\nenechain\u793e\u306eGraphQL\u904b\u7528\u306b\u5b66\u3076\u6210\u529f\u306e\u578b<\/strong>\n<\/h2>\n\n\n\n\n\n![\"enechain\u793e\u306eGraphQL\u904b\u7528\u4e8b\u4f8b\u306e\u30a4\u30e1\u30fc\u30b8\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2404190.jpg\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u5c0e\u5165\u4e8b\u4f8b\u3068\u3057\u3066\u3082\u3063\u3068\u3082\u53c2\u8003\u306b\u306a\u308b\u306e\u304c\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u53d6\u5f15\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u904b\u55b6\u3059\u308benechain\uff08\u30a8\u30cd\u30c1\u30a7\u30fc\u30f3\uff09\u793e\u306e\u904b\u7528\u77e5\u898b\u3067\u3059\uff08\u51fa\u5178\uff1aenechain Tech Blog\uff09\u3002\u540c\u793e\u306fGraphQL\u3092\u5b9f\u904b\u7528\u3059\u308b\u306a\u304b\u3067\u76f4\u9762\u3057\u305f\u56fa\u6709\u306e\u8ab2\u984c\u3068\u3001\u305d\u306e\u5177\u4f53\u7684\u306a\u89e3\u6c7a\u7b56\u3092\u6280\u8853\u30d6\u30ed\u30b0\u3067\u516c\u958b\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u304b\u3089GraphQL\u3092\u63a1\u7528\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u5b9f\u4f8b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u83ef\u3084\u304b\u306a\u63a1\u7528\u5ba3\u8a00\u3067\u306f\u306a\u304f\u3001\u904b\u7528\u306e\u7d30\u90e8\u307e\u3067\u8e0f\u307f\u8fbc\u3093\u3060\u77e5\u898b\u3067\u3042\u308b\u70b9\u304c\u3001\u767a\u6ce8\u5224\u65ad\u306b\u76f4\u7d50\u3059\u308b\u4fa1\u5024\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n\n\n\n
\nDataloader\u306e\u30ad\u30fc\u9806\u5e8f\u5236\u7d04\u3068N+1\u554f\u984c\u3078\u306e\u5bfe\u51e6<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nGraphQL\u3067\u3082\u3063\u3068\u3082\u6709\u540d\u306a\u843d\u3068\u3057\u7a74\u304c\u300cN+1\u554f\u984c\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u4e00\u89a7\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u305f\u3042\u3068\u3001\u305d\u306e\u5404\u8981\u7d20\u306b\u7d10\u3065\u304f\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u4e00\u4ef6\u305a\u3064\u500b\u5225\u306b\u554f\u3044\u5408\u308f\u305b\u3066\u3057\u307e\u3044\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u7206\u767a\u7684\u306b\u5897\u3048\u308b\u73fe\u8c61\u3092\u6307\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u307010\u4ef6\u306e\u6ce8\u6587\u3092\u53d6\u5f97\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u9867\u5ba2\u60c5\u5831\u3092\u500b\u5225\u306b\u53d6\u5f97\u3059\u308b\u3068\u30011\u56de\uff0b10\u56de\u3067\u5408\u8a0811\u56de\u306e\u30af\u30a8\u30ea\u304c\u767a\u884c\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u304cGraphQL\u306e\u67d4\u8edf\u3055\u306e\u88cf\u306b\u3042\u308b\u4ee3\u8868\u7684\u306a\u6027\u80fd\u8ab2\u984c\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u554f\u984c\u306e\u6a19\u6e96\u7684\u306a\u89e3\u6c7a\u7b56\u304c\u300cDataloader\u300d\u3068\u547c\u3070\u308c\u308b\u4ed5\u7d44\u307f\u3067\u3001\u8907\u6570\u306e\u554f\u3044\u5408\u308f\u305b\u3092\u4e00\u62ec\uff08\u30d0\u30c3\u30c1\uff09\u306b\u307e\u3068\u3081\u3066\u767a\u884c\u3059\u308b\u3053\u3068\u3067\u30a2\u30af\u30bb\u30b9\u56de\u6570\u3092\u524a\u6e1b\u3057\u307e\u3059\u3002enechain\u793e\u306e\u4e8b\u4f8b\u3067\u793a\u5506\u306b\u5bcc\u3080\u306e\u306f\u3001\u3053\u306eDataloader\u306b\u306f\u300c\u30ea\u30af\u30a8\u30b9\u30c8\u3055\u308c\u305f\u30ad\u30fc\u306e\u9806\u5e8f\u901a\u308a\u306b\u30ec\u30b9\u30dd\u30f3\u30b9\u3092\u8fd4\u3055\u306a\u3051\u308c\u3070\u306a\u3089\u306a\u3044\u300d\u3068\u3044\u3046\u5236\u7d04\u304c\u3042\u308b\u3068\u3044\u3046\u70b9\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u53d6\u5f97\u3057\u305f\u7d50\u679c\u306f\u5fc5\u305a\u3057\u3082\u8981\u6c42\u3057\u305f\u9806\u5e8f\u3068\u306f\u4e00\u81f4\u3057\u306a\u3044\u305f\u3081\u3001\u958b\u767a\u8005\u304c\u660e\u793a\u7684\u306b\u4e26\u3079\u66ff\u3048\u3092\u5b9f\u88c5\u3057\u306a\u3044\u3068\u3001\u307e\u3063\u305f\u304f\u5225\u306e\u30c7\u30fc\u30bf\u304c\u7d10\u3065\u304f\u3068\u3044\u3046\u6df1\u523b\u306a\u30d0\u30b0\u3092\u751f\u307f\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u77e5\u898b\u304c\u767a\u6ce8\u4f01\u696d\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u306e\u306f\u3001\u300cGraphQL\u3092\u5165\u308c\u308c\u3070N+1\u304c\u81ea\u52d5\u7684\u306b\u89e3\u6c7a\u3059\u308b\u300d\u3068\u3044\u3046\u8aa4\u89e3\u3092\u6b63\u3057\u3066\u304f\u308c\u308b\u304b\u3089\u3067\u3059\u3002Dataloader\u306e\u6b63\u3057\u3044\u5b9f\u88c5\u306b\u306f\u76f8\u5fdc\u306e\u6280\u8853\u529b\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u305d\u308c\u3092\u6020\u308c\u3070\u6027\u80fd\u554f\u984c\u3084\u30c7\u30fc\u30bf\u4e0d\u6574\u5408\u3068\u3044\u3046\u3001\u3088\u308a\u5384\u4ecb\u306a\u30c8\u30e9\u30d6\u30eb\u3092\u62b1\u3048\u8fbc\u307f\u307e\u3059\u3002GraphQL\u63a1\u7528\u3092\u63d0\u6848\u3059\u308b\u30d9\u30f3\u30c0\u30fc\u304c\u3001\u3053\u3046\u3057\u305f\u904b\u7528\u4e0a\u306e\u843d\u3068\u3057\u7a74\u307e\u3067\u7406\u89e3\u3057\u3066\u3044\u308b\u304b\u306f\u3001\u9078\u5b9a\u6642\u306e\u91cd\u8981\u306a\u898b\u6975\u3081\u30dd\u30a4\u30f3\u30c8\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n4XX\u5c02\u7528\u30b9\u30ad\u30fc\u30de\u3068ESLint\u306b\u3088\u308b\u898f\u7d04\u5f37\u5236<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nenechain\u793e\u306e\u3082\u3046\u4e00\u3064\u306e\u512a\u308c\u305f\u5de5\u592b\u304c\u3001\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u306e\u8a2d\u8a08\u3067\u3059\u3002\u540c\u793e\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\u306e\u5165\u529b\u30df\u30b9\u306a\u3069\u306b\u8d77\u56e0\u3059\u308b4XX\u7cfb\u306e\u30a8\u30e9\u30fc\u306f\u5c02\u7528\u306e\u30b9\u30ad\u30fc\u30de\u3068\u3057\u3066\u578b\u5b9a\u7fa9\u3057\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u578b\u88dc\u5b8c\u3092\u52b9\u304b\u305b\u306a\u304c\u3089\u5805\u7262\u306b\u30a8\u30e9\u30fc\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u4e00\u65b9\u3001\u30b5\u30fc\u30d0\u30fc\u5185\u90e8\u306e\u969c\u5bb3\u3067\u3042\u308b5XX\u7cfb\u306e\u30a8\u30e9\u30fc\u306fGraphQL\u306eSpec\uff08\u4ed5\u69d8\uff09\u901a\u308a\u306b\u6271\u3046\u3068\u3044\u3046\u4f7f\u3044\u5206\u3051\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u30a8\u30e9\u30fc\u306e\u6027\u8cea\u306b\u5fdc\u3058\u3066\u8868\u73fe\u65b9\u6cd5\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u4f53\u9a13\u3068\u5805\u7262\u6027\u3092\u4e21\u7acb\u3055\u305b\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u3055\u3089\u306b\u6ce8\u76ee\u3059\u3079\u304d\u306f\u3001Resolver\uff08\u5404\u30d5\u30a3\u30fc\u30eb\u30c9\u306e\u30c7\u30fc\u30bf\u53d6\u5f97\u51e6\u7406\uff09\u306e\u300cdescription\uff08\u8aac\u660e\u6587\uff09\u300d\u3092\u5fc5\u305a\u8a18\u8ff0\u3059\u308b\u30eb\u30fc\u30eb\u3092\u3001ESLint\u30d7\u30e9\u30b0\u30a4\u30f3\u306b\u3088\u3063\u3066\u6a5f\u68b0\u7684\u306b\u5f37\u5236\u3057\u3066\u3044\u308b\u70b9\u3067\u3059\u3002GraphQL\u306e\u30b9\u30ad\u30fc\u30de\u306f\u4ed5\u69d8\u66f8\u3092\u517c\u306d\u308b\u305f\u3081\u3001\u8aac\u660e\u6587\u304c\u5145\u5b9f\u3057\u3066\u3044\u308c\u3070\u30d5\u30ed\u30f3\u30c8\u30a8\u30f3\u30c9\u958b\u767a\u8005\u304c\u81ea\u5df1\u89e3\u6c7a\u3067\u304d\u3001\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30b3\u30b9\u30c8\u304c\u4e0b\u304c\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u8aac\u660e\u6587\u306e\u8a18\u8ff0\u306f\u4eba\u306e\u5584\u610f\u306b\u4efb\u305b\u308b\u3068\u5f62\u9ab8\u5316\u3057\u304c\u3061\u3067\u3059\u3002\u3053\u308c\u3092Lint\u30c4\u30fc\u30eb\u3067\u5fc5\u9808\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u5c5e\u4eba\u6027\u3092\u6392\u3057\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u3057\u3066\u306e\u54c1\u8cea\u3092\u7d44\u7e54\u7684\u306b\u62c5\u4fdd\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u308c\u3089\u306e\u4e8b\u4f8b\u304c\u793a\u3059\u306e\u306f\u3001GraphQL\u306e\u6210\u529f\u304c\u300c\u5c0e\u5165\u306e\u5224\u65ad\u300d\u3088\u308a\u3082\u300c\u904b\u7528\u30eb\u30fc\u30eb\u306e\u8a2d\u8a08\u3068\u5f37\u5236\u300d\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u4e8b\u5b9f\u3067\u3059\u3002\u30b9\u30ad\u30fc\u30de\u99c6\u52d5\u958b\u767a\u306e\u5f37\u307f\u3092\u6d3b\u304b\u3059\u306b\u306f\u3001\u898f\u7d04\u3092\u30c4\u30fc\u30eb\u3067\u81ea\u52d5\u30c1\u30a7\u30c3\u30af\u3059\u308b\u6587\u5316\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u767a\u6ce8\u4f01\u696d\u3068\u3057\u3066\u306f\u3001\u3053\u3046\u3057\u305f\u904b\u7528\u8a2d\u8a08\u307e\u3067\u542b\u3081\u3066\u63d0\u6848\u3067\u304d\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u304b\u3069\u3046\u304b\u3092\u898b\u6975\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n
\n\u3042\u3048\u3066REST\u3092\u9078\u3093\u3060Botoi\u793e\u306e\u9006\u5f35\u308a\u4e8b\u4f8b<\/strong>\n<\/h2>\n\n\n\n\n\n![\"Botoi\u793e\u304cREST\u3092\u9078\u3093\u3060\u4e8b\u4f8b\u306e\u30a4\u30e1\u30fc\u30b8\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492361.jpg\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u4e8b\u4f8b\u3092\u5b66\u3076\u3046\u3048\u3067\u3001\u300cGraphQL\u3092\u63a1\u7528\u3057\u306a\u304b\u3063\u305f\u4e8b\u4f8b\u300d\u3082\u540c\u3058\u304f\u3089\u3044\u91cd\u8981\u3067\u3059\u3002GraphQL\u304c\u4e07\u80fd\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u3001\u5b9f\u540d\u306e\u5224\u65ad\u3067\u793a\u3057\u3066\u304f\u308c\u308b\u304b\u3089\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001150\u4ee5\u4e0a\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u62b1\u3048\u306a\u304c\u3089\u3001\u3042\u3048\u3066REST\u3092\u9078\u3093\u3060Botoi\u793e\u306e\u5224\u65ad\u3092\u898b\u3066\u3044\u304d\u307e\u3059\uff08\u51fa\u5178\uff1aBotoi\uff09\u3002\u3053\u306e\u9006\u5f35\u308a\u3068\u3082\u8a00\u3048\u308b\u9078\u629e\u306e\u7406\u7531\u3092\u7406\u89e3\u3059\u308c\u3070\u3001\u81ea\u793e\u304cGraphQL\u3092\u63a1\u7528\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u8ef8\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30ad\u30e3\u30c3\u30b7\u30e5\u6700\u91cd\u8996\u3067REST\u3068CDN\u3092\u9078\u3093\u3060\u7406\u7531<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nBotoi\u793e\u306f\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u3067150\u3092\u8d85\u3048\u308b\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u904b\u7528\u3057\u3066\u3044\u307e\u3059\u304c\u3001API\u8a2d\u8a08\u3068\u3057\u3066GraphQL\u3067\u306f\u306a\u304fREST\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u6700\u5927\u306e\u7406\u7531\u304c\u300c\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u306e\u6700\u91cd\u8996\u300d\u3067\u3059\u3002REST\u306fURL\u3054\u3068\u306b\u30ea\u30bd\u30fc\u30b9\u304c\u4e00\u610f\u306b\u5b9a\u307e\u308b\u305f\u3081\u3001CDN\uff08\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1\u7db2\uff09\u3084HTTP\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u306e\u76f8\u6027\u304c\u629c\u7fa4\u306b\u826f\u304f\u3001\u540c\u3058\u30c7\u30fc\u30bf\u3078\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u304b\u3089\u5373\u5ea7\u306b\u8fd4\u305b\u307e\u3059\u3002Botoi\u793e\u306f\u3053\u306eCDN\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u6d3b\u7528\u3057\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u309220ms\u672a\u6e80\u3068\u3044\u3046\u9ad8\u901f\u306a\u30ec\u30d9\u30eb\u3067\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9GraphQL\u306f\u3001\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5358\u4e00\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\uff08\u591a\u304f\u306fPOST\u30e1\u30bd\u30c3\u30c9\uff09\u306b\u9001\u308b\u69cb\u9020\u306e\u305f\u3081\u3001URL\u5358\u4f4d\u306e\u6a19\u6e96\u7684\u306aHTTP\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u304d\u306b\u304f\u3044\u3068\u3044\u3046\u5f31\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u30af\u30a8\u30ea\u5185\u5bb9\u3054\u3068\u306b\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u7ba1\u7406\u3059\u308b\u72ec\u81ea\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308c\u3070\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u306e\u5206\u3060\u3051\u904b\u7528\u306f\u8907\u96d1\u306b\u306a\u308a\u307e\u3059\u3002\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1\u304c\u4e2d\u5fc3\u3067\u3001\u540c\u3058\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u9ad8\u901f\u306b\u8fd4\u3059\u3053\u3068\u304c\u6700\u512a\u5148\u306e\u8981\u4ef6\u3067\u3042\u308c\u3070\u3001REST\u3068CDN\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u7406\u306b\u304b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u53c2\u8003\u3068\u3057\u3066\u3001API\u30d7\u30ed\u30c8\u30b3\u30eb\u3054\u3068\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u76ee\u5b89\u306fREST 50\u301c200ms\u3001GraphQL 50\u301c300ms\u3001gRPC 10\u301c50ms\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002Botoi\u793e\u304c\u9054\u6210\u3057\u305f20ms\u672a\u6e80\u306f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u52b9\u304b\u305b\u305f\u7d50\u679c\u3067\u3042\u308a\u3001\u30d7\u30ed\u30c8\u30b3\u30eb\u5358\u4f53\u306e\u6570\u5024\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u304b\u3089\u5206\u304b\u308b\u306e\u306f\u3001\u300c\u901f\u3055\u300d\u306f\u63a1\u7528\u3059\u308b\u30d7\u30ed\u30c8\u30b3\u30eb\u3060\u3051\u3067\u6c7a\u307e\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\u3084\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u5168\u4f53\u3067\u6c7a\u307e\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002GraphQL\u3092\u9078\u3076\u524d\u306b\u3001\u81ea\u793e\u306e\u6700\u512a\u5148\u8981\u4ef6\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u306a\u306e\u304b\u3069\u3046\u304b\u3092\u554f\u3044\u76f4\u3059\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u4e8b\u4f8b\u304b\u3089\u9006\u7b97\u3059\u308bGraphQL\u304c\u5411\u304f\u5834\u9762<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nenechain\u793e\u306e\u63a1\u7528\u3068Botoi\u793e\u306e\u975e\u63a1\u7528\u3092\u4e26\u3079\u3066\u898b\u308b\u3068\u3001GraphQL\u304c\u5411\u304f\u5834\u9762\u306e\u8f2a\u90ed\u304c\u306f\u3063\u304d\u308a\u3057\u3066\u304d\u307e\u3059\u3002GraphQL\u304c\u771f\u4fa1\u3092\u767a\u63ee\u3059\u308b\u306e\u306f\u3001Web\u30fbiOS\u30fbAndroid\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u7570\u306a\u308b\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u3001\u305d\u308c\u305e\u308c\u5c11\u3057\u305a\u3064\u7570\u306a\u308b\u30c7\u30fc\u30bf\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5fc5\u8981\u3068\u3059\u308bBFF\uff08Backend For Frontend\uff09\u7684\u306a\u72b6\u6cc1\u3067\u3059\u3002REST\u3067\u5404\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5c02\u7528\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4e71\u7acb\u3055\u305b\u308b\u3088\u308a\u3001GraphQL\u3067\u4e00\u3064\u306e\u30b9\u30ad\u30fc\u30de\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3060\u3051\u3092\u53d6\u5f97\u3055\u305b\u305f\u307b\u3046\u304c\u3001\u30aa\u30fc\u30d0\u30fc\u30d5\u30a7\u30c3\u30c1\u3082\u30a2\u30f3\u30c0\u30fc\u30d5\u30a7\u30c3\u30c1\u3082\u907f\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u9006\u306b\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1\u4e2d\u5fc3\u3067\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u304c\u6700\u512a\u5148\u306e\u5834\u5408\u3084\u3001\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u9593\u306e\u9ad8\u901f\u306a\u5185\u90e8\u901a\u4fe1\u304c\u4e3b\u76ee\u7684\u306e\u5834\u5408\u306f\u3001\u305d\u308c\u305e\u308cREST\u3084gRPC\u306e\u307b\u3046\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002GraphQL\u306e\u67d4\u8edf\u3055\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u591a\u69d8\u3067\u8981\u6c42\u304c\u983b\u7e41\u306b\u5909\u308f\u308b\u300c\u5916\u5411\u304d\u306e\u30d7\u30ed\u30c0\u30af\u30c8API\u300d\u3067\u3053\u305d\u6d3b\u304d\u308b\u306e\u3067\u3059\u3002\u4e8b\u4f8b\u3092\u901a\u3058\u3066\u81ea\u793e\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u3053\u306e\u8ef8\u306b\u5f53\u3066\u306f\u3081\u308c\u3070\u3001\u6d41\u884c\u306b\u6d41\u3055\u308c\u306a\u3044\u6280\u8853\u9078\u5b9a\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
ripla\u304c\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u53d7\u8a17\u3067API\u8a2d\u8a08\u3092\u9078\u3076\u969b\u3082\u3001\u307e\u305a\u300c\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u6570\u3068\u591a\u69d8\u6027\u300d\u300c\u30ad\u30e3\u30c3\u30b7\u30e5\u8981\u4ef6\u300d\u300c\u5185\u90e8\u901a\u4fe1\u304b\u5916\u90e8\u516c\u958b\u304b\u300d\u3068\u3044\u3046\u8ef8\u3067\u8981\u4ef6\u3092\u6574\u7406\u3057\u307e\u3059\u3002GraphQL\u3042\u308a\u304d\u3067\u59cb\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4e8b\u4f8b\u304c\u793a\u3059\u9069\u6750\u9069\u6240\u306e\u539f\u5247\u306b\u7acb\u3061\u8fd4\u308b\u3053\u3068\u304c\u3001\u5f8c\u6094\u3057\u306a\u3044\u9078\u629e\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n
\nGraphQL\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068ML\u691c\u77e5\u306e\u7814\u7a76\u4e8b\u4f8b<\/strong>\n<\/h2>\n\n\n\n\n\n![\"GraphQL\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068ML\u691c\u77e5\u306e\u7814\u7a76\u4e8b\u4f8b\u30a4\u30e1\u30fc\u30b8\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22884250.jpg\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u8a9e\u308b\u3046\u3048\u3067\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u306e\u304c\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u89b3\u70b9\u3067\u3059\u3002GraphQL\u306f\u67d4\u8edf\u3067\u3042\u308b\u5206\u3001\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u306b\u3088\u308b\u653b\u6483\u9762\u3082\u5e83\u304c\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001GraphQL\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u5b88\u308d\u3046\u3068\u3059\u308b\u5b66\u8853\u7814\u7a76\u306e\u4e8b\u4f8b\u304b\u3089\u3001\u767a\u6ce8\u4f01\u696d\u304c\u62bc\u3055\u3048\u3066\u304a\u304f\u3079\u304d\u73fe\u5b9f\u7684\u306a\u793a\u5506\u3092\u6574\u7406\u3057\u307e\u3059\uff08\u51fa\u5178\uff1aarXiv\uff09\u3002\u6700\u5148\u7aef\u306e\u7814\u7a76\u3060\u304b\u3089\u3053\u305d\u898b\u3048\u3066\u304f\u308b\u300c\u52b9\u679c\u3068\u9650\u754c\u300d\u306e\u4e21\u9762\u304c\u3001\u6280\u8853\u9078\u5b9a\u306e\u51b7\u9759\u306a\u5224\u65ad\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\nSQLi\u30fbXSS\u691c\u77e5\u306e\u9ad8\u7cbe\u5ea6\u3068\u305d\u306e\u5b9f\u614b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nGraphQL\u3078\u306e\u653b\u6483\u691c\u77e5\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u5fdc\u7528\u3057\u305f\u7814\u7a76\u3067\u306f\u3001\u5370\u8c61\u7684\u306a\u7cbe\u5ea6\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08SQLi\uff09\u306e\u691c\u77e5\u3067\u306fAccuracy\uff08\u6b63\u89e3\u7387\uff090.9678\u3001\u30af\u30ed\u30b9\u30b5\u30a4\u30c8\u30b9\u30af\u30ea\u30d7\u30c6\u30a3\u30f3\u30b0\uff08XSS\uff09\u306e\u691c\u77e5\u3067\u306fRandom Forest\u3092\u7528\u3044\u3066Accuracy 0.9938\u3068\u3044\u3046\u9ad8\u3044\u6570\u5024\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3060\u3051\u898b\u308c\u3070\u3001ML\uff08\u6a5f\u68b0\u5b66\u7fd2\uff09\u306b\u3088\u308b\u691c\u77e5\u306f\u307b\u307c\u5b8c\u74a7\u306b\u8fd1\u3044\u7cbe\u5ea6\u3067\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u3092\u898b\u629c\u3051\u308b\u3088\u3046\u306b\u601d\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u7814\u7a76\u3067\u306f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3084SBERT\u3001CNN\uff08\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3068\u3044\u3063\u305f\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u3001GraphQL\u30af\u30a8\u30ea\u306e\u610f\u5473\u3092\u7406\u89e3\u3057\u305f\u3046\u3048\u3067\u60aa\u610f\u306e\u6709\u7121\u3092\u5224\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u578b\u306e\u30d5\u30a3\u30eb\u30bf\u3067\u306f\u898b\u9003\u3057\u304c\u3061\u306a\u3001\u5de7\u5999\u306b\u507d\u88c5\u3055\u308c\u305f\u653b\u6483\u30af\u30a8\u30ea\u3082\u691c\u77e5\u3067\u304d\u308b\u70b9\u306b\u3001\u3053\u306e\u7a2e\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002GraphQL\u306e\u67d4\u8edf\u306a\u30af\u30a8\u30ea\u69cb\u9020\u3092\u9006\u624b\u306b\u53d6\u3063\u305f\u653b\u6483\u306b\u5bfe\u3059\u308b\u3001\u6709\u671b\u306a\u9632\u5fa1\u7b56\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u305f\u3060\u3057\u3001\u9ad8\u3044\u7cbe\u5ea6\u306e\u6570\u5b57\u3060\u3051\u3092\u898b\u3066\u300c\u3053\u308c\u3092\u5165\u308c\u308c\u3070\u5b89\u5168\u300d\u3068\u65e9\u5408\u70b9\u3059\u308b\u306e\u306f\u7981\u7269\u3067\u3059\u3002\u6b21\u306b\u8ff0\u3079\u308b\u901a\u308a\u3001\u3053\u306e\u9ad8\u7cbe\u5ea6\u306b\u306f\u73fe\u5b9f\u7684\u306a\u904b\u7528\u4e0a\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u4f34\u3044\u307e\u3059\u3002\u767a\u6ce8\u4f01\u696d\u3068\u3057\u3066\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u88fd\u54c1\u306e\u5ba3\u4f1d\u3067\u793a\u3055\u308c\u308b\u7cbe\u5ea6\u306e\u6570\u5b57\u3092\u9d5c\u5451\u307f\u306b\u305b\u305a\u3001\u904b\u7528\u6642\u306e\u30b3\u30b9\u30c8\u307e\u3067\u542b\u3081\u3066\u8a55\u4fa1\u3059\u308b\u59ff\u52e2\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\nML\u63a8\u8ad6\u304c\u62db\u304f\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u3053\u306e\u7814\u7a76\u304c\u793a\u3059\u3082\u3063\u3068\u3082\u91cd\u8981\u306a\u793a\u5506\u306f\u3001\u9ad8\u7cbe\u5ea6\u306e\u88cf\u306b\u3042\u308b\u30ec\u30a4\u30c6\u30f3\u30b7\uff08\u5fdc\u7b54\u9045\u5ef6\uff09\u306e\u554f\u984c\u3067\u3059\u3002\u5f93\u6765\u306e\u9759\u7684\u30c1\u30a7\u30c3\u30af\u306e\u307f\u3067\u3042\u308c\u3070\u657010ms\u3067\u5b8c\u4e86\u3059\u308b\u5fdc\u7b54\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u63a8\u8ad6\u3092\u631f\u3080\u3068\u6570\u5343ms\u306b\u307e\u3067\u8df3\u306d\u4e0a\u304c\u308b\u3068\u3044\u3046\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u691c\u77e5\u7cbe\u5ea6\u3092\u8ffd\u6c42\u3059\u308b\u3068\u3001\u5fdc\u7b54\u901f\u5ea6\u304c100\u500d\u898f\u6a21\u3067\u60aa\u5316\u3057\u304b\u306d\u306a\u3044\u306e\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u91cd\u8996\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u306f\u7121\u8996\u3067\u304d\u306a\u3044\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u4e8b\u5b9f\u306f\u3001GraphQL\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u8a9e\u308b\u3046\u3048\u3067\u6975\u3081\u3066\u5b9f\u52d9\u7684\u306a\u6559\u8a13\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u30af\u30a8\u30ea\u306bML\u63a8\u8ad6\u3092\u304b\u3051\u308b\u3068\u6027\u80fd\u304c\u7834\u7dbb\u3059\u308b\u305f\u3081\u3001\u73fe\u5b9f\u306b\u306f\u300c\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u691c\u67fb\u3059\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u9759\u7684\u30c1\u30a7\u30c3\u30af\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3084\u3001\u30ea\u30b9\u30af\u306e\u9ad8\u3044\u7d4c\u8def\u306b\u9650\u5b9a\u3057\u305f\u9069\u7528\u3068\u3044\u3063\u305f\u5de5\u592b\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u6700\u65b0\u6280\u8853\u306e\u83ef\u3005\u3057\u3044\u7cbe\u5ea6\u306e\u6570\u5b57\u3068\u3001\u5b9f\u904b\u7528\u3067\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u8981\u4ef6\u306f\u3001\u614e\u91cd\u306b\u5929\u79e4\u306b\u304b\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u767a\u6ce8\u4f01\u696d\u304c\u3053\u3053\u304b\u3089\u5b66\u3076\u3079\u304d\u306f\u3001\u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u6027\u80fd\u306f\u3057\u3070\u3057\u3070\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306e\u95a2\u4fc2\u306b\u3042\u308b\u300d\u3068\u3044\u3046\u539f\u5247\u3067\u3059\u3002GraphQL\u306eDoS\u5bfe\u7b56\u3084\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u5bfe\u7b56\u3092\u63d0\u6848\u3059\u308b\u30d9\u30f3\u30c0\u30fc\u304c\u3001\u3053\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u554f\u984c\u3092\u7406\u89e3\u3057\u3001\u73fe\u5b9f\u7684\u306a\u843d\u3068\u3057\u3069\u3053\u308d\u3092\u793a\u305b\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u6280\u8853\u529b\u3092\u898b\u6975\u3081\u308b\u683c\u597d\u306e\u8a66\u91d1\u77f3\u306b\u306a\u308a\u307e\u3059\u3002ripla\u3082\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u65bd\u7b56\u3092\u6027\u80fd\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u306a\u304b\u3067\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3092\u91cd\u8996\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\n\u307e\u3068\u3081<\/strong>\n<\/h2>\n\n\n\n\n\n![\"GraphQL\u6d3b\u7528\u4e8b\u4f8b\u306e\u307e\u3068\u3081\u30a4\u30e1\u30fc\u30b8\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22920360.jpg\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u632f\u308a\u8fd4\u308b\u3068\u3001\u6210\u529f\u3082\u975e\u63a1\u7528\u306e\u5224\u65ad\u3082\u3001\u7d50\u5c40\u306f\u300c\u4e8b\u696d\u8981\u4ef6\u304b\u3089\u9006\u7b97\u3057\u3066API\u8a2d\u8a08\u3092\u9069\u6750\u9069\u6240\u3067\u9078\u3076\u300d\u3068\u3044\u3046\u4e00\u70b9\u306b\u96c6\u7d04\u3055\u308c\u307e\u3059\u3002enechain\u793e\u306e\u904b\u7528\u4e8b\u4f8b\u306f\u3001Dataloader\u306e\u30ad\u30fc\u9806\u5e8f\u5236\u7d04\u3078\u306e\u5bfe\u51e6\u30014XX\u5c02\u7528\u30b9\u30ad\u30fc\u30de\u30685XX\u306eSpec\u6e96\u62e0\u306e\u4f7f\u3044\u5206\u3051\u3001ESLint\u306b\u3088\u308bResolver\u306edescription\u5fc5\u9808\u5316\u3068\u3044\u3046\u3001\u904b\u7528\u30eb\u30fc\u30eb\u306e\u8a2d\u8a08\u3053\u305d\u304c\u6210\u529f\u306e\u9375\u3067\u3042\u308b\u3053\u3068\u3092\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002GraphQL\u306e\u5f37\u307f\u306f\u3001\u5c0e\u5165\u306e\u77ac\u9593\u3067\u306f\u306a\u304f\u5730\u9053\u306a\u904b\u7528\u8a2d\u8a08\u304b\u3089\u751f\u307e\u308c\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9\u3001Botoi\u793e\u304c\u3042\u3048\u3066REST\u3068CDN\u3092\u9078\u307320ms\u672a\u6e80\u3092\u9054\u6210\u3057\u305f\u4e8b\u4f8b\u306f\u3001GraphQL\u304c\u4e07\u80fd\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002\u3055\u3089\u306barXiv\u306e\u7814\u7a76\u304c\u793a\u3059ML\u691c\u77e5\u306e\u6570\u5343ms\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u6027\u80fd\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3068\u3044\u3046\u73fe\u5b9f\u3092\u7a81\u304d\u3064\u3051\u307e\u3059\u3002\u81ea\u793e\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u304cGraphQL\u5411\u304d\u304b\u3092\u51b7\u9759\u306b\u898b\u6975\u3081\u3001\u63a1\u7528\u3059\u308b\u306a\u3089\u904b\u7528\u30eb\u30fc\u30eb\u307e\u3067\u8a2d\u8a08\u3059\u308b\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002ripla\u306f\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u53d7\u8a17\u3068\u56fd\u5185\u958b\u767a\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u4e8b\u696d\u304b\u3089\u9006\u7b97\u3057\u305fAPI\u8a2d\u8a08\u3068\u4f53\u5236\u3065\u304f\u308a\u3092\u4e00\u8cab\u3057\u3066\u652f\u63f4\u3057\u307e\u3059\u3002\u5168\u4f53\u50cf\u306e\u78ba\u8a8d\u306b\u306f\u3001\u3042\u3089\u305f\u3081\u3066\u5b8c\u5168\u30ac\u30a4\u30c9\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n
\n\u682a\u5f0f\u4f1a\u793eripla\u3067\u306f\u3001IT\u4e8b\u696d\u4f1a\u793e\u51fa\u8eab\u306e\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u304c\u300cImpact-Driven\u578b\u652f\u63f4\u300d\u3092\u901a\u3058\u3066\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u3084\u30b7\u30b9\u30c6\u30e0\u306e\u7d0d\u54c1\u30fb\u63d0\u4f9b\u3092\u76ee\u7684\u3068\u305b\u305a\u3001\u304a\u5ba2\u69d8\u3068\u540c\u3058\u76ee\u7dda\u3067\u3001\u4e8b\u696d\u6210\u679c\u306e\u9054\u6210\u3092\u30b4\u30fc\u30eb\u3068\u3057\u3066\u3001\u9ad8\u54c1\u8cea\u306aDX\/\u958b\u767a\u652f\u63f4\u3092\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\n![\"\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-08-150644-1024x359.png\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\n\u307e\u305f\u3001\u5f53\u793e\u72ec\u81ea\u306e\u958b\u767a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u300cBox\u30b7\u30ea\u30fc\u30ba\u300d\u306b\u3088\u308b\u6a19\u6e96\u6a5f\u80fd\u306e\u9ad8\u901f\u958b\u767a\u3068\u3001AI\u99c6\u52d5\u958b\u767a\u306e\u72ec\u81ea\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300cGoDD\u300d\u306b\u3088\u308b\u72ec\u81ea\u6a5f\u80fd\u306eAI\u5b9f\u88c5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u30fb\u77ed\u671f\u9593\u3067\u958b\u767a\u3092\u5b9f\u73fe\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n
\n\n![\"\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png\")
<\/figure>\n<\/div>\n<\/div>\n\n\n\n\u3082\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306b\u95a2\u3059\u308b\u3054\u8981\u671b\u304c\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<\/a><\/p>\n\n\n\n\n\u682a\u5f0f\u4f1a\u793eripla\u306e\u4f1a\u793eHP\u306f\u3053\u3061\u3089<\/strong><\/a><\/div>\n<\/div>\n\n\n\n\u30fb\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 >>><\/a>
\u30fb\u304a\u5f79\u7acb\u3061\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 >>><\/a><\/p>\n<\/div>\n\n\n\n![\"\"](\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\")
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<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u5c0e\u5165\u4e8b\u4f8b\u3068\u3057\u3066\u3082\u3063\u3068\u3082\u53c2\u8003\u306b\u306a\u308b\u306e\u304c\u3001\u30a8\u30cd\u30eb\u30ae\u30fc\u53d6\u5f15\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u904b\u55b6\u3059\u308benechain\uff08\u30a8\u30cd\u30c1\u30a7\u30fc\u30f3\uff09\u793e\u306e\u904b\u7528\u77e5\u898b\u3067\u3059\uff08\u51fa\u5178\uff1aenechain Tech Blog\uff09\u3002\u540c\u793e\u306fGraphQL\u3092\u5b9f\u904b\u7528\u3059\u308b\u306a\u304b\u3067\u76f4\u9762\u3057\u305f\u56fa\u6709\u306e\u8ab2\u984c\u3068\u3001\u305d\u306e\u5177\u4f53\u7684\u306a\u89e3\u6c7a\u7b56\u3092\u6280\u8853\u30d6\u30ed\u30b0\u3067\u516c\u958b\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u304b\u3089GraphQL\u3092\u63a1\u7528\u3059\u308b\u4f01\u696d\u306b\u3068\u3063\u3066\u8cb4\u91cd\u306a\u5b9f\u4f8b\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u83ef\u3084\u304b\u306a\u63a1\u7528\u5ba3\u8a00\u3067\u306f\u306a\u304f\u3001\u904b\u7528\u306e\u7d30\u90e8\u307e\u3067\u8e0f\u307f\u8fbc\u3093\u3060\u77e5\u898b\u3067\u3042\u308b\u70b9\u304c\u3001\u767a\u6ce8\u5224\u65ad\u306b\u76f4\u7d50\u3059\u308b\u4fa1\u5024\u3092\u6301\u3061\u307e\u3059\u3002<\/p>\n\n\n\n
Dataloader\u306e\u30ad\u30fc\u9806\u5e8f\u5236\u7d04\u3068N+1\u554f\u984c\u3078\u306e\u5bfe\u51e6<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nGraphQL\u3067\u3082\u3063\u3068\u3082\u6709\u540d\u306a\u843d\u3068\u3057\u7a74\u304c\u300cN+1\u554f\u984c\u300d\u3067\u3059\u3002\u3053\u308c\u306f\u3001\u4e00\u89a7\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u305f\u3042\u3068\u3001\u305d\u306e\u5404\u8981\u7d20\u306b\u7d10\u3065\u304f\u95a2\u9023\u30c7\u30fc\u30bf\u3092\u4e00\u4ef6\u305a\u3064\u500b\u5225\u306b\u554f\u3044\u5408\u308f\u305b\u3066\u3057\u307e\u3044\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3078\u306e\u30a2\u30af\u30bb\u30b9\u304c\u7206\u767a\u7684\u306b\u5897\u3048\u308b\u73fe\u8c61\u3092\u6307\u3057\u307e\u3059\u3002\u305f\u3068\u3048\u307010\u4ef6\u306e\u6ce8\u6587\u3092\u53d6\u5f97\u3057\u3001\u305d\u308c\u305e\u308c\u306e\u9867\u5ba2\u60c5\u5831\u3092\u500b\u5225\u306b\u53d6\u5f97\u3059\u308b\u3068\u30011\u56de\uff0b10\u56de\u3067\u5408\u8a0811\u56de\u306e\u30af\u30a8\u30ea\u304c\u767a\u884c\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u304cGraphQL\u306e\u67d4\u8edf\u3055\u306e\u88cf\u306b\u3042\u308b\u4ee3\u8868\u7684\u306a\u6027\u80fd\u8ab2\u984c\u3067\u3059\u3002<\/p>\n\n\n\n
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\n4XX\u5c02\u7528\u30b9\u30ad\u30fc\u30de\u3068ESLint\u306b\u3088\u308b\u898f\u7d04\u5f37\u5236<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nenechain\u793e\u306e\u3082\u3046\u4e00\u3064\u306e\u512a\u308c\u305f\u5de5\u592b\u304c\u3001\u30a8\u30e9\u30fc\u30cf\u30f3\u30c9\u30ea\u30f3\u30b0\u306e\u8a2d\u8a08\u3067\u3059\u3002\u540c\u793e\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5074\u306e\u5165\u529b\u30df\u30b9\u306a\u3069\u306b\u8d77\u56e0\u3059\u308b4XX\u7cfb\u306e\u30a8\u30e9\u30fc\u306f\u5c02\u7528\u306e\u30b9\u30ad\u30fc\u30de\u3068\u3057\u3066\u578b\u5b9a\u7fa9\u3057\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u578b\u88dc\u5b8c\u3092\u52b9\u304b\u305b\u306a\u304c\u3089\u5805\u7262\u306b\u30a8\u30e9\u30fc\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\u4e00\u65b9\u3001\u30b5\u30fc\u30d0\u30fc\u5185\u90e8\u306e\u969c\u5bb3\u3067\u3042\u308b5XX\u7cfb\u306e\u30a8\u30e9\u30fc\u306fGraphQL\u306eSpec\uff08\u4ed5\u69d8\uff09\u901a\u308a\u306b\u6271\u3046\u3068\u3044\u3046\u4f7f\u3044\u5206\u3051\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u30a8\u30e9\u30fc\u306e\u6027\u8cea\u306b\u5fdc\u3058\u3066\u8868\u73fe\u65b9\u6cd5\u3092\u5909\u3048\u308b\u3053\u3068\u3067\u3001\u958b\u767a\u8005\u4f53\u9a13\u3068\u5805\u7262\u6027\u3092\u4e21\u7acb\u3055\u305b\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
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\u3053\u308c\u3089\u306e\u4e8b\u4f8b\u304c\u793a\u3059\u306e\u306f\u3001GraphQL\u306e\u6210\u529f\u304c\u300c\u5c0e\u5165\u306e\u5224\u65ad\u300d\u3088\u308a\u3082\u300c\u904b\u7528\u30eb\u30fc\u30eb\u306e\u8a2d\u8a08\u3068\u5f37\u5236\u300d\u306b\u304b\u304b\u3063\u3066\u3044\u308b\u3068\u3044\u3046\u4e8b\u5b9f\u3067\u3059\u3002\u30b9\u30ad\u30fc\u30de\u99c6\u52d5\u958b\u767a\u306e\u5f37\u307f\u3092\u6d3b\u304b\u3059\u306b\u306f\u3001\u898f\u7d04\u3092\u30c4\u30fc\u30eb\u3067\u81ea\u52d5\u30c1\u30a7\u30c3\u30af\u3059\u308b\u6587\u5316\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u767a\u6ce8\u4f01\u696d\u3068\u3057\u3066\u306f\u3001\u3053\u3046\u3057\u305f\u904b\u7528\u8a2d\u8a08\u307e\u3067\u542b\u3081\u3066\u63d0\u6848\u3067\u304d\u308b\u30d1\u30fc\u30c8\u30ca\u30fc\u304b\u3069\u3046\u304b\u3092\u898b\u6975\u3081\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n
\n\u3042\u3048\u3066REST\u3092\u9078\u3093\u3060Botoi\u793e\u306e\u9006\u5f35\u308a\u4e8b\u4f8b<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u4e8b\u4f8b\u3092\u5b66\u3076\u3046\u3048\u3067\u3001\u300cGraphQL\u3092\u63a1\u7528\u3057\u306a\u304b\u3063\u305f\u4e8b\u4f8b\u300d\u3082\u540c\u3058\u304f\u3089\u3044\u91cd\u8981\u3067\u3059\u3002GraphQL\u304c\u4e07\u80fd\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u3001\u5b9f\u540d\u306e\u5224\u65ad\u3067\u793a\u3057\u3066\u304f\u308c\u308b\u304b\u3089\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001150\u4ee5\u4e0a\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u62b1\u3048\u306a\u304c\u3089\u3001\u3042\u3048\u3066REST\u3092\u9078\u3093\u3060Botoi\u793e\u306e\u5224\u65ad\u3092\u898b\u3066\u3044\u304d\u307e\u3059\uff08\u51fa\u5178\uff1aBotoi\uff09\u3002\u3053\u306e\u9006\u5f35\u308a\u3068\u3082\u8a00\u3048\u308b\u9078\u629e\u306e\u7406\u7531\u3092\u7406\u89e3\u3059\u308c\u3070\u3001\u81ea\u793e\u304cGraphQL\u3092\u63a1\u7528\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u8ef8\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u30ad\u30e3\u30c3\u30b7\u30e5\u6700\u91cd\u8996\u3067REST\u3068CDN\u3092\u9078\u3093\u3060\u7406\u7531<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nBotoi\u793e\u306f\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u3067150\u3092\u8d85\u3048\u308b\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u904b\u7528\u3057\u3066\u3044\u307e\u3059\u304c\u3001API\u8a2d\u8a08\u3068\u3057\u3066GraphQL\u3067\u306f\u306a\u304fREST\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u6700\u5927\u306e\u7406\u7531\u304c\u300c\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u306e\u6700\u91cd\u8996\u300d\u3067\u3059\u3002REST\u306fURL\u3054\u3068\u306b\u30ea\u30bd\u30fc\u30b9\u304c\u4e00\u610f\u306b\u5b9a\u307e\u308b\u305f\u3081\u3001CDN\uff08\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1\u7db2\uff09\u3084HTTP\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u306e\u76f8\u6027\u304c\u629c\u7fa4\u306b\u826f\u304f\u3001\u540c\u3058\u30c7\u30fc\u30bf\u3078\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u304b\u3089\u5373\u5ea7\u306b\u8fd4\u305b\u307e\u3059\u3002Botoi\u793e\u306f\u3053\u306eCDN\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u6d3b\u7528\u3057\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u309220ms\u672a\u6e80\u3068\u3044\u3046\u9ad8\u901f\u306a\u30ec\u30d9\u30eb\u3067\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9GraphQL\u306f\u3001\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5358\u4e00\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\uff08\u591a\u304f\u306fPOST\u30e1\u30bd\u30c3\u30c9\uff09\u306b\u9001\u308b\u69cb\u9020\u306e\u305f\u3081\u3001URL\u5358\u4f4d\u306e\u6a19\u6e96\u7684\u306aHTTP\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u304d\u306b\u304f\u3044\u3068\u3044\u3046\u5f31\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u30af\u30a8\u30ea\u5185\u5bb9\u3054\u3068\u306b\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u7ba1\u7406\u3059\u308b\u72ec\u81ea\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308c\u3070\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u306e\u5206\u3060\u3051\u904b\u7528\u306f\u8907\u96d1\u306b\u306a\u308a\u307e\u3059\u3002\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1\u304c\u4e2d\u5fc3\u3067\u3001\u540c\u3058\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u9ad8\u901f\u306b\u8fd4\u3059\u3053\u3068\u304c\u6700\u512a\u5148\u306e\u8981\u4ef6\u3067\u3042\u308c\u3070\u3001REST\u3068CDN\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u7406\u306b\u304b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u53c2\u8003\u3068\u3057\u3066\u3001API\u30d7\u30ed\u30c8\u30b3\u30eb\u3054\u3068\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u76ee\u5b89\u306fREST 50\u301c200ms\u3001GraphQL 50\u301c300ms\u3001gRPC 10\u301c50ms\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002Botoi\u793e\u304c\u9054\u6210\u3057\u305f20ms\u672a\u6e80\u306f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u52b9\u304b\u305b\u305f\u7d50\u679c\u3067\u3042\u308a\u3001\u30d7\u30ed\u30c8\u30b3\u30eb\u5358\u4f53\u306e\u6570\u5024\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u304b\u3089\u5206\u304b\u308b\u306e\u306f\u3001\u300c\u901f\u3055\u300d\u306f\u63a1\u7528\u3059\u308b\u30d7\u30ed\u30c8\u30b3\u30eb\u3060\u3051\u3067\u6c7a\u307e\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\u3084\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u5168\u4f53\u3067\u6c7a\u307e\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002GraphQL\u3092\u9078\u3076\u524d\u306b\u3001\u81ea\u793e\u306e\u6700\u512a\u5148\u8981\u4ef6\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u306a\u306e\u304b\u3069\u3046\u304b\u3092\u554f\u3044\u76f4\u3059\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u4e8b\u4f8b\u304b\u3089\u9006\u7b97\u3059\u308bGraphQL\u304c\u5411\u304f\u5834\u9762<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nenechain\u793e\u306e\u63a1\u7528\u3068Botoi\u793e\u306e\u975e\u63a1\u7528\u3092\u4e26\u3079\u3066\u898b\u308b\u3068\u3001GraphQL\u304c\u5411\u304f\u5834\u9762\u306e\u8f2a\u90ed\u304c\u306f\u3063\u304d\u308a\u3057\u3066\u304d\u307e\u3059\u3002GraphQL\u304c\u771f\u4fa1\u3092\u767a\u63ee\u3059\u308b\u306e\u306f\u3001Web\u30fbiOS\u30fbAndroid\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u7570\u306a\u308b\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u3001\u305d\u308c\u305e\u308c\u5c11\u3057\u305a\u3064\u7570\u306a\u308b\u30c7\u30fc\u30bf\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5fc5\u8981\u3068\u3059\u308bBFF\uff08Backend For Frontend\uff09\u7684\u306a\u72b6\u6cc1\u3067\u3059\u3002REST\u3067\u5404\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5c02\u7528\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4e71\u7acb\u3055\u305b\u308b\u3088\u308a\u3001GraphQL\u3067\u4e00\u3064\u306e\u30b9\u30ad\u30fc\u30de\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3060\u3051\u3092\u53d6\u5f97\u3055\u305b\u305f\u307b\u3046\u304c\u3001\u30aa\u30fc\u30d0\u30fc\u30d5\u30a7\u30c3\u30c1\u3082\u30a2\u30f3\u30c0\u30fc\u30d5\u30a7\u30c3\u30c1\u3082\u907f\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u9006\u306b\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1\u4e2d\u5fc3\u3067\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u304c\u6700\u512a\u5148\u306e\u5834\u5408\u3084\u3001\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u9593\u306e\u9ad8\u901f\u306a\u5185\u90e8\u901a\u4fe1\u304c\u4e3b\u76ee\u7684\u306e\u5834\u5408\u306f\u3001\u305d\u308c\u305e\u308cREST\u3084gRPC\u306e\u307b\u3046\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002GraphQL\u306e\u67d4\u8edf\u3055\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u591a\u69d8\u3067\u8981\u6c42\u304c\u983b\u7e41\u306b\u5909\u308f\u308b\u300c\u5916\u5411\u304d\u306e\u30d7\u30ed\u30c0\u30af\u30c8API\u300d\u3067\u3053\u305d\u6d3b\u304d\u308b\u306e\u3067\u3059\u3002\u4e8b\u4f8b\u3092\u901a\u3058\u3066\u81ea\u793e\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u3053\u306e\u8ef8\u306b\u5f53\u3066\u306f\u3081\u308c\u3070\u3001\u6d41\u884c\u306b\u6d41\u3055\u308c\u306a\u3044\u6280\u8853\u9078\u5b9a\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
ripla\u304c\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u53d7\u8a17\u3067API\u8a2d\u8a08\u3092\u9078\u3076\u969b\u3082\u3001\u307e\u305a\u300c\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u6570\u3068\u591a\u69d8\u6027\u300d\u300c\u30ad\u30e3\u30c3\u30b7\u30e5\u8981\u4ef6\u300d\u300c\u5185\u90e8\u901a\u4fe1\u304b\u5916\u90e8\u516c\u958b\u304b\u300d\u3068\u3044\u3046\u8ef8\u3067\u8981\u4ef6\u3092\u6574\u7406\u3057\u307e\u3059\u3002GraphQL\u3042\u308a\u304d\u3067\u59cb\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4e8b\u4f8b\u304c\u793a\u3059\u9069\u6750\u9069\u6240\u306e\u539f\u5247\u306b\u7acb\u3061\u8fd4\u308b\u3053\u3068\u304c\u3001\u5f8c\u6094\u3057\u306a\u3044\u9078\u629e\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n
\nGraphQL\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068ML\u691c\u77e5\u306e\u7814\u7a76\u4e8b\u4f8b<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u8a9e\u308b\u3046\u3048\u3067\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u306e\u304c\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u89b3\u70b9\u3067\u3059\u3002GraphQL\u306f\u67d4\u8edf\u3067\u3042\u308b\u5206\u3001\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u306b\u3088\u308b\u653b\u6483\u9762\u3082\u5e83\u304c\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001GraphQL\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u5b88\u308d\u3046\u3068\u3059\u308b\u5b66\u8853\u7814\u7a76\u306e\u4e8b\u4f8b\u304b\u3089\u3001\u767a\u6ce8\u4f01\u696d\u304c\u62bc\u3055\u3048\u3066\u304a\u304f\u3079\u304d\u73fe\u5b9f\u7684\u306a\u793a\u5506\u3092\u6574\u7406\u3057\u307e\u3059\uff08\u51fa\u5178\uff1aarXiv\uff09\u3002\u6700\u5148\u7aef\u306e\u7814\u7a76\u3060\u304b\u3089\u3053\u305d\u898b\u3048\u3066\u304f\u308b\u300c\u52b9\u679c\u3068\u9650\u754c\u300d\u306e\u4e21\u9762\u304c\u3001\u6280\u8853\u9078\u5b9a\u306e\u51b7\u9759\u306a\u5224\u65ad\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\nSQLi\u30fbXSS\u691c\u77e5\u306e\u9ad8\u7cbe\u5ea6\u3068\u305d\u306e\u5b9f\u614b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nGraphQL\u3078\u306e\u653b\u6483\u691c\u77e5\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u5fdc\u7528\u3057\u305f\u7814\u7a76\u3067\u306f\u3001\u5370\u8c61\u7684\u306a\u7cbe\u5ea6\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08SQLi\uff09\u306e\u691c\u77e5\u3067\u306fAccuracy\uff08\u6b63\u89e3\u7387\uff090.9678\u3001\u30af\u30ed\u30b9\u30b5\u30a4\u30c8\u30b9\u30af\u30ea\u30d7\u30c6\u30a3\u30f3\u30b0\uff08XSS\uff09\u306e\u691c\u77e5\u3067\u306fRandom Forest\u3092\u7528\u3044\u3066Accuracy 0.9938\u3068\u3044\u3046\u9ad8\u3044\u6570\u5024\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3060\u3051\u898b\u308c\u3070\u3001ML\uff08\u6a5f\u68b0\u5b66\u7fd2\uff09\u306b\u3088\u308b\u691c\u77e5\u306f\u307b\u307c\u5b8c\u74a7\u306b\u8fd1\u3044\u7cbe\u5ea6\u3067\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u3092\u898b\u629c\u3051\u308b\u3088\u3046\u306b\u601d\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u7814\u7a76\u3067\u306f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3084SBERT\u3001CNN\uff08\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3068\u3044\u3063\u305f\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u3001GraphQL\u30af\u30a8\u30ea\u306e\u610f\u5473\u3092\u7406\u89e3\u3057\u305f\u3046\u3048\u3067\u60aa\u610f\u306e\u6709\u7121\u3092\u5224\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u578b\u306e\u30d5\u30a3\u30eb\u30bf\u3067\u306f\u898b\u9003\u3057\u304c\u3061\u306a\u3001\u5de7\u5999\u306b\u507d\u88c5\u3055\u308c\u305f\u653b\u6483\u30af\u30a8\u30ea\u3082\u691c\u77e5\u3067\u304d\u308b\u70b9\u306b\u3001\u3053\u306e\u7a2e\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002GraphQL\u306e\u67d4\u8edf\u306a\u30af\u30a8\u30ea\u69cb\u9020\u3092\u9006\u624b\u306b\u53d6\u3063\u305f\u653b\u6483\u306b\u5bfe\u3059\u308b\u3001\u6709\u671b\u306a\u9632\u5fa1\u7b56\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u305f\u3060\u3057\u3001\u9ad8\u3044\u7cbe\u5ea6\u306e\u6570\u5b57\u3060\u3051\u3092\u898b\u3066\u300c\u3053\u308c\u3092\u5165\u308c\u308c\u3070\u5b89\u5168\u300d\u3068\u65e9\u5408\u70b9\u3059\u308b\u306e\u306f\u7981\u7269\u3067\u3059\u3002\u6b21\u306b\u8ff0\u3079\u308b\u901a\u308a\u3001\u3053\u306e\u9ad8\u7cbe\u5ea6\u306b\u306f\u73fe\u5b9f\u7684\u306a\u904b\u7528\u4e0a\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u4f34\u3044\u307e\u3059\u3002\u767a\u6ce8\u4f01\u696d\u3068\u3057\u3066\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u88fd\u54c1\u306e\u5ba3\u4f1d\u3067\u793a\u3055\u308c\u308b\u7cbe\u5ea6\u306e\u6570\u5b57\u3092\u9d5c\u5451\u307f\u306b\u305b\u305a\u3001\u904b\u7528\u6642\u306e\u30b3\u30b9\u30c8\u307e\u3067\u542b\u3081\u3066\u8a55\u4fa1\u3059\u308b\u59ff\u52e2\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\nML\u63a8\u8ad6\u304c\u62db\u304f\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u3053\u306e\u7814\u7a76\u304c\u793a\u3059\u3082\u3063\u3068\u3082\u91cd\u8981\u306a\u793a\u5506\u306f\u3001\u9ad8\u7cbe\u5ea6\u306e\u88cf\u306b\u3042\u308b\u30ec\u30a4\u30c6\u30f3\u30b7\uff08\u5fdc\u7b54\u9045\u5ef6\uff09\u306e\u554f\u984c\u3067\u3059\u3002\u5f93\u6765\u306e\u9759\u7684\u30c1\u30a7\u30c3\u30af\u306e\u307f\u3067\u3042\u308c\u3070\u657010ms\u3067\u5b8c\u4e86\u3059\u308b\u5fdc\u7b54\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u63a8\u8ad6\u3092\u631f\u3080\u3068\u6570\u5343ms\u306b\u307e\u3067\u8df3\u306d\u4e0a\u304c\u308b\u3068\u3044\u3046\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u691c\u77e5\u7cbe\u5ea6\u3092\u8ffd\u6c42\u3059\u308b\u3068\u3001\u5fdc\u7b54\u901f\u5ea6\u304c100\u500d\u898f\u6a21\u3067\u60aa\u5316\u3057\u304b\u306d\u306a\u3044\u306e\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u91cd\u8996\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u306f\u7121\u8996\u3067\u304d\u306a\u3044\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u4e8b\u5b9f\u306f\u3001GraphQL\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u8a9e\u308b\u3046\u3048\u3067\u6975\u3081\u3066\u5b9f\u52d9\u7684\u306a\u6559\u8a13\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u30af\u30a8\u30ea\u306bML\u63a8\u8ad6\u3092\u304b\u3051\u308b\u3068\u6027\u80fd\u304c\u7834\u7dbb\u3059\u308b\u305f\u3081\u3001\u73fe\u5b9f\u306b\u306f\u300c\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u691c\u67fb\u3059\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u9759\u7684\u30c1\u30a7\u30c3\u30af\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3084\u3001\u30ea\u30b9\u30af\u306e\u9ad8\u3044\u7d4c\u8def\u306b\u9650\u5b9a\u3057\u305f\u9069\u7528\u3068\u3044\u3063\u305f\u5de5\u592b\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u6700\u65b0\u6280\u8853\u306e\u83ef\u3005\u3057\u3044\u7cbe\u5ea6\u306e\u6570\u5b57\u3068\u3001\u5b9f\u904b\u7528\u3067\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u8981\u4ef6\u306f\u3001\u614e\u91cd\u306b\u5929\u79e4\u306b\u304b\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u767a\u6ce8\u4f01\u696d\u304c\u3053\u3053\u304b\u3089\u5b66\u3076\u3079\u304d\u306f\u3001\u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u6027\u80fd\u306f\u3057\u3070\u3057\u3070\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306e\u95a2\u4fc2\u306b\u3042\u308b\u300d\u3068\u3044\u3046\u539f\u5247\u3067\u3059\u3002GraphQL\u306eDoS\u5bfe\u7b56\u3084\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u5bfe\u7b56\u3092\u63d0\u6848\u3059\u308b\u30d9\u30f3\u30c0\u30fc\u304c\u3001\u3053\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u554f\u984c\u3092\u7406\u89e3\u3057\u3001\u73fe\u5b9f\u7684\u306a\u843d\u3068\u3057\u3069\u3053\u308d\u3092\u793a\u305b\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u6280\u8853\u529b\u3092\u898b\u6975\u3081\u308b\u683c\u597d\u306e\u8a66\u91d1\u77f3\u306b\u306a\u308a\u307e\u3059\u3002ripla\u3082\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u65bd\u7b56\u3092\u6027\u80fd\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u306a\u304b\u3067\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3092\u91cd\u8996\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\n\u307e\u3068\u3081<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u632f\u308a\u8fd4\u308b\u3068\u3001\u6210\u529f\u3082\u975e\u63a1\u7528\u306e\u5224\u65ad\u3082\u3001\u7d50\u5c40\u306f\u300c\u4e8b\u696d\u8981\u4ef6\u304b\u3089\u9006\u7b97\u3057\u3066API\u8a2d\u8a08\u3092\u9069\u6750\u9069\u6240\u3067\u9078\u3076\u300d\u3068\u3044\u3046\u4e00\u70b9\u306b\u96c6\u7d04\u3055\u308c\u307e\u3059\u3002enechain\u793e\u306e\u904b\u7528\u4e8b\u4f8b\u306f\u3001Dataloader\u306e\u30ad\u30fc\u9806\u5e8f\u5236\u7d04\u3078\u306e\u5bfe\u51e6\u30014XX\u5c02\u7528\u30b9\u30ad\u30fc\u30de\u30685XX\u306eSpec\u6e96\u62e0\u306e\u4f7f\u3044\u5206\u3051\u3001ESLint\u306b\u3088\u308bResolver\u306edescription\u5fc5\u9808\u5316\u3068\u3044\u3046\u3001\u904b\u7528\u30eb\u30fc\u30eb\u306e\u8a2d\u8a08\u3053\u305d\u304c\u6210\u529f\u306e\u9375\u3067\u3042\u308b\u3053\u3068\u3092\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002GraphQL\u306e\u5f37\u307f\u306f\u3001\u5c0e\u5165\u306e\u77ac\u9593\u3067\u306f\u306a\u304f\u5730\u9053\u306a\u904b\u7528\u8a2d\u8a08\u304b\u3089\u751f\u307e\u308c\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9\u3001Botoi\u793e\u304c\u3042\u3048\u3066REST\u3068CDN\u3092\u9078\u307320ms\u672a\u6e80\u3092\u9054\u6210\u3057\u305f\u4e8b\u4f8b\u306f\u3001GraphQL\u304c\u4e07\u80fd\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002\u3055\u3089\u306barXiv\u306e\u7814\u7a76\u304c\u793a\u3059ML\u691c\u77e5\u306e\u6570\u5343ms\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u6027\u80fd\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3068\u3044\u3046\u73fe\u5b9f\u3092\u7a81\u304d\u3064\u3051\u307e\u3059\u3002\u81ea\u793e\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u304cGraphQL\u5411\u304d\u304b\u3092\u51b7\u9759\u306b\u898b\u6975\u3081\u3001\u63a1\u7528\u3059\u308b\u306a\u3089\u904b\u7528\u30eb\u30fc\u30eb\u307e\u3067\u8a2d\u8a08\u3059\u308b\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002ripla\u306f\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u53d7\u8a17\u3068\u56fd\u5185\u958b\u767a\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u4e8b\u696d\u304b\u3089\u9006\u7b97\u3057\u305fAPI\u8a2d\u8a08\u3068\u4f53\u5236\u3065\u304f\u308a\u3092\u4e00\u8cab\u3057\u3066\u652f\u63f4\u3057\u307e\u3059\u3002\u5168\u4f53\u50cf\u306e\u78ba\u8a8d\u306b\u306f\u3001\u3042\u3089\u305f\u3081\u3066\u5b8c\u5168\u30ac\u30a4\u30c9\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n
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\u53c2\u8003\u3068\u3057\u3066\u3001API\u30d7\u30ed\u30c8\u30b3\u30eb\u3054\u3068\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u76ee\u5b89\u306fREST 50\u301c200ms\u3001GraphQL 50\u301c300ms\u3001gRPC 10\u301c50ms\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002Botoi\u793e\u304c\u9054\u6210\u3057\u305f20ms\u672a\u6e80\u306f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u52b9\u304b\u305b\u305f\u7d50\u679c\u3067\u3042\u308a\u3001\u30d7\u30ed\u30c8\u30b3\u30eb\u5358\u4f53\u306e\u6570\u5024\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u304b\u3089\u5206\u304b\u308b\u306e\u306f\u3001\u300c\u901f\u3055\u300d\u306f\u63a1\u7528\u3059\u308b\u30d7\u30ed\u30c8\u30b3\u30eb\u3060\u3051\u3067\u6c7a\u307e\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\u3084\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u5168\u4f53\u3067\u6c7a\u307e\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002GraphQL\u3092\u9078\u3076\u524d\u306b\u3001\u81ea\u793e\u306e\u6700\u512a\u5148\u8981\u4ef6\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u306a\u306e\u304b\u3069\u3046\u304b\u3092\u554f\u3044\u76f4\u3059\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u4e8b\u4f8b\u304b\u3089\u9006\u7b97\u3059\u308bGraphQL\u304c\u5411\u304f\u5834\u9762<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nenechain\u793e\u306e\u63a1\u7528\u3068Botoi\u793e\u306e\u975e\u63a1\u7528\u3092\u4e26\u3079\u3066\u898b\u308b\u3068\u3001GraphQL\u304c\u5411\u304f\u5834\u9762\u306e\u8f2a\u90ed\u304c\u306f\u3063\u304d\u308a\u3057\u3066\u304d\u307e\u3059\u3002GraphQL\u304c\u771f\u4fa1\u3092\u767a\u63ee\u3059\u308b\u306e\u306f\u3001Web\u30fbiOS\u30fbAndroid\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u7570\u306a\u308b\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u3001\u305d\u308c\u305e\u308c\u5c11\u3057\u305a\u3064\u7570\u306a\u308b\u30c7\u30fc\u30bf\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5fc5\u8981\u3068\u3059\u308bBFF\uff08Backend For Frontend\uff09\u7684\u306a\u72b6\u6cc1\u3067\u3059\u3002REST\u3067\u5404\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5c02\u7528\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4e71\u7acb\u3055\u305b\u308b\u3088\u308a\u3001GraphQL\u3067\u4e00\u3064\u306e\u30b9\u30ad\u30fc\u30de\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3060\u3051\u3092\u53d6\u5f97\u3055\u305b\u305f\u307b\u3046\u304c\u3001\u30aa\u30fc\u30d0\u30fc\u30d5\u30a7\u30c3\u30c1\u3082\u30a2\u30f3\u30c0\u30fc\u30d5\u30a7\u30c3\u30c1\u3082\u907f\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\u9006\u306b\u3001\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1\u4e2d\u5fc3\u3067\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u304c\u6700\u512a\u5148\u306e\u5834\u5408\u3084\u3001\u30de\u30a4\u30af\u30ed\u30b5\u30fc\u30d3\u30b9\u9593\u306e\u9ad8\u901f\u306a\u5185\u90e8\u901a\u4fe1\u304c\u4e3b\u76ee\u7684\u306e\u5834\u5408\u306f\u3001\u305d\u308c\u305e\u308cREST\u3084gRPC\u306e\u307b\u3046\u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002GraphQL\u306e\u67d4\u8edf\u3055\u306f\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u591a\u69d8\u3067\u8981\u6c42\u304c\u983b\u7e41\u306b\u5909\u308f\u308b\u300c\u5916\u5411\u304d\u306e\u30d7\u30ed\u30c0\u30af\u30c8API\u300d\u3067\u3053\u305d\u6d3b\u304d\u308b\u306e\u3067\u3059\u3002\u4e8b\u4f8b\u3092\u901a\u3058\u3066\u81ea\u793e\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3092\u3053\u306e\u8ef8\u306b\u5f53\u3066\u306f\u3081\u308c\u3070\u3001\u6d41\u884c\u306b\u6d41\u3055\u308c\u306a\u3044\u6280\u8853\u9078\u5b9a\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n
ripla\u304c\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u53d7\u8a17\u3067API\u8a2d\u8a08\u3092\u9078\u3076\u969b\u3082\u3001\u307e\u305a\u300c\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u6570\u3068\u591a\u69d8\u6027\u300d\u300c\u30ad\u30e3\u30c3\u30b7\u30e5\u8981\u4ef6\u300d\u300c\u5185\u90e8\u901a\u4fe1\u304b\u5916\u90e8\u516c\u958b\u304b\u300d\u3068\u3044\u3046\u8ef8\u3067\u8981\u4ef6\u3092\u6574\u7406\u3057\u307e\u3059\u3002GraphQL\u3042\u308a\u304d\u3067\u59cb\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4e8b\u4f8b\u304c\u793a\u3059\u9069\u6750\u9069\u6240\u306e\u539f\u5247\u306b\u7acb\u3061\u8fd4\u308b\u3053\u3068\u304c\u3001\u5f8c\u6094\u3057\u306a\u3044\u9078\u629e\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n
\nGraphQL\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068ML\u691c\u77e5\u306e\u7814\u7a76\u4e8b\u4f8b<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u8a9e\u308b\u3046\u3048\u3067\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u306e\u304c\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u89b3\u70b9\u3067\u3059\u3002GraphQL\u306f\u67d4\u8edf\u3067\u3042\u308b\u5206\u3001\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u306b\u3088\u308b\u653b\u6483\u9762\u3082\u5e83\u304c\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001GraphQL\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u5b88\u308d\u3046\u3068\u3059\u308b\u5b66\u8853\u7814\u7a76\u306e\u4e8b\u4f8b\u304b\u3089\u3001\u767a\u6ce8\u4f01\u696d\u304c\u62bc\u3055\u3048\u3066\u304a\u304f\u3079\u304d\u73fe\u5b9f\u7684\u306a\u793a\u5506\u3092\u6574\u7406\u3057\u307e\u3059\uff08\u51fa\u5178\uff1aarXiv\uff09\u3002\u6700\u5148\u7aef\u306e\u7814\u7a76\u3060\u304b\u3089\u3053\u305d\u898b\u3048\u3066\u304f\u308b\u300c\u52b9\u679c\u3068\u9650\u754c\u300d\u306e\u4e21\u9762\u304c\u3001\u6280\u8853\u9078\u5b9a\u306e\u51b7\u9759\u306a\u5224\u65ad\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\nSQLi\u30fbXSS\u691c\u77e5\u306e\u9ad8\u7cbe\u5ea6\u3068\u305d\u306e\u5b9f\u614b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nGraphQL\u3078\u306e\u653b\u6483\u691c\u77e5\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u5fdc\u7528\u3057\u305f\u7814\u7a76\u3067\u306f\u3001\u5370\u8c61\u7684\u306a\u7cbe\u5ea6\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08SQLi\uff09\u306e\u691c\u77e5\u3067\u306fAccuracy\uff08\u6b63\u89e3\u7387\uff090.9678\u3001\u30af\u30ed\u30b9\u30b5\u30a4\u30c8\u30b9\u30af\u30ea\u30d7\u30c6\u30a3\u30f3\u30b0\uff08XSS\uff09\u306e\u691c\u77e5\u3067\u306fRandom Forest\u3092\u7528\u3044\u3066Accuracy 0.9938\u3068\u3044\u3046\u9ad8\u3044\u6570\u5024\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3060\u3051\u898b\u308c\u3070\u3001ML\uff08\u6a5f\u68b0\u5b66\u7fd2\uff09\u306b\u3088\u308b\u691c\u77e5\u306f\u307b\u307c\u5b8c\u74a7\u306b\u8fd1\u3044\u7cbe\u5ea6\u3067\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u3092\u898b\u629c\u3051\u308b\u3088\u3046\u306b\u601d\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
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<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u4e8b\u4f8b\u3092\u5b66\u3076\u3046\u3048\u3067\u3001\u300cGraphQL\u3092\u63a1\u7528\u3057\u306a\u304b\u3063\u305f\u4e8b\u4f8b\u300d\u3082\u540c\u3058\u304f\u3089\u3044\u91cd\u8981\u3067\u3059\u3002GraphQL\u304c\u4e07\u80fd\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u3001\u5b9f\u540d\u306e\u5224\u65ad\u3067\u793a\u3057\u3066\u304f\u308c\u308b\u304b\u3089\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u3001150\u4ee5\u4e0a\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u62b1\u3048\u306a\u304c\u3089\u3001\u3042\u3048\u3066REST\u3092\u9078\u3093\u3060Botoi\u793e\u306e\u5224\u65ad\u3092\u898b\u3066\u3044\u304d\u307e\u3059\uff08\u51fa\u5178\uff1aBotoi\uff09\u3002\u3053\u306e\u9006\u5f35\u308a\u3068\u3082\u8a00\u3048\u308b\u9078\u629e\u306e\u7406\u7531\u3092\u7406\u89e3\u3059\u308c\u3070\u3001\u81ea\u793e\u304cGraphQL\u3092\u63a1\u7528\u3059\u3079\u304d\u304b\u3069\u3046\u304b\u306e\u5224\u65ad\u8ef8\u304c\u660e\u78ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\u30ad\u30e3\u30c3\u30b7\u30e5\u6700\u91cd\u8996\u3067REST\u3068CDN\u3092\u9078\u3093\u3060\u7406\u7531<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nBotoi\u793e\u306f\u81ea\u793e\u30b5\u30fc\u30d3\u30b9\u3067150\u3092\u8d85\u3048\u308b\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u904b\u7528\u3057\u3066\u3044\u307e\u3059\u304c\u3001API\u8a2d\u8a08\u3068\u3057\u3066GraphQL\u3067\u306f\u306a\u304fREST\u3092\u63a1\u7528\u3057\u307e\u3057\u305f\u3002\u305d\u306e\u6700\u5927\u306e\u7406\u7531\u304c\u300c\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u306e\u6700\u91cd\u8996\u300d\u3067\u3059\u3002REST\u306fURL\u3054\u3068\u306b\u30ea\u30bd\u30fc\u30b9\u304c\u4e00\u610f\u306b\u5b9a\u307e\u308b\u305f\u3081\u3001CDN\uff08\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1\u7db2\uff09\u3084HTTP\u30ad\u30e3\u30c3\u30b7\u30e5\u3068\u306e\u76f8\u6027\u304c\u629c\u7fa4\u306b\u826f\u304f\u3001\u540c\u3058\u30c7\u30fc\u30bf\u3078\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u306f\u30ad\u30e3\u30c3\u30b7\u30e5\u304b\u3089\u5373\u5ea7\u306b\u8fd4\u305b\u307e\u3059\u3002Botoi\u793e\u306f\u3053\u306eCDN\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u6d3b\u7528\u3057\u3001\u30ec\u30b9\u30dd\u30f3\u30b9\u309220ms\u672a\u6e80\u3068\u3044\u3046\u9ad8\u901f\u306a\u30ec\u30d9\u30eb\u3067\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9GraphQL\u306f\u3001\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u5358\u4e00\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\uff08\u591a\u304f\u306fPOST\u30e1\u30bd\u30c3\u30c9\uff09\u306b\u9001\u308b\u69cb\u9020\u306e\u305f\u3081\u3001URL\u5358\u4f4d\u306e\u6a19\u6e96\u7684\u306aHTTP\u30ad\u30e3\u30c3\u30b7\u30e5\u304c\u52b9\u304d\u306b\u304f\u3044\u3068\u3044\u3046\u5f31\u70b9\u304c\u3042\u308a\u307e\u3059\u3002\u30af\u30a8\u30ea\u5185\u5bb9\u3054\u3068\u306b\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u7ba1\u7406\u3059\u308b\u72ec\u81ea\u306e\u4ed5\u7d44\u307f\u3092\u69cb\u7bc9\u3059\u308c\u3070\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u304c\u3001\u305d\u306e\u5206\u3060\u3051\u904b\u7528\u306f\u8907\u96d1\u306b\u306a\u308a\u307e\u3059\u3002\u30b3\u30f3\u30c6\u30f3\u30c4\u914d\u4fe1\u304c\u4e2d\u5fc3\u3067\u3001\u540c\u3058\u30c7\u30fc\u30bf\u3092\u5927\u91cf\u306e\u30e6\u30fc\u30b6\u30fc\u306b\u9ad8\u901f\u306b\u8fd4\u3059\u3053\u3068\u304c\u6700\u512a\u5148\u306e\u8981\u4ef6\u3067\u3042\u308c\u3070\u3001REST\u3068CDN\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u7406\u306b\u304b\u306a\u3063\u3066\u3044\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u53c2\u8003\u3068\u3057\u3066\u3001API\u30d7\u30ed\u30c8\u30b3\u30eb\u3054\u3068\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u76ee\u5b89\u306fREST 50\u301c200ms\u3001GraphQL 50\u301c300ms\u3001gRPC 10\u301c50ms\u3068\u3055\u308c\u3066\u3044\u307e\u3059\u3002Botoi\u793e\u304c\u9054\u6210\u3057\u305f20ms\u672a\u6e80\u306f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u3092\u52b9\u304b\u305b\u305f\u7d50\u679c\u3067\u3042\u308a\u3001\u30d7\u30ed\u30c8\u30b3\u30eb\u5358\u4f53\u306e\u6570\u5024\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u3053\u304b\u3089\u5206\u304b\u308b\u306e\u306f\u3001\u300c\u901f\u3055\u300d\u306f\u63a1\u7528\u3059\u308b\u30d7\u30ed\u30c8\u30b3\u30eb\u3060\u3051\u3067\u6c7a\u307e\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u30ad\u30e3\u30c3\u30b7\u30e5\u6226\u7565\u3084\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u5168\u4f53\u3067\u6c7a\u307e\u308b\u3068\u3044\u3046\u3053\u3068\u3067\u3059\u3002GraphQL\u3092\u9078\u3076\u524d\u306b\u3001\u81ea\u793e\u306e\u6700\u512a\u5148\u8981\u4ef6\u304c\u30ad\u30e3\u30c3\u30b7\u30e5\u53ef\u80fd\u6027\u306a\u306e\u304b\u3069\u3046\u304b\u3092\u554f\u3044\u76f4\u3059\u4fa1\u5024\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\n\u4e8b\u4f8b\u304b\u3089\u9006\u7b97\u3059\u308bGraphQL\u304c\u5411\u304f\u5834\u9762<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nenechain\u793e\u306e\u63a1\u7528\u3068Botoi\u793e\u306e\u975e\u63a1\u7528\u3092\u4e26\u3079\u3066\u898b\u308b\u3068\u3001GraphQL\u304c\u5411\u304f\u5834\u9762\u306e\u8f2a\u90ed\u304c\u306f\u3063\u304d\u308a\u3057\u3066\u304d\u307e\u3059\u3002GraphQL\u304c\u771f\u4fa1\u3092\u767a\u63ee\u3059\u308b\u306e\u306f\u3001Web\u30fbiOS\u30fbAndroid\u3068\u3044\u3063\u305f\u8907\u6570\u306e\u7570\u306a\u308b\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u304c\u3001\u305d\u308c\u305e\u308c\u5c11\u3057\u305a\u3064\u7570\u306a\u308b\u30c7\u30fc\u30bf\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u5fc5\u8981\u3068\u3059\u308bBFF\uff08Backend For Frontend\uff09\u7684\u306a\u72b6\u6cc1\u3067\u3059\u3002REST\u3067\u5404\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u5c02\u7528\u306e\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u4e71\u7acb\u3055\u305b\u308b\u3088\u308a\u3001GraphQL\u3067\u4e00\u3064\u306e\u30b9\u30ad\u30fc\u30de\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3060\u3051\u3092\u53d6\u5f97\u3055\u305b\u305f\u307b\u3046\u304c\u3001\u30aa\u30fc\u30d0\u30fc\u30d5\u30a7\u30c3\u30c1\u3082\u30a2\u30f3\u30c0\u30fc\u30d5\u30a7\u30c3\u30c1\u3082\u907f\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
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ripla\u304c\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u53d7\u8a17\u3067API\u8a2d\u8a08\u3092\u9078\u3076\u969b\u3082\u3001\u307e\u305a\u300c\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u306e\u6570\u3068\u591a\u69d8\u6027\u300d\u300c\u30ad\u30e3\u30c3\u30b7\u30e5\u8981\u4ef6\u300d\u300c\u5185\u90e8\u901a\u4fe1\u304b\u5916\u90e8\u516c\u958b\u304b\u300d\u3068\u3044\u3046\u8ef8\u3067\u8981\u4ef6\u3092\u6574\u7406\u3057\u307e\u3059\u3002GraphQL\u3042\u308a\u304d\u3067\u59cb\u3081\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u4e8b\u4f8b\u304c\u793a\u3059\u9069\u6750\u9069\u6240\u306e\u539f\u5247\u306b\u7acb\u3061\u8fd4\u308b\u3053\u3068\u304c\u3001\u5f8c\u6094\u3057\u306a\u3044\u9078\u629e\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n
\nGraphQL\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068ML\u691c\u77e5\u306e\u7814\u7a76\u4e8b\u4f8b<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u8a9e\u308b\u3046\u3048\u3067\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u306e\u304c\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u89b3\u70b9\u3067\u3059\u3002GraphQL\u306f\u67d4\u8edf\u3067\u3042\u308b\u5206\u3001\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u306b\u3088\u308b\u653b\u6483\u9762\u3082\u5e83\u304c\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001GraphQL\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u5b88\u308d\u3046\u3068\u3059\u308b\u5b66\u8853\u7814\u7a76\u306e\u4e8b\u4f8b\u304b\u3089\u3001\u767a\u6ce8\u4f01\u696d\u304c\u62bc\u3055\u3048\u3066\u304a\u304f\u3079\u304d\u73fe\u5b9f\u7684\u306a\u793a\u5506\u3092\u6574\u7406\u3057\u307e\u3059\uff08\u51fa\u5178\uff1aarXiv\uff09\u3002\u6700\u5148\u7aef\u306e\u7814\u7a76\u3060\u304b\u3089\u3053\u305d\u898b\u3048\u3066\u304f\u308b\u300c\u52b9\u679c\u3068\u9650\u754c\u300d\u306e\u4e21\u9762\u304c\u3001\u6280\u8853\u9078\u5b9a\u306e\u51b7\u9759\u306a\u5224\u65ad\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
\nSQLi\u30fbXSS\u691c\u77e5\u306e\u9ad8\u7cbe\u5ea6\u3068\u305d\u306e\u5b9f\u614b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nGraphQL\u3078\u306e\u653b\u6483\u691c\u77e5\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u5fdc\u7528\u3057\u305f\u7814\u7a76\u3067\u306f\u3001\u5370\u8c61\u7684\u306a\u7cbe\u5ea6\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08SQLi\uff09\u306e\u691c\u77e5\u3067\u306fAccuracy\uff08\u6b63\u89e3\u7387\uff090.9678\u3001\u30af\u30ed\u30b9\u30b5\u30a4\u30c8\u30b9\u30af\u30ea\u30d7\u30c6\u30a3\u30f3\u30b0\uff08XSS\uff09\u306e\u691c\u77e5\u3067\u306fRandom Forest\u3092\u7528\u3044\u3066Accuracy 0.9938\u3068\u3044\u3046\u9ad8\u3044\u6570\u5024\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3060\u3051\u898b\u308c\u3070\u3001ML\uff08\u6a5f\u68b0\u5b66\u7fd2\uff09\u306b\u3088\u308b\u691c\u77e5\u306f\u307b\u307c\u5b8c\u74a7\u306b\u8fd1\u3044\u7cbe\u5ea6\u3067\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u3092\u898b\u629c\u3051\u308b\u3088\u3046\u306b\u601d\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u7814\u7a76\u3067\u306f\u3001LLM\uff08\u5927\u898f\u6a21\u8a00\u8a9e\u30e2\u30c7\u30eb\uff09\u3084SBERT\u3001CNN\uff08\u7573\u307f\u8fbc\u307f\u30cb\u30e5\u30fc\u30e9\u30eb\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\uff09\u3068\u3044\u3063\u305f\u624b\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u3001GraphQL\u30af\u30a8\u30ea\u306e\u610f\u5473\u3092\u7406\u89e3\u3057\u305f\u3046\u3048\u3067\u60aa\u610f\u306e\u6709\u7121\u3092\u5224\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002\u5f93\u6765\u306e\u30d1\u30bf\u30fc\u30f3\u30de\u30c3\u30c1\u30f3\u30b0\u578b\u306e\u30d5\u30a3\u30eb\u30bf\u3067\u306f\u898b\u9003\u3057\u304c\u3061\u306a\u3001\u5de7\u5999\u306b\u507d\u88c5\u3055\u308c\u305f\u653b\u6483\u30af\u30a8\u30ea\u3082\u691c\u77e5\u3067\u304d\u308b\u70b9\u306b\u3001\u3053\u306e\u7a2e\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u5f37\u307f\u304c\u3042\u308a\u307e\u3059\u3002GraphQL\u306e\u67d4\u8edf\u306a\u30af\u30a8\u30ea\u69cb\u9020\u3092\u9006\u624b\u306b\u53d6\u3063\u305f\u653b\u6483\u306b\u5bfe\u3059\u308b\u3001\u6709\u671b\u306a\u9632\u5fa1\u7b56\u3068\u8a00\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
\u305f\u3060\u3057\u3001\u9ad8\u3044\u7cbe\u5ea6\u306e\u6570\u5b57\u3060\u3051\u3092\u898b\u3066\u300c\u3053\u308c\u3092\u5165\u308c\u308c\u3070\u5b89\u5168\u300d\u3068\u65e9\u5408\u70b9\u3059\u308b\u306e\u306f\u7981\u7269\u3067\u3059\u3002\u6b21\u306b\u8ff0\u3079\u308b\u901a\u308a\u3001\u3053\u306e\u9ad8\u7cbe\u5ea6\u306b\u306f\u73fe\u5b9f\u7684\u306a\u904b\u7528\u4e0a\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u4f34\u3044\u307e\u3059\u3002\u767a\u6ce8\u4f01\u696d\u3068\u3057\u3066\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u88fd\u54c1\u306e\u5ba3\u4f1d\u3067\u793a\u3055\u308c\u308b\u7cbe\u5ea6\u306e\u6570\u5b57\u3092\u9d5c\u5451\u307f\u306b\u305b\u305a\u3001\u904b\u7528\u6642\u306e\u30b3\u30b9\u30c8\u307e\u3067\u542b\u3081\u3066\u8a55\u4fa1\u3059\u308b\u59ff\u52e2\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\nML\u63a8\u8ad6\u304c\u62db\u304f\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u3053\u306e\u7814\u7a76\u304c\u793a\u3059\u3082\u3063\u3068\u3082\u91cd\u8981\u306a\u793a\u5506\u306f\u3001\u9ad8\u7cbe\u5ea6\u306e\u88cf\u306b\u3042\u308b\u30ec\u30a4\u30c6\u30f3\u30b7\uff08\u5fdc\u7b54\u9045\u5ef6\uff09\u306e\u554f\u984c\u3067\u3059\u3002\u5f93\u6765\u306e\u9759\u7684\u30c1\u30a7\u30c3\u30af\u306e\u307f\u3067\u3042\u308c\u3070\u657010ms\u3067\u5b8c\u4e86\u3059\u308b\u5fdc\u7b54\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u63a8\u8ad6\u3092\u631f\u3080\u3068\u6570\u5343ms\u306b\u307e\u3067\u8df3\u306d\u4e0a\u304c\u308b\u3068\u3044\u3046\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u691c\u77e5\u7cbe\u5ea6\u3092\u8ffd\u6c42\u3059\u308b\u3068\u3001\u5fdc\u7b54\u901f\u5ea6\u304c100\u500d\u898f\u6a21\u3067\u60aa\u5316\u3057\u304b\u306d\u306a\u3044\u306e\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u91cd\u8996\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u306f\u7121\u8996\u3067\u304d\u306a\u3044\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u4e8b\u5b9f\u306f\u3001GraphQL\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u8a9e\u308b\u3046\u3048\u3067\u6975\u3081\u3066\u5b9f\u52d9\u7684\u306a\u6559\u8a13\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u30af\u30a8\u30ea\u306bML\u63a8\u8ad6\u3092\u304b\u3051\u308b\u3068\u6027\u80fd\u304c\u7834\u7dbb\u3059\u308b\u305f\u3081\u3001\u73fe\u5b9f\u306b\u306f\u300c\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u691c\u67fb\u3059\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u9759\u7684\u30c1\u30a7\u30c3\u30af\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3084\u3001\u30ea\u30b9\u30af\u306e\u9ad8\u3044\u7d4c\u8def\u306b\u9650\u5b9a\u3057\u305f\u9069\u7528\u3068\u3044\u3063\u305f\u5de5\u592b\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u6700\u65b0\u6280\u8853\u306e\u83ef\u3005\u3057\u3044\u7cbe\u5ea6\u306e\u6570\u5b57\u3068\u3001\u5b9f\u904b\u7528\u3067\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u8981\u4ef6\u306f\u3001\u614e\u91cd\u306b\u5929\u79e4\u306b\u304b\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u767a\u6ce8\u4f01\u696d\u304c\u3053\u3053\u304b\u3089\u5b66\u3076\u3079\u304d\u306f\u3001\u300c\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u6027\u80fd\u306f\u3057\u3070\u3057\u3070\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u306e\u95a2\u4fc2\u306b\u3042\u308b\u300d\u3068\u3044\u3046\u539f\u5247\u3067\u3059\u3002GraphQL\u306eDoS\u5bfe\u7b56\u3084\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\u5bfe\u7b56\u3092\u63d0\u6848\u3059\u308b\u30d9\u30f3\u30c0\u30fc\u304c\u3001\u3053\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u554f\u984c\u3092\u7406\u89e3\u3057\u3001\u73fe\u5b9f\u7684\u306a\u843d\u3068\u3057\u3069\u3053\u308d\u3092\u793a\u305b\u308b\u304b\u3069\u3046\u304b\u306f\u3001\u6280\u8853\u529b\u3092\u898b\u6975\u3081\u308b\u683c\u597d\u306e\u8a66\u91d1\u77f3\u306b\u306a\u308a\u307e\u3059\u3002ripla\u3082\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u65bd\u7b56\u3092\u6027\u80fd\u3068\u306e\u30d0\u30e9\u30f3\u30b9\u306e\u306a\u304b\u3067\u8a2d\u8a08\u3059\u308b\u3053\u3068\u3092\u91cd\u8996\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n
\n\u307e\u3068\u3081<\/strong>\n<\/h2>\n\n\n\n\n\n<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u632f\u308a\u8fd4\u308b\u3068\u3001\u6210\u529f\u3082\u975e\u63a1\u7528\u306e\u5224\u65ad\u3082\u3001\u7d50\u5c40\u306f\u300c\u4e8b\u696d\u8981\u4ef6\u304b\u3089\u9006\u7b97\u3057\u3066API\u8a2d\u8a08\u3092\u9069\u6750\u9069\u6240\u3067\u9078\u3076\u300d\u3068\u3044\u3046\u4e00\u70b9\u306b\u96c6\u7d04\u3055\u308c\u307e\u3059\u3002enechain\u793e\u306e\u904b\u7528\u4e8b\u4f8b\u306f\u3001Dataloader\u306e\u30ad\u30fc\u9806\u5e8f\u5236\u7d04\u3078\u306e\u5bfe\u51e6\u30014XX\u5c02\u7528\u30b9\u30ad\u30fc\u30de\u30685XX\u306eSpec\u6e96\u62e0\u306e\u4f7f\u3044\u5206\u3051\u3001ESLint\u306b\u3088\u308bResolver\u306edescription\u5fc5\u9808\u5316\u3068\u3044\u3046\u3001\u904b\u7528\u30eb\u30fc\u30eb\u306e\u8a2d\u8a08\u3053\u305d\u304c\u6210\u529f\u306e\u9375\u3067\u3042\u308b\u3053\u3068\u3092\u6559\u3048\u3066\u304f\u308c\u307e\u3059\u3002GraphQL\u306e\u5f37\u307f\u306f\u3001\u5c0e\u5165\u306e\u77ac\u9593\u3067\u306f\u306a\u304f\u5730\u9053\u306a\u904b\u7528\u8a2d\u8a08\u304b\u3089\u751f\u307e\u308c\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
\u4e00\u65b9\u3001Botoi\u793e\u304c\u3042\u3048\u3066REST\u3068CDN\u3092\u9078\u307320ms\u672a\u6e80\u3092\u9054\u6210\u3057\u305f\u4e8b\u4f8b\u306f\u3001GraphQL\u304c\u4e07\u80fd\u3067\u306f\u306a\u3044\u3053\u3068\u3092\u793a\u3057\u307e\u3059\u3002\u3055\u3089\u306barXiv\u306e\u7814\u7a76\u304c\u793a\u3059ML\u691c\u77e5\u306e\u6570\u5343ms\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u6027\u80fd\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3068\u3044\u3046\u73fe\u5b9f\u3092\u7a81\u304d\u3064\u3051\u307e\u3059\u3002\u81ea\u793e\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u304cGraphQL\u5411\u304d\u304b\u3092\u51b7\u9759\u306b\u898b\u6975\u3081\u3001\u63a1\u7528\u3059\u308b\u306a\u3089\u904b\u7528\u30eb\u30fc\u30eb\u307e\u3067\u8a2d\u8a08\u3059\u308b\u4e00\u6b69\u3092\u8e0f\u307f\u51fa\u3057\u3066\u304f\u3060\u3055\u3044\u3002ripla\u306f\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u53d7\u8a17\u3068\u56fd\u5185\u958b\u767a\u3092\u7d44\u307f\u5408\u308f\u305b\u3001\u4e8b\u696d\u304b\u3089\u9006\u7b97\u3057\u305fAPI\u8a2d\u8a08\u3068\u4f53\u5236\u3065\u304f\u308a\u3092\u4e00\u8cab\u3057\u3066\u652f\u63f4\u3057\u307e\u3059\u3002\u5168\u4f53\u50cf\u306e\u78ba\u8a8d\u306b\u306f\u3001\u3042\u3089\u305f\u3081\u3066\u5b8c\u5168\u30ac\u30a4\u30c9\u3092\u3054\u6d3b\u7528\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n
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<\/figure>\n<\/div>\n<\/div>\n\n\n\nGraphQL\u306e\u6d3b\u7528\u4e8b\u4f8b\u3092\u8a9e\u308b\u3046\u3048\u3067\u907f\u3051\u3066\u901a\u308c\u306a\u3044\u306e\u304c\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u89b3\u70b9\u3067\u3059\u3002GraphQL\u306f\u67d4\u8edf\u3067\u3042\u308b\u5206\u3001\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u306b\u3088\u308b\u653b\u6483\u9762\u3082\u5e83\u304c\u308a\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u3001GraphQL\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u5b88\u308d\u3046\u3068\u3059\u308b\u5b66\u8853\u7814\u7a76\u306e\u4e8b\u4f8b\u304b\u3089\u3001\u767a\u6ce8\u4f01\u696d\u304c\u62bc\u3055\u3048\u3066\u304a\u304f\u3079\u304d\u73fe\u5b9f\u7684\u306a\u793a\u5506\u3092\u6574\u7406\u3057\u307e\u3059\uff08\u51fa\u5178\uff1aarXiv\uff09\u3002\u6700\u5148\u7aef\u306e\u7814\u7a76\u3060\u304b\u3089\u3053\u305d\u898b\u3048\u3066\u304f\u308b\u300c\u52b9\u679c\u3068\u9650\u754c\u300d\u306e\u4e21\u9762\u304c\u3001\u6280\u8853\u9078\u5b9a\u306e\u51b7\u9759\u306a\u5224\u65ad\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n
SQLi\u30fbXSS\u691c\u77e5\u306e\u9ad8\u7cbe\u5ea6\u3068\u305d\u306e\u5b9f\u614b<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\nGraphQL\u3078\u306e\u653b\u6483\u691c\u77e5\u306b\u6a5f\u68b0\u5b66\u7fd2\u3092\u5fdc\u7528\u3057\u305f\u7814\u7a76\u3067\u306f\u3001\u5370\u8c61\u7684\u306a\u7cbe\u5ea6\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002SQL\u30a4\u30f3\u30b8\u30a7\u30af\u30b7\u30e7\u30f3\uff08SQLi\uff09\u306e\u691c\u77e5\u3067\u306fAccuracy\uff08\u6b63\u89e3\u7387\uff090.9678\u3001\u30af\u30ed\u30b9\u30b5\u30a4\u30c8\u30b9\u30af\u30ea\u30d7\u30c6\u30a3\u30f3\u30b0\uff08XSS\uff09\u306e\u691c\u77e5\u3067\u306fRandom Forest\u3092\u7528\u3044\u3066Accuracy 0.9938\u3068\u3044\u3046\u9ad8\u3044\u6570\u5024\u304c\u793a\u3055\u308c\u307e\u3057\u305f\u3002\u3053\u308c\u3060\u3051\u898b\u308c\u3070\u3001ML\uff08\u6a5f\u68b0\u5b66\u7fd2\uff09\u306b\u3088\u308b\u691c\u77e5\u306f\u307b\u307c\u5b8c\u74a7\u306b\u8fd1\u3044\u7cbe\u5ea6\u3067\u60aa\u610f\u3042\u308b\u30af\u30a8\u30ea\u3092\u898b\u629c\u3051\u308b\u3088\u3046\u306b\u601d\u3048\u307e\u3059\u3002<\/p>\n\n\n\n
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\u305f\u3060\u3057\u3001\u9ad8\u3044\u7cbe\u5ea6\u306e\u6570\u5b57\u3060\u3051\u3092\u898b\u3066\u300c\u3053\u308c\u3092\u5165\u308c\u308c\u3070\u5b89\u5168\u300d\u3068\u65e9\u5408\u70b9\u3059\u308b\u306e\u306f\u7981\u7269\u3067\u3059\u3002\u6b21\u306b\u8ff0\u3079\u308b\u901a\u308a\u3001\u3053\u306e\u9ad8\u7cbe\u5ea6\u306b\u306f\u73fe\u5b9f\u7684\u306a\u904b\u7528\u4e0a\u306e\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u304c\u4f34\u3044\u307e\u3059\u3002\u767a\u6ce8\u4f01\u696d\u3068\u3057\u3066\u306f\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u88fd\u54c1\u306e\u5ba3\u4f1d\u3067\u793a\u3055\u308c\u308b\u7cbe\u5ea6\u306e\u6570\u5b57\u3092\u9d5c\u5451\u307f\u306b\u305b\u305a\u3001\u904b\u7528\u6642\u306e\u30b3\u30b9\u30c8\u307e\u3067\u542b\u3081\u3066\u8a55\u4fa1\u3059\u308b\u59ff\u52e2\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n
\nML\u63a8\u8ad6\u304c\u62db\u304f\u30ec\u30a4\u30c6\u30f3\u30b7\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n\u3053\u306e\u7814\u7a76\u304c\u793a\u3059\u3082\u3063\u3068\u3082\u91cd\u8981\u306a\u793a\u5506\u306f\u3001\u9ad8\u7cbe\u5ea6\u306e\u88cf\u306b\u3042\u308b\u30ec\u30a4\u30c6\u30f3\u30b7\uff08\u5fdc\u7b54\u9045\u5ef6\uff09\u306e\u554f\u984c\u3067\u3059\u3002\u5f93\u6765\u306e\u9759\u7684\u30c1\u30a7\u30c3\u30af\u306e\u307f\u3067\u3042\u308c\u3070\u657010ms\u3067\u5b8c\u4e86\u3059\u308b\u5fdc\u7b54\u304c\u3001\u6a5f\u68b0\u5b66\u7fd2\u306b\u3088\u308b\u63a8\u8ad6\u3092\u631f\u3080\u3068\u6570\u5343ms\u306b\u307e\u3067\u8df3\u306d\u4e0a\u304c\u308b\u3068\u3044\u3046\u30dc\u30c8\u30eb\u30cd\u30c3\u30af\u304c\u5831\u544a\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3064\u307e\u308a\u3001\u691c\u77e5\u7cbe\u5ea6\u3092\u8ffd\u6c42\u3059\u308b\u3068\u3001\u5fdc\u7b54\u901f\u5ea6\u304c100\u500d\u898f\u6a21\u3067\u60aa\u5316\u3057\u304b\u306d\u306a\u3044\u306e\u3067\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u4f53\u9a13\u3092\u91cd\u8996\u3059\u308b\u30b5\u30fc\u30d3\u30b9\u306b\u3068\u3063\u3066\u3001\u3053\u308c\u306f\u7121\u8996\u3067\u304d\u306a\u3044\u30c8\u30ec\u30fc\u30c9\u30aa\u30d5\u3067\u3059\u3002<\/p>\n\n\n\n
\u3053\u306e\u4e8b\u5b9f\u306f\u3001GraphQL\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u8a9e\u308b\u3046\u3048\u3067\u6975\u3081\u3066\u5b9f\u52d9\u7684\u306a\u6559\u8a13\u3092\u542b\u3093\u3067\u3044\u307e\u3059\u3002\u3059\u3079\u3066\u306e\u30af\u30a8\u30ea\u306bML\u63a8\u8ad6\u3092\u304b\u3051\u308b\u3068\u6027\u80fd\u304c\u7834\u7dbb\u3059\u308b\u305f\u3081\u3001\u73fe\u5b9f\u306b\u306f\u300c\u3059\u3079\u3066\u306e\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u6a5f\u68b0\u5b66\u7fd2\u3067\u691c\u67fb\u3059\u308b\u300d\u306e\u3067\u306f\u306a\u304f\u3001\u9759\u7684\u30c1\u30a7\u30c3\u30af\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3084\u3001\u30ea\u30b9\u30af\u306e\u9ad8\u3044\u7d4c\u8def\u306b\u9650\u5b9a\u3057\u305f\u9069\u7528\u3068\u3044\u3063\u305f\u5de5\u592b\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u6700\u65b0\u6280\u8853\u306e\u83ef\u3005\u3057\u3044\u7cbe\u5ea6\u306e\u6570\u5b57\u3068\u3001\u5b9f\u904b\u7528\u3067\u306e\u30ec\u30a4\u30c6\u30f3\u30b7\u8981\u4ef6\u306f\u3001\u614e\u91cd\u306b\u5929\u79e4\u306b\u304b\u3051\u308b\u5fc5\u8981\u304c\u3042\u308b\u306e\u3067\u3059\u3002<\/p>\n\n\n\n
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