{"id":46698,"date":"2021-12-01T10:00:00","date_gmt":"2021-12-01T01:00:00","guid":{"rendered":"https:\/\/www.creationline.com\/?p=46698"},"modified":"2021-12-09T15:14:26","modified_gmt":"2021-12-09T06:14:26","slug":"mongodb-atlas%e3%81%a8cogniflare%e3%81%aecustomer-360%e3%81%a7%e3%80%81%e9%a1%a7%e5%ae%a2%e3%82%92%e4%b8%80%e5%85%83%e7%9a%84%e3%81%ab%e6%8a%8a%e6%8f%a1%e3%81%a7%e3%81%8d%e3%82%8b%e7%92%b0%e5%a2%83","status":"publish","type":"post","link":"https:\/\/www.creationline.com\/tech-blog\/data-management\/mongodb\/46698","title":{"rendered":"MongoDB Atlas\u3068Cogniflare\u306eCustomer 360\u3067\u3001\u9867\u5ba2\u3092\u4e00\u5143\u7684\u306b\u628a\u63e1\u3067\u304d\u308b\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u3000\uff03MongoDB #MongoDBAtlas"},"content":{"rendered":"<p>\u672c\u30d6\u30ed\u30b0\u306f\u300cMongoDB\u300d\u793e\u306e\u30d6\u30ed\u30b0\u30672021\u5e7410\u670814\u65e5\u306b\u516c\u958b\u3055\u308c\u305f\u300c<a href=\"https:\/\/www.mongodb.com\/blog\/post\/build-single-view-your-customers-mongodb-atlas-cogniflares-customer-360\" rel=\"noopener\" target=\"_blank\">Build a Single View of Your Customers with MongoDB Atlas and Cogniflare's Customer 360<\/a>\u300d\u306e\u65e5\u672c\u8a9e\u7ffb\u8a33\u3067\u3059\u3002<\/p>\n<p>\u9577\u671f\u9593\u306b\u308f\u305f\u308a\u9867\u5ba2\u3068\u306e\u826f\u597d\u306a\u95a2\u4fc2\u3092\u7d9a\u3051\u3066\u3044\u304f\u305f\u3081\u306b\u306f\u3001\u9867\u5ba2\u3092\u3088\u304f\u77e5\u308b\u3053\u3068\u304c\u6b20\u304b\u305b\u307e\u305b\u3093\u3002\u9867\u5ba2\u306e\u3053\u3068\u3092\u5fb9\u5e95\u7684\u306b\u628a\u63e1\u3057\u3001\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3084\u9867\u5ba2\u304c\u6c42\u3081\u3066\u3044\u308b\u4e8b\u67c4\u3092\u7406\u89e3\u3059\u308c\u3070\u3001\u9867\u5ba2\u306b\u63d0\u4f9b\u3059\u3079\u304d\u9069\u5207\u306a\u5546\u54c1\u3092\u3001\u307e\u305f\u3001\u9069\u5207\u306a\u63d0\u4f9b\u306e\u30bf\u30a4\u30df\u30f3\u30b0\u3068\u65b9\u6cd5\u3092\u7279\u5b9a\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u307b\u3068\u3093\u3069\u306eB2C\u4f01\u696d\u3067\u306f\u3001\u65ad\u7247\u5316\u3057\u305f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u3059\u308b\u305f\u3081\u306b\u3001\u9867\u5ba2\u3092\u4e00\u5143\u7684\u306b\u628a\u63e1\u3059\u308b\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u5927\u304d\u306a\u56f0\u96e3\u304c\u4f34\u3044\u307e\u3059\u3002<\/p>\n<p>\u4f01\u696d\u306f\u3001e\u30b3\u30de\u30fc\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001CRM\u3001ERP\u3001\u30ed\u30a4\u30e4\u30eb\u30c6\u30a3\u30d7\u30ed\u30b0\u30e9\u30e0\u3001\u6c7a\u6e08\u30dd\u30fc\u30bf\u30eb\u3001Web\u30a2\u30d7\u30ea\u3001\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u3092\u306f\u3058\u3081\u3068\u3059\u308b\u8907\u6570\u306e\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u304b\u3089\u9867\u5ba2\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3066\u3044\u307e\u3059\u3002\u500b\u3005\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3082\u3042\u308c\u3070\u3001\u4e00\u90e8\u69cb\u6210\u3055\u308c\u3066\u3044\u308b\u3082\u306e\u3001\u307e\u3063\u305f\u304f\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u3082\u306e\u3082\u3042\u308a\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u30b9\u30c8\u30ea\u30fc\u30e0\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u308b\u5834\u5408\u3082\u3042\u308c\u3070\u3001\u30d0\u30c3\u30c1\u51e6\u7406\u304c\u5fc5\u8981\u306a\u5834\u5408\u3082\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306f\u3001\u3059\u3067\u306b\u65ad\u7247\u5316\u3057\u3066\u3044\u308b\u9867\u5ba2\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u307e\u3068\u3081\u3092\u3055\u3089\u306b\u8907\u96d1\u306b\u3059\u308b\u8981\u56e0\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u7d50\u679c\u3001\u4e00\u90e8\u306e\u7d44\u7e54\u3067\u306f\u3001\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u306e\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u5c0e\u5165\u3059\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3057\u305f\u304c\u3001\u305d\u306e\u3088\u3046\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3082\u9867\u5ba2\u306e\u3053\u3068\u3092\u90e8\u5206\u7684\u306b\u3057\u304b\u628a\u63e1\u3067\u304d\u306a\u3044\u306e\u304c\u73fe\u5b9f\u3067\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u5206\u65ad\u3055\u308c\u3066\u3044\u308b\u3068\u3001\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\u3084\u30bf\u30fc\u30b2\u30c3\u30c8\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u9ad8\u5ea6\u306a\u5206\u6790\uff08\u30c1\u30e3\u30fc\u30f3\u4e88\u6e2c\u3084\u63a8\u5968\u4e8b\u9805\u306e\u628a\u63e1\uff09\u306a\u3069\u306e\u696d\u52d9\u304c\u304d\u308f\u3081\u3066\u56f0\u96e3\u306b\u306a\u308a\u307e\u3059\u3002\u4e00\u65b9\u3067\u3001\u9867\u5ba2\u3092\u3042\u3089\u3086\u308b\u8996\u70b9\u304b\u3089\u7406\u89e3\u3067\u304d\u308b\u5834\u5408\u306b\u306e\u307f\u3001\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3001\u9867\u5ba2\u304c\u6c42\u3081\u3066\u3044\u308b\u4e8b\u67c4\u3001\u9867\u5ba2\u306e\u8981\u4ef6\u3092\u3001\u307e\u305f\u3001\u9867\u5ba2\u306e\u6e80\u8db3\u5ea6\u3092\u9ad8\u3081\u308b\u65b9\u6cd5\u3082\u8a73\u3057\u304f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u9867\u5ba2\u3068\u306e\u9577\u671f\u9593\u306b\u308f\u305f\u308b\u95a2\u4fc2\u3092\u7dad\u6301\u3059\u308b\u306b\u306f\u3001\u5305\u62ec\u7684\u306a\u30c7\u30fc\u30bf\u3092\u4e00\u5143\u7684\u306b\u628a\u63e1\u3059\u308b\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u306b\u306a\u308b\u306e\u3067\u3059\u3002<\/p>\n<p>\u3053\u306e\u30d6\u30ed\u30b0\u8a18\u4e8b\u3067\u306f\u3001\u9867\u5ba2\u3092\u4e00\u5143\u7684\u306b\u628a\u63e1\u3067\u304d\u308b\u74b0\u5883\u3092MongoDB\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068<a href=\"https:\/\/www.cogniflare.io\/?utm_medium=referral&utm_source=mongo&utm_campaign=blog\" rel=\"noopener\" target=\"_blank\">Cogniflare<\/a>\u306eCalledio Customer 360\u30c4\u30fc\u30eb\u3067\u69cb\u7bc9\u3059\u308b\u65b9\u6cd5\u3092\u9806\u3092\u8ffd\u3063\u3066\u3054\u8aac\u660e\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u611f\u60c5\u5206\u6790\u306b\u4e3b\u773c\u3092\u7f6e\u3044\u3066\u3001\u5b9f\u969b\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u3064\u3044\u3066\u3082\u8003\u5bdf\u3057\u307e\u3059\u3002<\/p>\n<h2>Calleido Customer 360\u3067\u3001\u9867\u5ba2\u3092\u4e00\u5143\u7684\u306b\u628a\u63e1\u3067\u304d\u308b\u74b0\u5883\u3092\u69cb\u7bc9\u3059\u308b<\/h2>\n<p>Customer 360\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u306f\u3001\u9867\u5ba2\u3068\u306e\u3055\u307e\u3056\u307e\u306a\u3084\u308a\u53d6\u308a\u3084\u30bf\u30c3\u30c1\u30dd\u30a4\u30f3\u30c8\u306e\u60c5\u5831\u3092\u500b\u5225\u306b\u5165\u624b\u3057\u3066\u5206\u6790\u3067\u304d\u308b\u306e\u3067\u3001\u9867\u5ba2\u306e\u3053\u3068\u3092\u5305\u62ec\u7684\u306b\u7406\u89e3\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u3053\u308c\u3092\u5b9f\u73fe\u3059\u308b\u306b\u306f\u3001\u6570\u591a\u304f\u306e\u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u305f\u3060\u3057\u3001\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u3092\u8ee2\u9001\u3001\u5909\u63db\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u8907\u96d1\u3067\u3042\u308a\u3001\u51e6\u7406\u306b\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u307e\u3059\u3002<\/p>\n<p>\u4e00\u822c\u306b\u3001\u65e2\u5b58\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u30c4\u30fc\u30eb\u306e\u591a\u304f\u306f\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u3088\u3046\u306a\u8ab2\u984c\u3092\u89e3\u6c7a\u3057\u305f\u3044\u3068\u306e\u601d\u3044\u304b\u3089\u3001Cogniflare\u306f\u3001Calleido\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002<\/p>\n<div style=\"width: 1120px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupvxheylsf5i8jyk-Screen%20Shot%202021-10-13%20at%201.07.01%20PM.png?auto=format%252Ccompress\" width=\"1110\" height=\"602\" alt=\"Figure 1: Calleido Customer 360 Use Case Architecture\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f31\uff1aCalleido Customer 360\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/p><\/div>\n<p>Calleido\u306f\u3001Apache NiFi\u3092\u306f\u3058\u3081\u3068\u3057\u305f\u5b9f\u7e3e\u306e\u3042\u308b\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30c4\u30fc\u30eb\u3092\u57fa\u76e4\u306b\u69cb\u7bc9\u3055\u308c\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002Calleido\u306b\u306f300\u3092\u8d85\u3048\u308b\u30d7\u30ed\u30bb\u30c3\u30b5\u304c\u642d\u8f09\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u69cb\u9020\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3068\u69cb\u9020\u5316\u3055\u308c\u3066\u3044\u306a\u3044\u30c7\u30fc\u30bf\u3092\u3055\u307e\u3056\u307e\u306a\u30ed\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u9593\u3067\u79fb\u52d5\u3067\u304d\u307e\u3059\u3002\u30d0\u30c3\u30c1\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u66f4\u65b0\u3092\u5186\u6ed1\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3001\u5358\u7d14\u306a\u30c7\u30fc\u30bf\u306e\u5909\u63db\u306b\u3082\u5bfe\u5fdc\u3057\u307e\u3059\u3002<\/p>\n<p>\u7279\u306b\u6ce8\u76ee\u3059\u3079\u304dCalleido\u306e\u7279\u9577\u3068\u3057\u3066\u3001Google Cloud\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u9023\u643a\u3067\u304d\u308b\u70b9\u3068\u3001\u30ef\u30f3\u30af\u30ea\u30c3\u30af\u3067\u5c55\u958b\u3067\u304d\u308b\u70b9\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002Calleido\u306fGoogle Kubernetes Engine\u3092\u6d3b\u7528\u3057\u3001\u9700\u8981\u306e\u5909\u5316\u306b\u5fdc\u3058\u3066\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002\u307e\u305f\u3001\u76f4\u611f\u7684\u306b\u64cd\u4f5c\u306e\u3067\u304d\u308b\u4f7f\u3044\u3084\u3059\u3044\u30ed\u30fc\u30b3\u30fc\u30c9\u306e\u958b\u767a\u74b0\u5883\u3082\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<div style=\"width: 1126px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupvzz096tud7z9al-Screen%20Shot%202021-10-13%20at%201.09.02%20PM.png?auto=format%252Ccompress\" width=\"1116\" height=\"678\" alt=\"Figure 2: Calleido Data Pipeline to Copy Customers From PostgreSQL to MongoDB\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f32\uff1aCalleido\u306e\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u3001PostgreSQL\u304b\u3089MongoDB\u3078\u9867\u5ba2\u306e\u30c7\u30fc\u30bf\u3092\u30b3\u30d4\u30fc<\/p><\/div>\n<h2>\u5b9f\u969b\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\uff1a\u9867\u5ba2\u306e\u30e1\u30fc\u30eb\u306e\u611f\u60c5\u5206\u6790<\/h2>\n<p><a href=\"https:\/\/www.cogniflare.io\/?utm_medium=referral&utm_source=mongo&utm_campaign=blog\" rel=\"noopener\" target=\"_blank\">Cogniflare\u306eCalleido<\/a>\u3001<a href=\"https:\/\/www.mongodb.com\/cloud\/atlas\" rel=\"noopener\" target=\"_blank\">MongoDB Atlas<\/a>\u3001Customer 360\u30d3\u30e5\u30fc\u3067\u4f55\u304c\u3067\u304d\u308b\u306e\u304b\u3092\u3054\u8aac\u660e\u3059\u308b\u305f\u3081\u306b\u3001\u3053\u3053\u3067\u306f\u3001\u9867\u5ba2\u306e\u30e1\u30fc\u30eb\u3067\u611f\u60c5\u5206\u6790\u3092\u884c\u3046\u4e8b\u4f8b\u3092\u691c\u8a0e\u3057\u307e\u3059\u3002<\/p>\n<p>Customer 360\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u69cb\u7bc9\u3092\u7c21\u7d20\u5316\u3059\u308b\u305f\u3081\u306b\u3001Cogniflare\u306e\u30c1\u30fc\u30e0\u306f\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u6570\u79d2\u3067\u5b9f\u88c5\u3067\u304d\u308b\u30d5\u30ed\u30fc\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u958b\u767a\u3057\u307e\u3057\u305f\u3002\u6b21\u306e\u30bb\u30af\u30b7\u30e7\u30f3\u3067\u306f\u3001Customer 360\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u304a\u3051\u308b\u6700\u3082\u4e00\u822c\u7684\u306a\u30c7\u30fc\u30bf\u79fb\u52d5\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u9806\u3092\u8ffd\u3063\u3066\u3054\u8aac\u660e\u3059\u308b\u3068\u5171\u306b\u3001\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u30b5\u30f3\u30d7\u30eb\u3082\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n<div style=\"width: 1212px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupw4t3nvg0mb08oo-Screen%20Shot%202021-10-13%20at%201.12.48%20PM.png?auto=format%252Ccompress\" width=\"1202\" height=\"812\" alt=\"Figure 3: Sample Customer Dashboard\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f33\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u30b5\u30f3\u30d7\u30eb<\/p><\/div>\n<ol>\n<li>\u3053\u306e\u30d5\u30ed\u30fc\u3067\u306f\u3001\u307e\u305a\u3001\u30e1\u30fc\u30eb\u30b5\u30fc\u30d0\u30fc\uff08ConsumeIMAP\uff09\u304b\u3089\u30d7\u30ed\u30bb\u30c3\u30b5\u304cIMAP\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u53d6\u308a\u8fbc\u307f\u307e\u3059\u3002\u65b0\u3057\u3044\u30e1\u30fc\u30eb\u304c\u500b\u3005\u306b\u4efb\u610f\u306e\u53d7\u4fe1\u30c8\u30ec\u30a4\uff08\u4f8b\uff1a\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30fc\u30d3\u30b9\uff09\u306b\u5c4a\u304f\u3068\u3001\u30a4\u30d9\u30f3\u30c8\u304c\u8d77\u52d5\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u6b21\u306b\u3001\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30e1\u30fc\u30eb\u306e\u30d8\u30c3\u30c0\u30fc\u3092\u62bd\u51fa\u3057\u3001\u30e1\u30fc\u30eb\u306e\u5185\u5bb9\u306b\u95a2\u3059\u308b\u91cd\u8981\u306a\u60c5\u5831\u304c\u8a18\u8f09\u3055\u308c\u3066\u3044\u306a\u3044\u304b\u3069\u3046\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\uff08ExtractEmailHeaders\uff09\u3002<\/li>\n<li>\u5c4a\u3044\u305f\u30e1\u30fc\u30eb\u304b\u3089\u3001Calleido\u304c\u9867\u5ba2\u3092\u8b58\u5225\uff08UpdateAttribute\uff09\u3057\u307e\u3059\u3002\u305d\u3057\u3066\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u5b9f\u884c\uff08ExecuteScript\uff09\u3057\u3001\u30e1\u30fc\u30eb\u306e\u672c\u6587\u3059\u3079\u3066\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/li>\n<li>\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u304c\u53ce\u96c6\u3055\u308c\u308b\u3068\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u30da\u30a4\u30ed\u30fc\u30c9\u304c\u6e96\u5099\u3055\u308c\u3001\u30c0\u30a6\u30f3\u30b9\u30c8\u30ea\u30fc\u30e0\u30d5\u30ed\u30fc\u306a\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u3001Google Cloud Platform (GCP) Pub\/Sub\u3092\u901a\u3058\u3066\u516c\u958b\u3055\u308c\u307e\u3059\uff08Kafka\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\uff09\u3002<\/li>\n<div style=\"width: 894px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupw7u9i39qvg6mfo-Screen%20Shot%202021-10-13%20at%201.15.09%20PM.png?auto=format%252Ccompress\" width=\"884\" height=\"626\" alt=\"Figure 4: Translating Emails to Cloud PubSub Messages\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f34\uff1a\u30e1\u30fc\u30eb\u3092Cloud PubSub\u30e1\u30c3\u30bb\u30fc\u30b8\u306b\u7ffb\u8a33<\/p><\/div>\n<li>\u6b21\u306b\u3001\u524d\u306e\u30d5\u30ed\u30fc\u306eGCP Pub\/Sub\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u51e6\u7406\u3057\u307e\u3059\uff08ConsumeGCPPubSub\uff09\u3002MongoDB\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u500b\u3005\u306e\u9001\u4fe1\u8005\u3092\u691c\u8a3c\u3057\u307e\u3059\uff08GetMongo\uff09\u3002\u3053\u3053\u3067\u306f\u3001MongoDB Atlas\u306e\u9023\u643a\u6a5f\u80fd\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002\u30b7\u30b9\u30c6\u30e0\u306b\u9867\u5ba2\u304c\u5b58\u5728\u3059\u308b\u5834\u5408\u306f\u3001\u30e1\u30fc\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u6b21\u306e\u30d5\u30ed\u30fc\u306b\u6e21\u3057\u307e\u3059\u3002\u4ed6\u306e\u30e1\u30fc\u30eb\u306f\u7121\u8996\u3055\u308c\u307e\u3059\u3002<\/li>\n<div style=\"width: 1216px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupwaeufmr4xdqikq-Screen%20Shot%202021-10-13%20at%201.17.08%20PM.png?auto=format%252Ccompress\" width=\"1206\" height=\"736\" alt=\"Figure 5: Validating Customer Email with MongoDB and Calleido\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f35\uff1a\u9867\u5ba2\u306e\u30e1\u30fc\u30eb\u3092MongoDB\u3068Calleido\u3067\u691c\u8a3c<\/p><\/div>\n<li>\u6b21\u306b\u3001\u30e1\u30fc\u30eb\u672c\u6587\u306e\u30b3\u30d4\u30fc\u306e\u5206\u6790\u3092\u884c\u3044\u307e\u3059\u3002\u3053\u306e\u30d5\u30ed\u30fc\u3067\u306f\u3001\u672c\u6587\u3092\u8981\u6c42\u3059\u308b\u30ea\u30af\u30a8\u30b9\u30c8\u3092\u6e96\u5099\u3059\u308b\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002\u30ea\u30af\u30a8\u30b9\u30c8\u306f<a href=\"https:\/\/cloud.google.com\/natural-language\" rel=\"noopener\" target=\"_blank\">Google Cloud Natural Language AI<\/a>\u306b\u9001\u3089\u308c\u3001Google Cloud Natural Language AI\u306f\u30e1\u30c3\u30bb\u30fc\u30b8\u306e\u30c8\u30fc\u30f3\u3068\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3092\u8a55\u4fa1\u3057\u307e\u3059\u3002<\/li>\n<li>\u8a00\u8a9e\u51e6\u7406API\u304b\u3089\u5f97\u3089\u308c\u305f\u7d50\u679c\u306f\u76f4\u63a5\u3001MongoDB Atlas\u306b\u9001\u3089\u308c\u307e\u3059\u3002\u3053\u306e\u60c5\u5831\u306f\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u53d6\u308a\u8fbc\u3080\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<p><div style=\"width: 1210px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupwdabg9q4kgddau-Screen%20Shot%202021-10-13%20at%201.19.23%20PM.png?auto=format%252Ccompress\" width=\"1200\" height=\"490\" alt=\"Figure 6: Making Cloud AutoML Call with Calleido\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f36\uff1aCalleido\u3067Cloud AutoML\u3092\u30b3\u30fc\u30eb<\/p><\/div><br \/>\n\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u8868\u793a\u3055\u308c\u305f\u6700\u7d42\u7d50\u679c<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupwgfryxjodjow9e-Screen%20Shot%202021-10-13%20at%201.21.50%20PM.png?auto=format%252Ccompress\" width=\"1204\" height=\"646\" class=\"alignnone size-medium\" \/>\n<\/ol>\n<p>Customer 360\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u5185\u90e8\u306e\u30d0\u30c3\u30af\u30aa\u30d5\u30a3\u30b9\u30b7\u30b9\u30c6\u30e0\u3067\u30ab\u30b9\u30bf\u30de\u30fc\u30b5\u30dd\u30fc\u30c8\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u88dc\u5b8c\u3057\u305f\u308a\u3001\u30b5\u30fc\u30d3\u30b9\u306b\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u305f\u308a\u3059\u308b\u969b\u306b\u5229\u7528\u3067\u304d\u307e\u3059\u3002\u72b6\u6cc1\u3092\u4e00\u5143\u7684\u306b\u628a\u63e1\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308c\u3070\u3001\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u3084\u8fd4\u4fe1\u51e6\u7406\u3001\u30af\u30ec\u30fc\u30e0\u51e6\u7406\u3067\u3059\u3070\u3084\u304f\u52b9\u679c\u7684\u306a\u5bfe\u5fdc\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u9867\u5ba2\u3068\u4ee5\u524d\u306b\u4ea4\u308f\u3057\u305f\u4f1a\u8a71\u306e\u60c5\u5831\u3092\u6d3b\u7528\u3067\u304d\u308b\u306e\u3067\u3001\u500b\u3005\u306e\u9867\u5ba2\u306b\u5408\u308f\u305b\u3066\u6700\u3082\u9069\u5207\u304b\u3064\u78ba\u5b9f\u306a\u5fdc\u5bfe\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u5206\u6790\u30b7\u30b9\u30c6\u30e0\u306b\u9001\u308a\u3001\u5b66\u7fd2\u3084\u6700\u9069\u5316\u306e\u305f\u3081\u306b\u5229\u7528\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002\u305f\u3068\u3048\u3070\u3001\u30cd\u30ac\u30c6\u30a3\u30d6\u306a\u611f\u60c5\u3092\u30c1\u30e3\u30fc\u30f3\u30ec\u30fc\u30c8\u3068\u95a2\u9023\u4ed8\u3051\u305f\u5206\u6790\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h2>MongoDB\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u30e1\u30ea\u30c3\u30c8<\/h2>\n<p>\u4e0a\u8a18\u306e\u4f8b\u3067\u306f\u3001Calleido\u304c\u30d3\u30b8\u30cd\u30b9\u30bd\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u30c7\u30fc\u30bf\u3092\u30b3\u30d4\u30fc\u3057\u3066\u3001\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\uff08ODS\uff09\u3067\u3042\u308bMongoDB Atlas\u306b\u6e21\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>MongoDB\u306e\u30c7\u30fc\u30bf\u69cb\u9020\u304c\u67d4\u8edf\u3067\u3042\u308b\u305f\u3081\u306b\u3001\u30c7\u30fc\u30bf\u306f\u30aa\u30ea\u30b8\u30ca\u30eb\u306e\u5f62\u5f0f\u306e\u307e\u307e\u3067\u8ee2\u9001\u3067\u304d\u3001\u5fc5\u8981\u306a\u305d\u306e\u5f8c\u306e\u30b9\u30ad\u30fc\u30de\u306e\u5909\u63db\u3082\u53cd\u5fa9\u7684\u306b\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002\u8907\u96d1\u306a\u30b9\u30ad\u30fc\u30de\u30de\u30a4\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u3053\u306e\u7d50\u679c\u3001\u5358\u4e00\u30d3\u30e5\u30fc\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u3059\u3070\u3084\u304f\u5c55\u958b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<div style=\"width: 684px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupwjzltajbo9wjrv-Screen%20Shot%202021-10-13%20at%201.23.28%20PM.png?auto=format%252Ccompress\" width=\"674\" height=\"656\" alt=\"Figures 7 & 8: Calleido Data Pipelines to Copy Products and Orders From PostgreSQL to MongoDB Atlas\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f37\u304a\u3088\u30738\uff1aCalleido\u306e\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3067\u3001PostgreSQL\u304b\u3089MongoDB Atlas\u3078\u5546\u54c1\u3068\u6ce8\u6587\u306e\u30c7\u30fc\u30bf\u3092\u30b3\u30d4\u30fc<\/p><\/div>\n<p>Calleido\u3067\u306f\u3053\u306e\u79fb\u884c\u306e\u51e6\u7406\u3092\u3044\u304f\u3064\u304b\u306e\u30b7\u30f3\u30d7\u30eb\u306a\u624b\u9806\u3067\u5b8c\u4e86\u3067\u304d\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u3053\u306e\u30c4\u30fc\u30eb\u306f\u30ab\u30b9\u30bf\u30e0\u306eSQL\u30af\u30a8\u30ea\uff08ExecuteSQL\uff09\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u3053\u306e\u30af\u30a8\u30ea\u306f\u3001\u5916\u90e8\u306e\u30c6\u30fc\u30d6\u30eb\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u3059\u3079\u3066\u53ce\u96c6\u3057\u3066\u7d50\u5408\u3057\u3001\u305d\u306e\u7d50\u679c\u3092\u30b3\u30f3\u30d1\u30a4\u30eb\u3057\u3066\u3001\u4e26\u5217\u51e6\u7406\u304c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u306fAvro\u5f62\u5f0f\u3067\u5c4a\u304d\u307e\u3059\u3002Calleido\u304c\u3053\u308c\u3092JSON\u306b\u5909\u63db\uff08ConvertAvroToJSON\uff09\u3057\u3001MongoDB\u7528\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30b9\u30ad\u30fc\u30de\u306b\u5909\u63db\uff08JoltTransformJSON\uff09\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<p>Customer 360\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u8868\u793a\u3055\u308c\u305f\u6700\u7d42\u306e\u7d50\u679c<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupwplutsehm09l7y-Screen%20Shot%202021-10-13%20at%201.28.56%20PM.png?auto=format%252Ccompress\" width=\"784\" height=\"462\" class=\"alignnone size-medium\" \/><\/p>\n<p>MongoDB Atlas\u306f\u3001Customer 360\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u4f7f\u7528\u3067\u304d\u308b\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3068\u3057\u3066\u5e02\u5834\u3092\u30ea\u30fc\u30c9\u3059\u308b\u5b58\u5728\u3067\u3059\u3002MongoDB Atlas\u304c\u30ef\u30fc\u30eb\u30c9\u30af\u30e9\u30b9\u306e\u57fa\u6e96\u3092\u6e80\u305f\u3057\u3066\u3044\u308b\u4e3b\u8981\u306a\u7406\u7531\u3092\u4ee5\u4e0b\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>MongoDB\u306f\u3001\u30ec\u30ac\u30b7\u30fc\u306e\u30b7\u30b9\u30c6\u30e0\u304b\u3089\u53d6\u5f97\u3055\u308c\u305f\u975e\u6a19\u6e96\u306e\u30b9\u30ad\u30fc\u30de\u3092\u52b9\u7387\u7684\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u3069\u306e\u30ab\u30b9\u30bf\u30e0\u306e\u5c5e\u6027\u3082\u52b9\u7387\u7684\u306b\u4fdd\u5b58\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306b\u306f\u3001\u30cd\u30b9\u30c8\u3055\u308c\u305f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u3057\u3066\u3001\u95a2\u9023\u3059\u308b\u3059\u3079\u3066\u306e\u30c7\u30fc\u30bf\u3092\u542b\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u8907\u96d1\u306a\u7d50\u5408\u30af\u30a8\u30ea\u306f\u8a18\u8ff0\u304c\u96e3\u3057\u304f\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u4f4e\u3044\u306e\u3067\u3001SQL\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u306f\u7570\u306a\u308a\u3001MongoDB\u3067\u306f\u4f7f\u7528\u3057\u307e\u305b\u3093\u3002<\/li>\n<li>MongoDB\u306f\u51e6\u7406\u304c\u9ad8\u901f\u3067\u3059\u3002\u30ad\u30e3\u30c3\u30b7\u30e5\u30ec\u30a4\u30e4\u30fc\u3092\u5c0e\u5165\u3057\u306a\u304f\u3066\u3082\u3001\u66f4\u65b0\u60c5\u5831\u306f\u6570\u30df\u30ea\u79d2\u3067\u8868\u793a\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u67d4\u8edf\u6027\u306e\u9ad8\u3044MongoDB\u306e\u30b9\u30ad\u30fc\u30de\u30e2\u30c7\u30eb\u3067\u306f\u3001\u53cd\u5fa9\u30a2\u30d7\u30ed\u30fc\u30c1\u306e\u6d3b\u7528\u3067\u4fca\u654f\u6027\u3092\u9ad8\u3081\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306f\u306f\u3058\u3081\u306e\u62bd\u51fa\u306e\u6bb5\u968e\u3067\u307b\u307c\u30aa\u30ea\u30b8\u30ca\u30eb\u3068\u540c\u3058\u304b\u305f\u3061\u306b\u30b3\u30d4\u30fc\u3067\u304d\u307e\u3059\u3002\u3053\u306e\u7d50\u679c\u3001\u9045\u5ef6\u306e\u767a\u751f\u304c\u5927\u5e45\u306b\u6291\u3048\u3089\u308c\u307e\u3059\u3002\u305d\u306e\u5f8c\u306e\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u30b9\u30ad\u30fc\u30de\u306f\u6a19\u6e96\u5316\u3055\u308c\u307e\u3059\u3002\u8907\u96d1\u306aSQL\u30de\u30a4\u30b0\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3057\u306a\u304f\u3066\u3082\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<li>MongoDB\u306f\u3001\u6570\u5341\u30c6\u30e9\u30d0\u30a4\u30c8\u306e\u30c7\u30fc\u30bf\u3092\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306b\u5206\u6563\u3057\u3066\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001MongoDB\u3067\u306f\u3001\u6c34\u5e73\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3082\u5bb9\u6613\u3067\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u306f\u8907\u6570\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u3067\u5171\u6709\u3067\u304d\u308b\u306e\u3067\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u8981\u4ef6\u306b\u67d4\u8edf\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30ce\u30fc\u30c9\u306f\u3001\u904b\u7528\u30b7\u30b9\u30c6\u30e0\u3068\u306f\u5225\u306b\u8a2d\u5b9a\u3067\u304d\u308b\u305f\u3081\u3001\u904b\u7528\u30b7\u30b9\u30c6\u30e0\u306b\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u4e0a\u306e\u5f71\u97ff\u304c\u751f\u3058\u308b\u306e\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>MongoDB\u306f\u5358\u4e00\u30d3\u30e5\u30fc\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3068\u3057\u3066\u78ba\u304b\u306a\u5b9f\u7e3e\u304c\u3042\u308a\u307e\u3059\u3002\u30ec\u30ac\u30b7\u30fc\u306e\u30b7\u30b9\u30c6\u30e0\u3092\u5229\u7528\u3057\u3066\u3044\u308b\u5927\u4f01\u696d\u3067\u3082\u3001\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u30922\u9031\u9593\u3067\u7a3c\u50cd\u3055\u305b\u30011\u56db\u534a\u671f\u4ee5\u5185\u306b\u904b\u7528\u74b0\u5883\u3067\u306e\u4f7f\u7528\u3092\u958b\u59cb\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>MongoDB Atlas\u3067\u306f\u3001\u5c0e\u5165\u3059\u308b\u3060\u3051\u3067\u3059\u3050\u306b\u30aa\u30fc\u30c8\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306e\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u308b\u305f\u3081\u3001\u30b3\u30b9\u30c8\u304c\u524a\u6e1b\u3055\u308c\u30d4\u30fc\u30af\u6642\u306e\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u9069\u5207\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u79fb\u52d5\u3059\u308b\u3068\u304d\u3082\u4fdd\u5b58\u3059\u308b\u3068\u304d\u3082\u30c7\u30fc\u30bf\u306f\u6697\u53f7\u5316\u3055\u308c\u308b\u306e\u3067\u3001GDPR\u3084HIPAA\u3001PCI-DSS\u3001FERPA\u306a\u3069\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a19\u6e96\u3084\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u6a19\u6e96\u306e\u9075\u5b88\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<h2>\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u3092\u9867\u5ba2\u306b\u30a2\u30c3\u30d7\u30bb\u30eb<\/h2>\n<p>\u4eca\u65e5\u306e\u30d3\u30b8\u30cd\u30b9\u3067\u306f\u3001\u30a2\u30c3\u30d7\u30bb\u30eb\u304c\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u307e\u3059\u3002\u3057\u304b\u3057\u3053\u308c\u3092\u6210\u529f\u3055\u305b\u308b\u306b\u306f\u3001\u8ca9\u58f2\u6d3b\u52d5\u3088\u308a\u3082\u9867\u5ba2\u306e\u5553\u8499\u6d3b\u52d5\u306b\u6ce8\u529b\u3059\u308b\u3053\u3068\u304c\u809d\u8981\u3067\u3059\u3002\u91cd\u8981\u306a\u306e\u306f\u3001\u9867\u5ba2\u304c\u30ab\u30b9\u30bf\u30de\u30fc\u30b8\u30e3\u30fc\u30cb\u30fc\u306e\u3069\u306e\u30dd\u30a4\u30f3\u30c8\u306b\u3044\u308b\u306e\u304b\u3001\u9867\u5ba2\u304c\u6c42\u3081\u3066\u3044\u308b\u3082\u306e\u306f\u4f55\u304b\u3001\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u306e\u306f\u3069\u306e\u5546\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u304b\u3068\u3044\u3063\u305f\u4e8b\u67c4\u3092\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u628a\u63e1\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n<p>Calleido\u3067\u306f\u3001\u9867\u5ba2\u306e\u8cfc\u8cb7\u5c65\u6b74\u3092\u5229\u7528\u3057\u3066\u3001\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u60c5\u5831\u3092\u6e96\u5099\u3067\u304d\u307e\u3059\u3002\u5177\u4f53\u7684\u306b\u306f\u3001\u8cfc\u8cb7\u5c65\u6b74\u306e\u30c7\u30fc\u30bf\u3092BigQuery ML\u306a\u3069\u306e\u9069\u5207\u306a\u30c4\u30fc\u30eb\u306b\u6e21\u3057\u307e\u3059\u3002\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u60c5\u5831\u306f\u3001\u30b3\u30fc\u30eb\u30bb\u30f3\u30bf\u30fc\u3084\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30fc\u30e0\u3092\u901a\u3058\u3066\u3001Web\u3084\u30e2\u30d0\u30a4\u30eb\u306e\u30a2\u30d7\u30ea\u304b\u3089\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>\u3053\u3053\u3067\u306e\u76ee\u7684\u3092\u9054\u6210\u3059\u308b\u3046\u3048\u3067\u5fc5\u8981\u306a\uff12\u3064\u306e\u30d5\u30ed\u30fc\u304c\u3042\u308a\u307e\u3059\u3002<strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/strong>\u3068<strong>\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u60c5\u5831\u306e\u751f\u6210<\/strong>\u3067\u3059\u3002<\/p>\n<p><em><strong>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/strong><\/em><\/p>\n<ol>\n<li>\u307e\u305a\u306f\u3058\u3081\u306b\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u3092PostgreSQL\u304b\u3089BigQuery\u3078\u3068ExecuteSQL\u30d7\u30ed\u30bb\u30c3\u30b5\u3067\u79fb\u884c\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306f\u5468\u671f\u7684\u306b\u5b9f\u884c\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u6b21\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u306f\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u3092PostgreSQL\u304b\u3089\u30d5\u30a7\u30c3\u30c1\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306f\u3001ExecuteSQLRecord\u30d7\u30ed\u30bb\u30c3\u30b5\u3067\u30011K\u306e\u884c\u306e\u30c1\u30e3\u30f3\u30af\u306b\u5206\u5272\u3057\u307e\u3059\u3002<\/li>\n<li>\u3053\u308c\u3089\u306e\u30d5\u30a1\u30a4\u30eb\u306f\u6b21\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u306b\u6e21\u3055\u308c\u307e\u3059\u3002\u6b21\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u3067\u306f\u3001\u5229\u7528\u53ef\u80fd\u306a\u3059\u3079\u3066\u306e\u30ce\u30fc\u30c9\u3092\u4f7f\u3046\u3088\u3046\u306b\u8a2d\u5b9a\u3055\u308c\u305f\u8ca0\u8377\u5206\u6563\u6a5f\u80fd\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/li>\n<li>\u6b21\u306b\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3059\u3079\u3066\u3092PutBigQueryStreaming\u30d7\u30ed\u30bb\u30c3\u30b5\u3067BigQuery\u306e\u30c6\u30fc\u30d6\u30eb\u306b\u633f\u5165\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<div style=\"width: 1086px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupwus2jsdypkr6cs-Screen%20Shot%202021-10-13%20at%201.32.58%20PM.png?auto=format%252Ccompress\" width=\"1076\" height=\"1056\" alt=\"\u56f39\uff1aCalleido\u3067\u3001PostgreSQL\u304b\u3089BigQuery\u3078\u30c7\u30fc\u30bf\u3092\u30b3\u30d4\u30fc\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f39\uff1aCalleido\u3067\u3001PostgreSQL\u304b\u3089BigQuery\u3078\u30c7\u30fc\u30bf\u3092\u30b3\u30d4\u30fc<\/p><\/div>\n<p><em><strong>\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u60c5\u5831\u3092\u751f\u6210<\/strong><\/em><br \/>\n\u6b21\u306b\u3001\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u60c5\u5831\u3092\u751f\u6210\u3059\u308b\u30d5\u30ed\u30fc\u306b\u79fb\u884c\u3057\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u306f\u3058\u3081\u306b\u3001Big Query\u306e\u30ad\u30e3\u30d1\u30b7\u30c6\u30a3\u30b9\u30ed\u30c3\u30c8\u3092\u8cfc\u5165\u3057\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u6700\u3082\u30b3\u30b9\u30c8\u3092\u6291\u3048\u3066BigQuery ML\u306e\u6a5f\u80fd\u3092\u5229\u7528\u3067\u304d\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/li>\n<li>\u3053\u3053\u3067\u306f\u3001Calleido\u304cExecuteSQL\u30d7\u30ed\u30bb\u30c3\u30b5\u3067SQL\u30d7\u30ed\u30b7\u30fc\u30b8\u30e3\u3092\u8d77\u52d5\u3057\u3001\u30ea\u30af\u30a8\u30b9\u30c8\u3055\u308c\u305fBigQuery\u30ad\u30e3\u30d1\u30b7\u30c6\u30a3\u304c\u5229\u7528\u3067\u304d\u308b\u72b6\u614b\u3092\u6574\u3048\u307e\u3059\u3002<\/li>\n<li>\u6b21\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\uff08ExecuteSQL\uff09\u304cSQL\u30af\u30a8\u30ea\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002\u3053\u306e\u30af\u30a8\u30ea\u306f\u6700\u521d\u306e\u30d5\u30ed\u30fc\u3067\u30b3\u30d4\u30fc\u3057\u305f\u30c7\u30fc\u30bf\u3067Matrix Factorization ML\u30e2\u30c7\u30eb\u3092\u751f\u6210\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002<\/li>\n<li>\u6b21\u306b\u3001\u3053\u306e\u30ad\u30e5\u30fc\u3067\u3001Calleido\u306fExecuteSQL\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u4f7f\u7528\u3057\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30e2\u30c7\u30eb\u3092\u7167\u4f1a\u3057\u3001\u4e88\u60f3\u7d50\u679c\u306e\u3059\u3079\u3066\u3092\u53d6\u5f97\u3057\u3066\u3001\u5c02\u7528\u306eBigQuery\u30c6\u30fc\u30d6\u30eb\u306b\u4fdd\u5b58\u3057\u307e\u3059\u3002<\/li>\n<li>\u6700\u5f8c\u306b\u3001\u4e0d\u8981\u306b\u306a\u3063\u305f\u30ad\u30e3\u30d1\u30b7\u30c6\u30a3\u30b9\u30ed\u30c3\u30c8\u304c\u524a\u9664\u3055\u308c\u308b\u306e\u3092Wait\u30d7\u30ed\u30bb\u30c3\u30b5\u304c\u898b\u5c4a\u3051\u307e\u3059\u3002<\/li>\n<p><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupwy0k4ria2fdu36-Screen%20Shot%202021-10-13%20at%201.35.24%20PM.png?auto=format%252Ccompress\" width=\"1078\" height=\"214\" class=\"alignnone size-medium\" \/><\/p>\n<div style=\"width: 1092px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupwzkfnpdac3hopd-Screen%20Shot%202021-10-13%20at%201.36.41%20PM.png?auto=format%252Ccompress\" width=\"1082\" height=\"508\" alt=\"Figure 10 & 11: Generating Product Recommendations with Calleido\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f310\u304a\u3088\u307311\uff1aCalleido\u3067\u3001\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u60c5\u5831\u3092\u751f\u6210<\/p><\/div>\n<li>2\u3064\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u3092\u4f7f\u7528\u3057\u3001\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u53e4\u3044\u60c5\u5831\u3092\u524a\u9664\u3057\u307e\u3059\u3002\u306f\u3058\u3081\u306b\u3001\u53d7\u3051\u53d6\u3063\u305f\u30d5\u30ed\u30fc\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092ReplaceText\u30d7\u30ed\u30bb\u30c3\u30b5\u3067\u66f4\u65b0\u3057\u3001\u30af\u30a8\u30ea\u306e\u672c\u4f53\u3092\u8a2d\u5b9a\u3057\u307e\u3059\u3002DeleteMongo\u30d7\u30ed\u30bb\u30c3\u30b5\u306f\u3053\u308c\u3092\u4f7f\u7528\u3057\u3066\u524a\u9664\u306e\u30a2\u30af\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3057\u307e\u3059\u3002<\/li>\n<div style=\"width: 630px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupx2dgbrq7dgkb8a-Screen%20Shot%202021-10-13%20at%201.38.51%20PM.png?auto=format%252Ccompress\" width=\"620\" height=\"476\" alt=\"Figure 12: Remove Old Recommendations\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f312\uff1a\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u53e4\u3044\u60c5\u5831\u3092\u524a\u9664<\/p><\/div>\n<li>\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u60c5\u5831\u3092MongoDB\u306b\u30b3\u30d4\u30fc\u3057\u3066\u3001\u3059\u3079\u3066\u306e\u30d5\u30ed\u30fc\u304c\u5b8c\u4e86\u3057\u307e\u3059\u3002ExecuteSQL\u30d7\u30ed\u30bb\u30c3\u30b5\u304c\u4e0a\u4f4d10\u306e\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u60c5\u5831\u3092\u30d5\u30a7\u30c3\u30c1\u3057\u3066\u30e6\u30fc\u30b6\u30fc\u3054\u3068\u306b\u307e\u3068\u3081\u307e\u3059\u3002\u60c5\u5831\u306f\u3059\u3079\u30661K\u306e\u884c\u306e\u30c1\u30e3\u30f3\u30af\u306b\u306a\u308a\u307e\u3059\u3002\u305d\u3057\u3066\u3001ConvertAvroToJSON\u3068ExecuteScript\u3068\u3044\u30462\u3064\u306e\u30d7\u30ed\u30bb\u30c3\u30b5\u304c\u3001PutMongoRecord\u30d7\u30ed\u30bb\u30c3\u30b5\u3067MongoDB\u30b3\u30ec\u30af\u30b7\u30e7\u30f3\u306b\u633f\u5165\u3059\u308b\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<div style=\"width: 908px\" class=\"wp-caption alignnone\"><img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupx6xccwjt07pk7f-Screen%20Shot%202021-10-13%20at%201.40.41%20PM.png?auto=format%252Ccompress\" width=\"898\" height=\"1040\" alt=\"Figure 13: Copy Recommendations to MongoDB\" class=\"size-medium\" \/><p class=\"wp-caption-text\">\u56f313\uff1a\u304a\u3059\u3059\u3081\u306e\u5546\u54c1\u306e\u60c5\u5831\u3092MongoDB\u306b\u30b3\u30d4\u30fc<\/p><\/div>\n<p>Customer 360\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u8868\u793a\u3055\u308c\u305f\u6700\u7d42\u306e\u7d50\u679c\uff08\u3053\u306e\u4f8b\u3067\u4f7f\u7528\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306f\u81ea\u52d5\u3067\u751f\u6210\u3055\u308c\u3066\u3044\u307e\u3059\uff09<br \/>\n<img loading=\"lazy\" decoding=\"async\" src=\"https:\/\/webimages.mongodb.com\/_com_assets\/cms\/kupx8y3jtx6buv52o-Screen%20Shot%202021-10-13%20at%201.43.57%20PM.png?auto=format%252Ccompress\" width=\"428\" height=\"462\" class=\"alignnone size-medium\" \/><\/p>\n<h2>MongoDB Atlas\u3067Calleido Customer 360\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u5229\u7528\u3059\u308b\u30e1\u30ea\u30c3\u30c8<\/h2>\n<p>MongoDB\u306e\u3088\u3046\u306a\u4e00\u5143\u5316\u3055\u308c\u305f\u904b\u7528\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3067\u30c7\u30fc\u30bf\u304c\u5229\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308b\u3068\u3001Calleido\u3092\u4f7f\u7528\u3057\u3066\u3001Google BigQuery\u306a\u3069\u306e\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u30c7\u30fc\u30bf\u30b9\u30c8\u30a2\u3068\u30c7\u30fc\u30bf\u3092\u540c\u671f\u3067\u304d\u307e\u3059\u3002Customer 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