081\u305f\u306e\u3067\u3057\u3087\u3046\u304b?<\/h4>\n

Athena \u306e\u4f7f\u3044\u3084\u3059\u3055\u306f\u3001\u4e2d\u5c0f\u898f\u6a21\u306e\u30c1\u30fc\u30e0\u3084\u30b9\u30bf\u30fc\u30c8\u30a2\u30c3\u30d7\u306b\u3068\u3063\u3066\u30c7\u30fc\u30bf\u5206\u6790\u3078\u306e\u7b2c\u4e00\u6b69\u3068\u306a\u308a\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f Amazon S3 \u306b\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u3001\u6a19\u6e96 SQL \u3092\u4f7f\u7528\u3057\u3066\u30af\u30a8\u30ea\u5206\u6790\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u6e08\u307f\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u69cb\u7bc9\u3084\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u7ba1\u7406\u306f\u4e0d\u8981\u3067\u3001\u6280\u8853\u7684\u306a\u30cf\u30fc\u30c9\u30eb\u3068\u521d\u671f\u30b3\u30b9\u30c8\u3092\u5927\u5e45\u306b\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/p>\n

\u3057\u304b\u3057\u3001\u5b9f\u969b\u306e\u4f7f\u7528\u306b\u304a\u3044\u3066\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30c7\u30fc\u30bf\u306e\u91cf\u304c\u5897\u52a0\u3057\u3001\u4f7f\u7528\u30b7\u30ca\u30ea\u30aa\u304c\u591a\u69d8\u5316\u3059\u308b\u306b\u3064\u308c\u3066\u3001\u4f01\u696d\u306f\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u5074\u9762\u3067 Athena \u306e\u6b20\u70b9\u3092\u5f90\u3005\u306b\u767a\u898b\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n

    \n
  1. \u30b3\u30b9\u30c8\u7ba1\u7406\u304c\u96e3\u3057\u3044<\/strong><\/li>\n
  2. Athena\u306f\u30b9\u30ad\u30e3\u30f3\u3057\u305f\u30c7\u30fc\u30bf\u306e\u91cf\u306b\u57fa\u3065\u3044\u3066\u8ab2\u91d1\u3055\u308c\u307e\u3059\u3002\u30c7\u30fc\u30bf\u304c\u9069\u5207\u306b\u5206\u5272\u307e\u305f\u306f\u5727\u7e2e\u3055\u308c\u3066\u3044\u306a\u3044\u5834\u5408\u3001\u30af\u30a8\u30ea\u30b3\u30b9\u30c8\u304c\u6025\u4e0a\u6607\u3059\u308b\u53ef\u80fd\u6027\u304c\u975e\u5e38\u306b\u9ad8\u304f\u306a\u308a\u307e\u3059\u3002\u3053\u306e\u30b3\u30b9\u30c8\u5909\u52d5\u306f\u3001\u30c7\u30fc\u30bf\u91cf\u304cGB\u304b\u3089TB\u3001PB\u3078\u3068\u5897\u52a0\u3057\u305f\u5834\u5408\u306b\u7279\u306b\u9855\u8457\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n
  3. \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u5f90\u3005\u306b\u51fa\u73fe<\/strong><\/li>\n
  4. Athena \u306f\u57fa\u672c\u7684\u306b Presto \u3092\u30d9\u30fc\u30b9\u3068\u3057\u305f\u30b9\u30c6\u30fc\u30c8\u30ec\u30b9\u306a\u30af\u30a8\u30ea\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u8907\u96d1\u306a\u8907\u6570\u30c6\u30fc\u30d6\u30eb\u7d50\u5408\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u95a2\u6570\u3001\u5927\u898f\u6a21\u306a\u96c6\u8a08\u51e6\u7406\u306a\u3069\u3092\u5b9f\u884c\u3059\u308b\u5834\u5408\u3001Redshift \u3084 Druid \u306a\u3069\u306e\u5c02\u7528\u5206\u6790\u30a8\u30f3\u30b8\u30f3\u306b\u6bd4\u3079\u3066\u5b9f\u884c\u901f\u5ea6\u304c\u5927\u5e45\u306b\u4f4e\u4e0b\u3057\u307e\u3059\u3002<\/li>\n
  5. \u72b6\u614b\u3068\u30ad\u30e3\u30c3\u30b7\u30e5\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u306e\u6b20\u5982<\/strong><\/li>\n
  6. Athena \u306f\u3001\u30de\u30c6\u30ea\u30a2\u30e9\u30a4\u30ba\u30c9\u30d3\u30e5\u30fc\u3084\u4e00\u6642\u30c6\u30fc\u30d6\u30eb\u3068\u3044\u3063\u305f\u4e2d\u9593\u72b6\u614b\u306e\u6c38\u7d9a\u5316\u624b\u6cd5\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u305b\u3093\u3002\u5404\u30af\u30a8\u30ea\u306f\u30c7\u30fc\u30bf\u306e\u518d\u30b9\u30ad\u30e3\u30f3\u3092\u5fc5\u8981\u3068\u3059\u308b\u305f\u3081\u3001\u30af\u30a8\u30ea\u6642\u9593\u3068\u30ea\u30bd\u30fc\u30b9\u6d88\u8cbb\u91cf\u304c\u5897\u52a0\u3057\u307e\u3059\u3002<\/li>\n
  7. \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3068ETL\u4f5c\u696d\u306f\u91cd\u3044<\/strong><\/li>\n
  8. Athena\u306f\u30af\u30a8\u30ea\u30ec\u30a4\u30e4\u30fc\u306b\u91cd\u70b9\u3092\u7f6e\u3044\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u5909\u63db\uff08ETL\uff09\u3001\u7d71\u5408\u30e2\u30c7\u30ea\u30f3\u30b0\u3068\u3044\u3063\u305f\u4e0a\u6d41\u30ea\u30f3\u30af\u306e\u30b5\u30dd\u30fc\u30c8\u304c\u5f31\u3044\u3067\u3059\u3002\u4f01\u696d\u306f\u51e6\u7406\u3092\u5b8c\u4e86\u3059\u308b\u305f\u3081\u306bGlue\u3001EMR\u3001Lambda\u306a\u3069\u306e\u8ffd\u52a0\u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u3001\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u6bd4\u8f03\u7684\u7de9\u3084\u304b\u3067\u3059\u3002<\/li>\n<\/ol>\n

    \u305d\u306e\u305f\u3081\u3001\u4f01\u696d\u306f\u9577\u671f\u7684\u306a\u30b3\u30b9\u30c8\u3001\u30af\u30a8\u30ea\u306e\u52b9\u7387\u3001\u904b\u7528\u306e\u8907\u96d1\u3055\u3092\u6bd4\u8f03\u691c\u8a0e\u3057\u305f\u5f8c\u3001\u3088\u308a\u5f37\u529b\u306a\u6a5f\u80fd\u3068\u3088\u308a\u5b89\u5b9a\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5099\u3048\u305f\u4ee3\u66ff\u624b\u6bb5\u3092\u6a21\u7d22\u3057\u3001\u81ea\u793e\u306e\u30d3\u30b8\u30cd\u30b9 \u30ed\u30b8\u30c3\u30af\u306b\u3088\u308a\u9069\u3057\u305f\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u69cb\u7bc9\u3057\u59cb\u3081\u307e\u3057\u305f\u3002<\/p>\n

     <\/p>\n

    Amazon Athena \u306e\u3054\u7d39\u4ecb: \u30b5\u30fc\u30d0\u30fc\u30ec\u30b9 SQL \u30af\u30a8\u30ea\u3078\u306e\u7b54\u3048<\/h4>\n

    \u4ee3\u66ff\u6848\u3092\u691c\u8a0e\u3059\u308b\u524d\u306b\u3001Amazon Athena \u306e\u30b3\u30a2\u6a5f\u80fd\u3092\u7c21\u5358\u306b\u78ba\u8a8d\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n

    Athena \u306f\u3001AWS \u304c\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9 SQL \u30af\u30a8\u30ea\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u8a2d\u5b9a\u3084\u7ba1\u7406\u3092\u3059\u308b\u3053\u3068\u306a\u304f\u3001Amazon S3 \u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u307e\u305f\u306f\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff08Parquet\u3001ORC\u3001CSV\u3001JSON \u306a\u3069\uff09\u306b\u5bfe\u3057\u3066\u3001SQL \u3092\u76f4\u63a5\u4f7f\u7528\u3057\u3066\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n

    \u4e3b\u306a\u5229\u70b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n

      \n
    • \u524d\u6255\u3044\u3084\u30a2\u30a4\u30c9\u30eb\u72b6\u614b\u306e\u30ea\u30bd\u30fc\u30b9\u306e\u7121\u99c4\u3092\u907f\u3051\u308b\u305f\u3081\u306b\u3001\u8ab2\u91d1\u306f\u30af\u30a8\u30ea\u30c7\u30fc\u30bf\u306e\u91cf\u306b\u57fa\u3065\u3044\u3066\u884c\u308f\u308c\u307e\u3059\u3002<\/li>\n
    • \u30b5\u30fc\u30d0\u30fc\u7ba1\u7406\u306f\u4e0d\u8981\u3067\u3001\u7c21\u5358\u306b\u59cb\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n
    • \u6a19\u6e96 SQL \u3068 Glue \u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u306e\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n
    • \u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u306e\u63a2\u7d22\u3001\u904b\u7528\u30c7\u30fc\u30bf\u5206\u6790\u3001\u30ed\u30b0\u5206\u6790\u306a\u3069\u306e\u8efd\u91cf\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n

      \u3057\u304b\u3057\u3001\u30a2\u30c6\u30ca\u306f\u4e07\u80fd\u85ac\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5fdc\u7b54\u901f\u5ea6\u3001\u30c7\u30fc\u30bf\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u540c\u6642\u5b9f\u884c\u6027\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30b3\u30b9\u30c8\u4e88\u6e2c<\/strong>\u3088\u308a\u9ad8\u3044\u8981\u4ef6\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u3001\u9069\u5207\u306a\u4ee3\u66ff\u624b\u6bb5\u306b\u3088\u3063\u3066\u3001\u3088\u308a\u5236\u5fa1\u53ef\u80fd\u306a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u4fa1\u5024\u306e\u30ea\u30bf\u30fc\u30f3\u304c\u5f97\u3089\u308c\u307e\u3059\u3002<\/p>\n

       <\/p>\n

      \u63a8\u5968\u3055\u308c\u308b\u4ee3\u66ff\u6848: \u30b7\u30ca\u30ea\u30aa\u306b\u57fa\u3065\u3044\u305f\u67d4\u8edf\u306a\u9078\u629e<\/h4>\n

      \u4ee5\u4e0b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3001\u4e88\u7b97\u3001\u30c1\u30fc\u30e0\u306e\u80fd\u529b\u306b\u5fdc\u3058\u3066\u63a8\u5968\u3055\u308c\u308b AWS Athena \u306e\u4ee3\u66ff\u54c1\u3067\u3059\u3002<\/p>\n

      1. Amazon Redshift \u30b5\u30fc\u30d0\u30fc\u30ec\u30b9<\/h5>\n

      Redshift\u306f\u3001AWS\u304c\u63d0\u4f9b\u3059\u308b\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30e2\u30fc\u30c9\u306b\u3088\u308a\u3001\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u304c\u3055\u3089\u306b\u7c21\u7d20\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n

      \u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa:<\/strong> \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30ec\u30d9\u30eb\u306e\u30ec\u30dd\u30fc\u30c8\u3001BI \u63a5\u7d9a\u3001\u8907\u96d1\u306a\u8907\u6570\u30c6\u30fc\u30d6\u30eb\u306e\u5206\u6790\u3002<\/p>\n

      \u4e3b\u306a\u5229\u70b9:<\/strong><\/p>\n

        \n
      • \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f Athena \u3088\u308a\u3082\u306f\u308b\u304b\u306b\u512a\u308c\u3066\u304a\u308a\u3001\u8907\u96d1\u306a\u96c6\u8a08\u3068\u30a6\u30a3\u30f3\u30c9\u30a6\u95a2\u6570\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n
      • \u30de\u30c6\u30ea\u30a2\u30e9\u30a4\u30ba\u30c9 \u30d3\u30e5\u30fc\u3001\u81ea\u52d5\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u5206\u5272\u3001\u540c\u6642\u30af\u30a8\u30ea\u5236\u5fa1\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n
      • QuickSight\u3001Glue\u3001S3 \u306a\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408\u3002<\/li>\n
      • \u30b5\u30fc\u30d0\u30fc\u30ec\u30b9 \u30e2\u30fc\u30c9\u3067\u306f\u3001\u300c\u5f93\u91cf\u8ab2\u91d1\u5236 + \u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u300d\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ul>\n

        \u63a8\u5968\u30e6\u30fc\u30b6\u30fc:<\/strong> \u30c7\u30fc\u30bf\u5206\u6790\u304c\u307e\u3059\u307e\u3059\u8907\u96d1\u5316\u3057\u3001\u5b89\u5b9a\u3057\u305f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u7ba1\u7406\u3092\u91cd\u8996\u3059\u308b\u4e2d\u898f\u6a21\u30fb\u5927\u898f\u6a21\u4f01\u696d\u3002<\/p>\n

        2. Amazon EMR + Presto\/Trino<\/h5>\n

        Amazon EMR \u306f\u3001Spark\u3001Presto\u3001Hive \u306a\u3069\u306e\u8907\u6570\u306e\u5206\u6790\u30a8\u30f3\u30b8\u30f3\u3092\u5b9f\u884c\u3067\u304d\u308b\u3001AWS \u4e0a\u306e\u5f3e\u529b\u7684\u306a\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n

        \u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa:<\/strong> \u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001ETL\u3001\u30ed\u30b0\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u5206\u6790\u3002<\/p>\n

        \u4e3b\u306a\u5229\u70b9:<\/strong><\/p>\n

          \n
        • \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ea\u30bd\u30fc\u30b9\u3068\u30a8\u30f3\u30b8\u30f3\u306e\u67d4\u8edf\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3002<\/li>\n
        • \u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3059\u308b\u305f\u3081\u306b\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3067\u306e\u5b9f\u884c\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n
        • \u30d0\u30c3\u30c1\u51e6\u7406\u3084\u30c7\u30fc\u30bf\u51e6\u7406\u30bf\u30b9\u30af\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ul>\n

          \u63a8\u5968\u30e6\u30fc\u30b6\u30fc:<\/strong> \u8907\u6570\u306e\u30bd\u30fc\u30b9\u306e\u7570\u7a2e\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30c7\u30fc\u30bf \u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0 \u30c1\u30fc\u30e0\u3092\u6301\u3064\u4f01\u696d\u3002<\/p>\n

          3. \u81ea\u4f5cOLAP\u30a8\u30f3\u30b8\u30f3: StarRocks \/ ClickHouse \/ Apache Druid<\/h5>\n

          \u3053\u308c\u3089\u306e\u9ad8\u6027\u80fd OLAP \u30a8\u30f3\u30b8\u30f3\u306f\u3001\u307b\u307c\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u5206\u6790\u3068\u6570\u79d2\u4ee5\u5185\u306e\u5fdc\u7b54\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u5927\u753b\u9762\u306e\u30a4\u30f3\u30b8\u30b1\u30fc\u30bf\u30fc\u3084\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u306e\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n

          \u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa:<\/strong> \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3001\u591a\u6b21\u5143\u30af\u30a8\u30ea\u3001\u64cd\u4f5c\u76e3\u8996\u3002<\/p>\n

          \u4e3b\u306a\u5229\u70b9:<\/strong><\/p>\n

            \n
          • \u9ad8\u3044\u540c\u6642\u5b9f\u884c\u6027\u3068\u9ad8\u3044\u30b9\u30eb\u30fc\u30d7\u30c3\u30c8\u3002<\/li>\n
          • \u30de\u30c6\u30ea\u30a2\u30e9\u30a4\u30ba\u30c9 \u30d3\u30e5\u30fc\u3068\u9006\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n
          • EC2 \u307e\u305f\u306f\u30b3\u30f3\u30c6\u30ca \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u7d4c\u7531\u3067\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u3001\u30db\u30b9\u30c8 \u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3082\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n

            \u63a8\u5968\u30e6\u30fc\u30b6\u30fc:<\/strong> \u30c7\u30fc\u30bf\u5206\u6790\u306e\u305f\u3081\u306b\u9ad8\u983b\u5ea6\u306e\u5fdc\u7b54\u3092\u5fc5\u8981\u3068\u3057\u3001\u6280\u8853\u30c1\u30fc\u30e0\u304c\u4e00\u5b9a\u306e\u904b\u7528\u304a\u3088\u3073\u4fdd\u5b88\u80fd\u529b\u3092\u5099\u3048\u3066\u3044\u308b\u4f01\u696d\u3002<\/p>\n

            4. BigQuery\uff08\u30af\u30e9\u30a6\u30c9\u9593\u306e\u6bd4\u8f03\uff09<\/h5>\n

            Google Cloud \u306e\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9 \u30af\u30a8\u30ea \u30b5\u30fc\u30d3\u30b9\u306f\u3001\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u6226\u7565\u3084\u30af\u30ed\u30b9\u30af\u30e9\u30a6\u30c9\u5206\u6790\u306b\u304a\u3044\u3066\u691c\u8a0e\u3059\u308b\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

            \u9069\u7528\u53ef\u80fd\u306a\u30b7\u30ca\u30ea\u30aa:<\/strong> \u30af\u30e9\u30a6\u30c9\u9593\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u8907\u96d1\u306a\u30af\u30a8\u30ea\u5206\u6790\u3002<\/p>\n

            \u5229\u70b9\u3068\u30cf\u30a4\u30e9\u30a4\u30c8:<\/strong><\/p>\n

              \n
            • \u3088\u308a\u5f37\u529b\u306a\u30af\u30a8\u30ea \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30b6\u30fc\u3002<\/li>\n
            • \u512a\u308c\u305f\u5206\u6790\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3068\u8996\u899a\u5316\u30b5\u30dd\u30fc\u30c8\u3002<\/li>\n
            • GCP AI\/ML \u30c4\u30fc\u30eb\u30c1\u30a7\u30fc\u30f3\u3068\u306e\u3088\u308a\u7dca\u5bc6\u306a\u7d71\u5408\u3002<\/li>\n<\/ul>\n

              \u77e5\u3089\u305b\uff1a<\/strong> \u30c7\u30fc\u30bf\u79fb\u884c\u30b3\u30b9\u30c8\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u30ea\u30b9\u30af\u3092\u8a55\u4fa1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n

               <\/p>\n

              \u4ee3\u66ff\u9078\u629e\u63d0\u6848\u30ea\u30b9\u30c8<\/h4>\n
              \n
              \n\n\n\n\n\n\n\n\n
              \u8981\u4ef6\u30bf\u30a4\u30d7<\/th>\n\u63a8\u5968\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3<\/th>\n<\/tr>\n<\/thead>\n
              \u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u30ec\u30dd\u30fc\u30c8\u3068BI\u30af\u30a8\u30ea<\/td>\nAmazon Redshift \u30b5\u30fc\u30d0\u30fc\u30ec\u30b9<\/td>\n<\/tr>\n
              \u30d0\u30c3\u30c1\u51e6\u7406\u3068\u8907\u96d1\u306aETL\u30bf\u30b9\u30af<\/td>\nAmazon EMR + \u30d7\u30ec\u30b9\u30c8\/\u30c8\u30ea\u30ce<\/td>\n<\/tr>\n
              \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u5206\u6790<\/td>\n\u30b9\u30bf\u30fc\u30ed\u30c3\u30af\u30b9\/\u30af\u30ea\u30c3\u30af\u30cf\u30a6\u30b9\/\u30c9\u30eb\u30a4\u30c9<\/td>\n<\/tr>\n
              \u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u307e\u305f\u306f\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30c7\u30fc\u30bf\u5206\u6790<\/td>\n\u30d3\u30c3\u30b0\u30af\u30a8\u30ea<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<\/div>\n

               <\/p>\n

              \u30af\u30e9\u30a6\u30c9\u4e0a\u306e\u914d\u4fe1\u6a5f\u80fd<\/h4>\n

              \u300cOn the Cloud\u300d\u306fAmazon Web Services\u306e\u6b63\u5f0f\u8a8d\u5b9a\u4ee3\u7406\u5e97\u3068\u3057\u3066\u3001\u7279\u306b\u30c7\u30fc\u30bf\u5206\u6790\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306a\u3069\u306e\u5206\u91ce\u306b\u304a\u3044\u3066\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30ec\u30d9\u30eb\u306e\u30af\u30e9\u30a6\u30c9\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u3068\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u5b9f\u88c5\u306b\u6ce8\u529b\u3057\u3066\u304a\u308a\u3001\u6210\u719f\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u7d4c\u9a13\u3092\u8a87\u308a\u307e\u3059\u3002<\/p>\n

              \u5f53\u793e\u306f\u304a\u5ba2\u69d8\u306b\u5b8c\u5168\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n

                \n
              • \u30cb\u30fc\u30ba\u8a55\u4fa1\u3068\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u9078\u629e<\/strong>: \u9867\u5ba2\u306e\u73fe\u5728\u306e\u30c7\u30fc\u30bf \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u30d3\u30b8\u30cd\u30b9\u76ee\u6a19\u3092\u5206\u6790\u3057\u3001\u6700\u9069\u306a\u4ee3\u66ff\u6848\u3092\u30de\u30c3\u30c1\u30f3\u30b0\u3057\u307e\u3059\u3002<\/li>\n
              • \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u8a2d\u8a08\u3068\u30ea\u30bd\u30fc\u30b9\u8a08\u753b<\/strong>: \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8 \u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30ea\u30bd\u30fc\u30b9\u3068\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9 \u30d7\u30ed\u30bb\u30b9\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u307e\u3059\u3002<\/li>\n
              • \u5c0e\u5165\u304a\u3088\u3073\u79fb\u884c\u30b5\u30fc\u30d3\u30b9<\/strong>: \u30b9\u30e0\u30fc\u30ba\u306a\u79fb\u884c\u3092\u78ba\u5b9f\u306b\u3059\u308b\u305f\u3081\u306b\u3001\u65e2\u5b58\u306e\u30af\u30a8\u30ea \u30ed\u30b8\u30c3\u30af\u3068\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u3092\u65b0\u3057\u3044\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u79fb\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u652f\u63f4\u3057\u307e\u3059\u3002<\/li>\n
              • \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u6700\u9069\u5316\u3068\u904b\u7528\u30fb\u4fdd\u5b88\u30db\u30b9\u30c6\u30a3\u30f3\u30b0<\/strong>: Redshift Advisor\u3001Athena Query Tuning \u306a\u3069\u306e\u624b\u6bb5\u3092\u901a\u3058\u3066\u3001\u30b3\u30b9\u30c8\u3068\u30af\u30a8\u30ea\u52b9\u7387\u3092\u7d99\u7d9a\u7684\u306b\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n<\/ul>\n

                \u3042\u306a\u305f\u304c\u671b\u3080\u304b\u3069\u3046\u304bAthena\u306e\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u7d99\u7d9a\u7684\u306b\u6700\u9069\u5316<\/strong>\u3001\u307e\u305f\u306f\u3088\u308a\u5f37\u529b\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3078\u306e\u79fb\u884c\u3092\u8a08\u753b\u3057\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u6280\u8853\u30b5\u30dd\u30fc\u30c8\u3068\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5b9f\u65bd\u80fd\u529b<\/strong>\u304a\u5ba2\u69d8\u304c\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5206\u91ce\u3067\u3088\u308a\u78ba\u56fa\u305f\u308b\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3059\u3053\u3068\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>","protected":false},"excerpt":{"rendered":"

                \u30c7\u30fc\u30bf\u304c\u696d\u754c\u3092\u727d\u5f15\u3059\u308b\u4e2d\u3001\u4f01\u696d\u304c\u76f4\u9762\u3059\u308b\u6700\u5927\u306e\u8ab2\u984c\u306e\u4e00\u3064\u306f\u3001\u6025\u901f\u306b\u5897\u52a0\u3059\u308b\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u304b\u3089\u3044\u304b\u306b\u3057\u3066\u4fa1\u5024\u3042\u308b\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u304b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u53f0\u982d\u306b\u4f34\u3044\u3001Amazon Athena\u306f\u3001\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u3001\u3059\u3050\u306b\u5229\u7528\u53ef\u80fd\u3001\u305d\u3057\u3066\u900f\u660e\u6027\u306e\u3042\u308b\u8ab2\u91d1\u4f53\u7cfb\u3068\u3044\u3046\u5229\u70b9\u304b\u3089\u3001\u591a\u304f\u306e\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u5206\u6790\u306e\u521d\u671f\u6bb5\u968e\u304b\u3089\u6d3b\u7528\u3059\u308b\u30c4\u30fc\u30eb\u3068\u3057\u3066\u9078\u3070\u308c\u3066\u3044\u307e\u3059\u3002<\/p>","protected":false},"author":1,"featured_media":3276,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[65],"tags":[],"class_list":["post-3274","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\/3274","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=3274"}],"version-history":[{"count":0,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/posts\/3274\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/media\/3276"}],"wp:attachment":[{"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/media?parent=3274"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/categories?post=3274"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/aws-oncloudai.com\/ja\/wp-json\/wp\/v2\/tags?post=3274"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}