{"id":63299,"date":"2023-06-29T08:30:53","date_gmt":"2023-06-28T23:30:53","guid":{"rendered":"https:\/\/www.creationline.com\/?p=63299"},"modified":"2023-07-24T16:20:32","modified_gmt":"2023-07-24T07:20:32","slug":"%e3%80%8cneo4j-poc%ef%bc%8b%e3%80%8d%e3%81%ae%e6%8f%90%e4%be%9b%e3%82%92%e3%82%b9%e3%82%bf%e3%83%bc%e3%83%88-%e3%80%80neo4j-%e3%82%b0%e3%83%a9%e3%83%95db-%e3%83%87%e3%83%bc%e3%82%bf%e6%b4%bb-2-2","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/data-management\/modern-data-stack\/63299","title":{"rendered":"\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u3001 \u300c\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af \u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u300d\u306e\u63d0\u4f9b\u3092\u30b9\u30bf\u30fc\u30c8"},"content":{"rendered":"<p style=\"text-align: right;\">2023\u5e746\u670829\u65e5<\/p>\n<p>\u5831\u9053\u95a2\u4fc2\u5404\u4f4d<\/p>\n<p style=\"text-align: right;\">\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e<\/p>\n<p><center><\/p>\n<h2>\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u3001\u300c\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af \u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u300d\u306e\u63d0\u4f9b\u3092\u30b9\u30bf\u30fc\u30c8<\/h2>\n<p><\/center><\/p>\n<p>\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e\uff08\u672c\u793e\uff1a\u6771\u4eac\u90fd\u5343\u4ee3\u7530\u533a\u3001\u4ee3\u8868\uff1a\u5b89\u7530 \u5fe0\u5f18\u3001\u4ee5\u4e0b\u201d\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u201d\uff09\u306f\u3001\u65b0\u305f\u306b\u300c\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\uff08MDS\uff1aModern Data Stack\uff09\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u300d\u306e\u63d0\u4f9b\u3092\u30b9\u30bf\u30fc\u30c8\u3057\u307e\u3057\u305f\u3002<\/p>\n<h3>\u3010\u672c\u30b5\u30fc\u30d3\u30b9\u306e\u7279\u5fb4\u3011<\/h3>\n<p>\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3084SaaS\u30c4\u30fc\u30eb\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3067\u3042\u308b\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u3002\u30af\u30e9\u30a6\u30c9\u306b\u3066\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u304c\u30db\u30b9\u30c8\u3055\u308c\u308b\u3053\u3068\u3067\u30e6\u30fc\u30b6\u30fc\u5074\u306e\u6280\u8853\u7684\u306a\u8a2d\u5b9a\u304c\u307b\u3068\u3093\u3069\u5fc5\u8981\u306a\u304f\u306a\u308b\u3068\u3044\u3046\u7279\u5fb4\u304c\u3042\u308a\u3001\u30c7\u30fc\u30bf\u63a5\u7d9a\u3084\u51e6\u7406\u306b\u5272\u304f\u5de5\u6570\u3092\u5927\u5e45\u306b\u4f4e\u6e1b\u3057\u306a\u304c\u3089\u3001\u3088\u308a\u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u3067\u306f\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9SaaS\u306eSnowflake\u3001Fivetran\u3001 dbt\u306a\u3069\u3092\u7d44\u307f\u5408\u308f\u305b\u305f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306e\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3092\u65b0\u305f\u306b\u63d0\u4f9b\u958b\u59cb\u3057\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u4f01\u696d\u306b\u304a\u3051\u308b\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u5e45\u5e83\u304f\u3054\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af \u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u306e\u8a73\u7d30\u30da\u30fc\u30b8\u306f\u3053\u3061\u3089\uff08<a href=\"\/modern-data-stack\" target=\"_blank\" rel=\"noopener\">https:\/\/www.creationline.com\/modern-data-stack<\/a>\uff09<\/p>\n<h3>\u3010\u672c\u30b5\u30fc\u30d3\u30b9\u306e\u5c0e\u5165\u30e1\u30ea\u30c3\u30c8\u3011<\/h3>\n<h4>\u3042\u3089\u3086\u308b\u30c7\u30fc\u30bf\u3092\u96c6\u7d04<\/h4>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u306e\u4e2d\u5fc3\u3068\u306a\u308bDWH\uff08\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\uff09\u306f\u307b\u3068\u3093\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u304c\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u306b\u5236\u9650\u304c\u7121\u3044\u305f\u3081\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u5fc5\u8981\u306a\u5206\u3060\u3051\u30b9\u30c8\u30ec\u30fc\u30b8\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u304c\u5897\u3048\u308b\u3053\u3068\u3067\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5e45\u3082\u5e83\u304c\u308a\u307e\u3059\u3002<\/p>\n<h4>\u77ed\u671f\u9593\u3067\u30b9\u30bf\u30fc\u30c8\u53ef\u80fd<\/h4>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u306f\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3067\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u4f5c\u696d\u306a\u3069\u304c\u5fc5\u8981\u3042\u308a\u307e\u305b\u3093\u3002\u30ed\u30b0\u30a4\u30f3\u3057\u3066\u3044\u305f\u3060\u304f\u3060\u3051\u3067\u304a\u4f7f\u3044\u3044\u305f\u3060\u3051\u307e\u3059\u3002<\/p>\n<h4>\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u5bb9\u6613<\/h4>\n<p>\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u30b5\u30fc\u30d0\u3084\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u69cb\u7bc9\u3001\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\/\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u307b\u307c\u4e0d\u8981\u306b\u306a\u308a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3084\u958b\u767a\u696d\u52d9\u306b\u6ce8\u529b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h4>\u30c7\u30fc\u30bf\u5206\u6790\u696d\u52d9\u306e\u5f37\u5316<\/h4>\n<p>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7d42\u4e86\u6642\u306b\u306f\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u4f01\u696d\u306e\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30c1\u30fc\u30e0\u306e\u307f\u3067\u63a8\u9032\u3067\u304d\u308b\u3088\u3046\u306a\u3054\u63d0\u6848\u304c\u53ef\u80fd\u3067\u3059\u3002 \u307e\u305f\u3001\u5c0e\u5165\u5f8c\u306f\u3054\u8981\u671b\u306b\u5fdc\u3058\u3066\u30b9\u30da\u30b7\u30e3\u30ea\u30b9\u30c8\u306b\u3088\u308b\u30c7\u30fc\u30bf\u5206\u6790\u306e\u5c02\u9580\u77e5\u8b58\u3084\u30b9\u30ad\u30eb\u7fd2\u5f97\u306e\u3054\u652f\u63f4\u3092\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n<h4>\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u5c0e\u5165\u306b\u304b\u304b\u308b\u30b3\u30b9\u30c8\u306e\u524a\u6e1b<\/h4>\n<p>\u5c02\u9580\u5bb6\u306b\u3088\u308b\u52b9\u7387\u7684\u306a\u4f5c\u696d\u30d7\u30ed\u30bb\u30b9\u3068\u88fd\u54c1\u77e5\u8b58\u306b\u3088\u308a\u3001\u8cbb\u7528\u5bfe\u52b9\u679c\u306b\u512a\u308c\u305f\u63d0\u6848\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<h3>\u672c\u30b5\u30fc\u30d3\u30b9\u3067\u5229\u7528\u3059\u308b\u4ee3\u8868\u7684\u306a\u88fd\u54c1\u7fa4<\/h3>\n<table>\n<thead>\n<tr>\n<th><center>Snowflake<\/center><\/th>\n<th><center>Fivetran<\/center><\/th>\n<th><center>dbt<\/center><\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>DWH\u306e\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u3067\u306e\u69cb\u7bc9\u30fb\u7ba1\u7406\u3092\u62c5\u3044\u307e\u3059\u3002\u9ad8\u5ea6\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u3084\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u304c\u53ef\u80fd\u3067\u3059\u3002\u307e\u305f\u3001\u30af\u30a8\u30ea\u5b9f\u884c\u306e\u305f\u3081\u306e\u6700\u9069\u5316\u30a8\u30f3\u30b8\u30f3\u3092\u5099\u3048\u3066\u304a\u308a\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u51e6\u7406\u3067\u304d\u3001\u30af\u30a8\u30ea\u5b9f\u884c\u6642\u306b\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u7684\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u5f62\u5f0f\u3067\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/td>\n<td>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002\u69d8\u3005\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3001\u8aad\u307f\u8fbc\u307f\u3001\u5909\u63db\u3057\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306eDWH\u306b\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002Salesforce\u3001HubSpot\u3001Google Analytics\u306a\u3069\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u3001MySQL\u3001DynamoDB\u3001MongoDB\u306a\u3069\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u8a08300\u4ee5\u4e0a\u306e\u63a5\u7d9a\u7528\u30b3\u30cd\u30af\u30bf\u30fc\u3092\u5229\u7528\u3067\u304d\u307e\u3059\u3002<\/td>\n<td>\u5909\u63db\u306e\u5f79\u5272\u3092\u679c\u305f\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u5185\u3067\u884c\u308f\u308c\u308b\u30c7\u30fc\u30bf\u5909\u63db\u3001\u30e2\u30c7\u30ea\u30f3\u30b0\u3001\u30c6\u30b9\u30c8\u3001\u30c9\u30ad\u30e5\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u30b7\u30f3\u30d7\u30eb\u306aSQL\u6587\u3067\u306e\u64cd\u4f5c\u3001\u30c7\u30fc\u30bf\u5909\u63db\u51e6\u7406\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306a\u3069\u3001\u30af\u30e9\u30a6\u30c9DWH\u4e0a\u3067\u306e\u30c7\u30fc\u30bf\u5909\u63db\u51e6\u7406\u3092\u3088\u308a\u9ad8\u901f\u304b\u3064\u9ad8\u54c1\u8cea\u306b\u884c\u3046\u305f\u3081\u306e\u591a\u69d8\u306a\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h3>\u672c\u30b5\u30fc\u30d3\u30b9\u306e\u6d41\u308c<\/h3>\n<p>\uff081\uff09\u30d2\u30a2\u30ea\u30f3\u30b0<br \/>\n\uff082\uff09\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u63d0\u6848<br \/>\n\uff083\uff09PoC\u5b9f\u65bd<br \/>\n\uff084\uff09PoC\u7d50\u679c\u306e\u8a55\u4fa1 \u203bPoC\u7d50\u679c\u306e\u8a55\u4fa1\u306b\u3088\u308a\u65b0\u305f\u306a\u30a2\u30a4\u30c7\u30a2\u3084\u4fee\u6b63\u70b9\u304c\u660e\u78ba\u5316\u3057\u305f\u5834\u5408\u306f\u3001\u518d\u5ea6PoC\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<br \/>\n\uff085\uff09\u30b7\u30b9\u30c6\u30e0\u8a2d\u8a08\u652f\u63f4<br \/>\n\uff086\uff09\u958b\u767a\u5f15\u304d\u6e21\u3057<\/p>\n<p>\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af \u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u306e\u8a73\u7d30\u30da\u30fc\u30b8\u306f\u3053\u3061\u3089\uff08<a href=\"\/modern-data-stack\" target=\"_blank\" rel=\"noopener\">https:\/\/www.creationline.com\/modern-data-stack<\/a>\uff09<\/p>\n<p><strong>\u3010\u30af\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u30e9\u30a4\u30f3\u682a\u5f0f\u4f1a\u793e\u306b\u3064\u3044\u3066\u3011<\/strong><br 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