{"id":8807,"date":"2021-04-05T07:00:45","date_gmt":"2021-04-04T22:00:45","guid":{"rendered":"https:\/\/blog.capilano-fw.com\/?p=8807"},"modified":"2022-04-04T19:05:57","modified_gmt":"2022-04-04T10:05:57","slug":"laravel-aws-personalize-%e3%81%a7%e3%80%8c%e3%81%8a%e5%ae%a2%e3%81%95%e3%82%93%e3%82%b3%e3%83%ac%e5%a5%bd%e3%81%8d%e3%81%a7%e3%81%97%e3%82%87%ef%bc%9f%e3%80%8d%e6%a9%9f%e8%83%bd%e3%82%92%e3%81%a4","status":"publish","type":"post","link":"https:\/\/blog.capilano-fw.com\/?p=8807","title":{"rendered":"Laravel + AWS Personalize \u3067\u300c\u304a\u5ba2\u3055\u3093\u30b3\u30ec\u597d\u304d\u3067\u3057\u3087\uff1f\u300d\u6a5f\u80fd\u3092\u3064\u304f\u308b"},"content":{"rendered":"<p>\u3055\u3066\u3055\u3066\u3001\u73fe\u5728<code>AWS<\/code>\u3068\u3044\u3048\u3070<code>Amazon<\/code>\u304c\u63d0\u4f9b\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u6709\u540d\u306a\u5b58\u5728\u306b\u306a\u308a\u307e\u3057\u305f\u3002<\/p>\n<p>\u79c1\u3082\u305a\u3063\u3068\u6ce8\u76ee\u3057\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u3042\u3044\u306b\u304f<code>AWS<\/code>\u3092\u30ac\u30c3\u30c4\u30ea\u4f7f\u3046\u3068\u3044\u3046\u958b\u767a\u306b\u643a\u308f\u308b\u3053\u3068\u304c\u306a\u304b\u3063\u305f\u305f\u3081\u3001\u6b63\u76f4\u306a\u3068\u3053\u308d\u300c<strong>\u51fa\u9045\u308c\u305f<\/strong>\u300d\u611f\u304c\u3042\u308a\u3001\u305d\u306e\u307e\u307e\u653e\u7f6e\u3057\u3066\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u3057\u304b\u3057\u3001\u3055\u3059\u304c\u306b\u305d\u308c\u3067\u306f\u4eca\u5f8c\u306e\u305f\u3081\u306b\u306a\u3089\u306a\u3044\u3060\u308d\u3046\u3068\u601d\u3044\u3001\u5c11\u3057\u305a\u3064\u4f53\u9a13\u3059\u308b\u3053\u3068\u306b\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3057\u3066\u3001\u4eca\u56de\u305d\u306e\u4e00\u767a\u76ee\u3068\u3057\u3066\u3001\u4ee5\u524d\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3055\u3093\u304b\u3089\u6559\u3048\u3066\u3082\u3089\u3063\u305f<code>AWS Personalize<\/code>\u3067\u3001<\/p>\n<p><strong style=\"font-size: 35px;\">\u300e\u304a\u5ba2\u3055\u3093\u30b3\u30ec\u597d\u304d\u3067\u3057\u3087\uff1f\u300f<\/strong><\/p>\n<p>\u6a5f\u80fd\u3092\u3064\u304f\u3063\u3066\u3044\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u3053\u308c\u306f\u3001\u3044\u308f\u3086\u308b\u300c<strong>\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\uff08\u304a\u3059\u3059\u3081\uff09\u6a5f\u80fd<\/strong>\u300d\u306e\u3053\u3068\u3067\u3001\u4f8b\u3048\u3070<code>Amazon<\/code>\u3067\u304a\u8cb7\u3044\u7269\u3092\u3057\u3066\u3044\u308b\u3068\u304d\u306b\u3001\u300c<strong>\u3053\u3093\u306a\u5546\u54c1\u3082\u3042\u308a\u307e\u3059\u3051\u3069\u306d&#8230;\uff1f\uff08\u30c1\u30e9\u30c3\ud83d\ude18\uff09<\/strong>\u300d\u3068\u3044\u3046\u3088\u3046\u306a\u30b3\u30f3\u30c6\u30f3\u30c4\u304c\u51fa\u308b\u3053\u3068\u304c\u3042\u308b\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u3055\u306b\u3053\u308c\u304c\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u3067\u3059\u306d\u3002<\/p>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306f<code>Laravel<\/code>\u3092\u4f7f\u3063\u3066\u5b9f\u88c5\u3057\u3066\u307f\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-6071 aligncenter\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2020\/03\/no_8.png\" alt=\"\" width=\"216\" height=\"320\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2020\/03\/no_8.png 216w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2020\/03\/no_8-203x300.png 203w\" sizes=\"auto, (max-width: 216px) 100vw, 216px\" \/>\u300c\u30b8\u30fc\u30af\u30f3\u30c9\u30fc\u306e\u52d5\u304d\u3063\u3066<br \/>\n\u30b9\u30b4\u30a4\u3067\u3059\u306d\ud83d\udc4a\u2728\u300d<\/p>\n<p><strong>\u958b\u767a\u74b0\u5883\uff1a<\/strong> Laravel 8.x\u3001Analytics Reporting API v4\u3001AWS Personalize<\/p>\n<h1>Amazon Personalize \u3067\u30ec\u30b3\u30e1\u30f3\u30c7\u30fc\u30b7\u30e7\u30f3\u6a5f\u80fd\u3092\u5b9f\u88c5\u3059\u308b\u6d41\u308c<\/h1>\n<p><code>Amazon Personalize<\/code>\u306f\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3063\u3066\u300c<strong>\u3053\u306e\u304a\u5ba2\u3055\u3093\u306f\u3001\u304d\u3063\u3068\u3053\u306e\u5546\u54c1\u304c\u597d\u304d\uff01<\/strong>\u300d\u3092\u898b\u3064\u3051\u51fa\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u6d41\u308c\u3068\u3057\u3066\u304a\u304a\u307e\u304b\u306b\u6b21\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ol>\n<li>\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b<\/li>\n<li>AWS\u3078\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/li>\n<li>\u6a5f\u68b0\u5b66\u7fd2\u3059\u308b<\/li>\n<li>API\u304b\u3089\u300c\u304a\u3059\u3059\u3081\u30c7\u30fc\u30bf\u300d\u3092\u53d6\u5f97\u3059\u308b<\/li>\n<\/ol>\n<p>\u3067\u306f\u5b9f\u969b\u306b\u3084\u3063\u3066\u307f\u307e\u3057\u3087\u3046\u2757<\/p>\n<h1>\u6e96\u5099\u3059\u308b<\/h1>\n<p>\u4eca\u56de\u306f\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066\u3001\u4eca\u898b\u3066\u3044\u305f\u3060\u3044\u3066\u308b\u30d6\u30ed\u30b0\u300c<strong>Console dot Log<\/strong>\u300d\u306e\u30a2\u30af\u30bb\u30b9\u30ed\u30b0\u3092\u4f7f\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u3053\u3067\u3001<code>Google Analytics<\/code>\u304c\u63d0\u4f9b\u3059\u308b<code>Analytics Reporting API<\/code>\u3092\u4f7f\u3048\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2>\u30d1\u30c3\u30b1\u30fc\u30b8\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b<\/h2>\n<p>\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre><strong>composer require google\/apiclient:^2.0<\/strong><\/pre>\n<p>\u307e\u305f\u3001<code>AWS<\/code>\u306e\u8a8d\u8a3c\u8a2d\u5b9a\u306f\u5f8c\u3067\u3054\u7d39\u4ecb\u3057\u307e\u3059\u304c\u3001\u540c\u3058\u304f<code>composer<\/code>\u3092\u4f7f\u3046\u306e\u3067\u5148\u306b\u3053\u3061\u3089\u3082\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre><strong>composer require aws\/aws-sdk-php<\/strong><\/pre>\n<h2>\u8a8d\u8a3c\u7528JSON\u30d5\u30a1\u30a4\u30eb\u3092\u3064\u304f\u308b<\/h2>\n<p>\u305d\u3057\u3066\u3001<a href=\"https:\/\/cloud.google.com\/\">Google Cloud Platform<\/a> \u3078\u30ed\u30b0\u30a4\u30f3\u3057\u3001API\u30a2\u30af\u30bb\u30b9\u306e\u969b\u306b\u5fc5\u8981\u306b\u306a\u308b\u8a8d\u8a3c\u30d5\u30a1\u30a4\u30eb\uff08JSON\uff09\u3092\u7528\u610f\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\ud83d\udcdd \u53c2\u8003URL: <a href=\"https:\/\/blog.capilano-fw.com\/?p=1816#i-2\">https:\/\/blog.capilano-fw.com\/?p=1816#i-2\u00a0<\/a><\/p>\n<p>\u306a\u304a\u3001<code>JSON<\/code>\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u305f\u3089\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304c\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002\u5f8c\u3067\u4f7f\u3046\u306e\u3067\u63a7\u3048\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002\uff08<code>JSON<\/code>\u30d5\u30a1\u30a4\u30eb\u5185\u306b\u3082\u540c\u3058\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304c\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\uff09<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8816\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_9.png\" alt=\"\" width=\"842\" height=\"368\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_9.png 842w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_9-300x131.png 300w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_9-768x336.png 768w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/p>\n<h2>Analytics Reporting API\u306e\u6e96\u5099\u3092\u3059\u308b<\/h2>\n<p>\u3067\u306f\u6b21\u306b\u3001<code>Analytics API<\/code>\u3092\u6709\u52b9\u306b\u3057\u307e\u3059\u3002<br \/>\n<code>Google Cloud Platform<\/code>\u753b\u9762\u5de6\u306b\u3042\u308b\u300c<strong>API\u3068\u30b5\u30fc\u30d3\u30b9<\/strong>\u300d\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8815\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_1.png\" alt=\"\" width=\"274\" height=\"387\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_1.png 274w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_1-212x300.png 212w\" sizes=\"auto, (max-width: 274px) 100vw, 274px\" \/><\/p>\n<p>\u305d\u3057\u3066\u3001\u300c<strong>API \u3068\u30b5\u30fc\u30d3\u30b9\u306e\u6709\u52b9\u5316<\/strong>\u300d\u30ea\u30f3\u30af\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8814\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_2.png\" alt=\"\" width=\"418\" height=\"94\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_2.png 418w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_2-300x67.png 300w\" sizes=\"auto, (max-width: 418px) 100vw, 418px\" \/><\/p>\n<p>\u691c\u7d22\u30dc\u30c3\u30af\u30b9\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u300c<strong>analytics<\/strong>\u300d\u3068\u5165\u529b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8813\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_3.png\" alt=\"\" width=\"717\" height=\"160\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_3.png 717w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_3-300x67.png 300w\" sizes=\"auto, (max-width: 717px) 100vw, 717px\" \/><\/p>\n<p>\u691c\u7d22\u7d50\u679c\u306e\u4e2d\u304b\u3089\u300c<strong>Google Analytics Reporting API<\/strong>\u300d\u3092\u63a2\u3057\u3066\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8812\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_4.png\" alt=\"\" width=\"663\" height=\"298\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_4.png 663w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_4-300x135.png 300w\" sizes=\"auto, (max-width: 663px) 100vw, 663px\" \/><\/p>\n<p>\u6700\u5f8c\u306b\u300c<strong>\u6709\u52b9\u306b\u3059\u308b<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u305f\u3089\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8811\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_5.png\" alt=\"\" width=\"476\" height=\"208\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_5.png 476w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_5-300x131.png 300w\" sizes=\"auto, (max-width: 476px) 100vw, 476px\" \/><\/p>\n<h2>Google Analytics\u306b\u6a29\u9650\u3092\u30bb\u30c3\u30c8\u3059\u308b<\/h2>\n<p>\u6b21\u306b\u3001<code>Google Analytics<\/code>\u3067\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f\u30b5\u30fc\u30d3\u30b9\u30a2\u30ab\u30a6\u30f3\u30c8\uff08<code>JSON<\/code>\u30d5\u30a1\u30a4\u30eb\u3092\u3064\u304f\u3063\u305f\u3068\u304d\u306e\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\uff09\u3092\u767b\u9332\u3057\u3066\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u4e0e\u3048\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u3001<code>Google Analytics<\/code>\uff08\u26a0\u3054\u6ce8\u610f\uff1a<code>Google Cloud Platform<\/code>\u3067\u306f\u306a\u3044\u3067\u3059\uff09\u3078\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u30da\u30fc\u30b8\u53f3\u4e0b\u306b\u3042\u308b\u300c<strong>\u7ba1\u7406<\/strong>\u300d\u30ea\u30f3\u30af\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8823\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_6.png\" alt=\"\" width=\"302\" height=\"190\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_6.png 302w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_6-300x189.png 300w\" sizes=\"auto, (max-width: 302px) 100vw, 302px\" \/><\/p>\n<p>\u30a2\u30ab\u30a6\u30f3\u30c8\u30e6\u30fc\u30b6\u30fc\u306e\u7ba1\u7406\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8822\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_7.png\" alt=\"\" width=\"379\" height=\"333\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_7.png 379w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_7-300x264.png 300w\" sizes=\"auto, (max-width: 379px) 100vw, 379px\" \/><\/p>\n<p>\u300c<strong>\uff0b<\/strong>\u300d\u30dc\u30bf\u30f3\u304b\u3089\u300c<strong>\u30e6\u30fc\u30b6\u30fc\u3092\u8ffd\u52a0<\/strong>\u300d\u30ea\u30f3\u30af\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8821\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_8.png\" alt=\"\" width=\"288\" height=\"186\" \/><\/p>\n<p>\u3059\u308b\u3068\u3001\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u306e\u5165\u529b\u30dc\u30c3\u30af\u30b9\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u3053\u3053\u306b<code>JSON<\/code>\u30d5\u30a1\u30a4\u30eb\u3092\u4f5c\u6210\u3057\u305f\u3068\u304d\u306b\u53d6\u5f97\u3057\u305f\u300c<strong>********@iam.gsserviceaccount.com<\/strong>\u300d\u3092\u5165\u529b\u3057\u307e\u3059\u3002\uff08\u3064\u307e\u308a\u3001<code>Google Cloud<\/code>\u306e\u30a2\u30ab\u30a6\u30f3\u30c8\u304c<code>Google Analytics<\/code>\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u3066\u3044\u307e\u3059\uff09<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8819\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_10.png\" alt=\"\" width=\"640\" height=\"408\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_10.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_10-300x191.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u203b \u306a\u304a\u3001\u30e1\u30fc\u30eb\u901a\u77e5\u306f\u4e0d\u8981\u306a\u306e\u3067\u30c1\u30a7\u30c3\u30af\u306f\u5916\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u305d\u3057\u3066\u3001\u6700\u5f8c\u306b\u300c<strong>\u8ffd\u52a0<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u305f\u3089<code>Google Analytics<\/code>\u3067\u306e\u4f5c\u696d\u306f\u5b8c\u4e86\u3067\u3059\ud83d\udc4d<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8818\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_11.png\" alt=\"\" width=\"102\" height=\"61\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_11.png 102w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_11-100x61.png 100w\" sizes=\"auto, (max-width: 102px) 100vw, 102px\" \/><\/p>\n<h1>\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u3092\u4f5c\u308b<\/h1>\n<p><code>Analytics Reporting API<\/code>\u306e\u7528\u610f\u304c\u3067\u304d\u305f\u306e\u3067\u3001\u7d9a\u3044\u3066\u6a5f\u68b0\u5b66\u7fd2\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n<h2>AWS Personalize\u3067\u4f7f\u3046\u30c7\u30fc\u30bf\u306e\u6982\u8981<\/h2>\n<p><code>AWS Personalize<\/code>\u3067\u306f\u3001\u4ee5\u4e0b\uff13\u3064\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u6a5f\u68b0\u5b66\u7fd2\u3092\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>interactions\uff1a \u3069\u306e\u30e6\u30fc\u30b6\u30fc\u306f\u3069\u306e\u5546\u54c1\u306b\u597d\u304d\u304b\uff1f\uff08\u4f8b\uff1a\u3042\u308b\u5546\u54c1\u306b\u30a2\u30af\u30bb\u30b9\u3057\u305f\u3001\u3044\u3044\u306d\u3092\u62bc\u3057\u305f\u7b49\uff09<\/li>\n<li>users\uff1a \u5e74\u9f62\u3001\u6027\u5225\u3001\u30d7\u30ec\u30df\u30a2\u30e0\u4f1a\u54e1\u304b\u3069\u3046\u304b\u3001\u306a\u3069\u306e\u30e6\u30fc\u30b6\u30fc\u60c5\u5831<\/li>\n<li>items\uff1a \u4fa1\u683c\u306a\u3069\u306e\u5546\u54c1\u60c5\u5831<\/li>\n<\/ul>\n<p>\u203b \u305f\u3060\u3057\u3001\u5fc5\u9808\u306a\u306e\u306f<code>interactions<\/code>\u3060\u3051\u306a\u306e\u3067\u3001\u4eca\u56de\u306f<code>users<\/code>\u3068<code>items<\/code>\u306f\u7701\u7565\u3057\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001\u5b66\u7fd2\u30c7\u30fc\u30bf\u3068\u3057\u3066<code>Google Analytics<\/code>\u304b\u3089\u53d6\u5f97\u3059\u308b\u30c7\u30fc\u30bf\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n<ul>\n<li>USER_ID: \u30e6\u30fc\u30b6\u30fc\u306e\u5c45\u4f4f\u5730\uff08Tokyo\u3001Osaka\u306a\u3069\uff09\u203b\uff11<\/li>\n<li>ITEM_ID: \u30d6\u30ed\u30b0\u8a18\u4e8b\u306e\u30da\u30fc\u30b8\u756a\u53f7<\/li>\n<li>TIMESTAMP\uff1a \u30a2\u30af\u30bb\u30b9\u65e5\u6642<\/li>\n<\/ul>\n<p>\u203b\uff11\uff1a<code>Analytics API<\/code>\u3067\u306f\u30e6\u30fc\u30b6\u30fc\u3092\u7279\u5b9a\u3059\u308b\u3088\u3046\u306aID\u3092\u767a\u898b\u3067\u304d\u307e\u305b\u3093\u3067\u3057\u305f\u306e\u3067<code>ga:region<\/code>\u3092\u4f7f\u3046\u3088\u3046\u306b\u3057\u307e\u3057\u305f\u3002\uff08\u3082\u3057\u3042\u308c\u3070\u6559\u3048\u3066\u304f\u3060\u3055\u3044&#8230;plz\uff09<\/p>\n<p>\u3064\u307e\u308a\u3001\u3053\u306e\u30c7\u30fc\u30bf\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u6771\u4eac\u306b\u4f4f\u3093\u3067\u3044\u308b\u4eba\u306f \u30da\u30fc\u30b8 111 \u306e\u8a18\u4e8b\u304c\u597d\u304d<\/li>\n<li>\u5927\u962a\u306b\u4f4f\u3093\u3067\u3044\u308b\u4eba\u306f \u30da\u30fc\u30b8 222 \u306e\u8a18\u4e8b\u304c\u597d\u304d<\/li>\n<li>\u798f\u5ca1\u306b\u4f4f\u3093\u3067\u3044\u308b\u4eba\u306f \u30da\u30fc\u30b8 333 \u306e\u8a18\u4e8b\u304c\u597d\u304d<\/li>\n<\/ul>\n<p>\u305d\u3057\u3066\u3001\u5b9f\u904b\u7528\u3067\u306fIP\u30a2\u30c9\u30ec\u30b9\u306a\u3069\u304b\u3089\u4f4f\u3093\u3067\u3044\u308b\u5730\u65b9\u3092\u5272\u308a\u51fa\u3057\u300c<strong>\u3053\u308c\u597d\u304d\u3067\u3057\u3087\u2753<\/strong>\u300d\u30b3\u30f3\u30c6\u30f3\u30c4\u3068\u3057\u3066\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u3067\u306f\u3001\u5b9f\u969b\u306b<code>Laravel<\/code>\u3067\u4f5c\u696d\u3092\u3057\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u2757<\/p>\n<h2>\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30fc\u3092\u3064\u304f\u308b<\/h2>\n<p>\u307e\u305a\u306f\u3001\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30fc\u3067\u3059\u3002<br \/>\n\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre><strong>php artisan make:controller GoogleAnalyticsController<\/strong><\/pre>\n<p>\u3059\u308b\u3068\u3001\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u308b\u306e\u3067\u4e2d\u8eab\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5909\u66f4\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><strong>app\/Http\/Controllers\/GoogleAnalyticsController.php<\/strong><\/p>\n<pre>&lt;?php\r\n\r\nnamespace App\\Http\\Controllers;\r\n\r\nuse Carbon\\Carbon;\r\nuse Illuminate\\Http\\Request;\r\n\r\nclass GoogleAnalyticsController extends Controller\r\n{\r\n    <strong>private $analytics, $csv_file;<\/strong>\r\n\r\n<strong>    public function __construct() {<\/strong>\r\n\r\n<strong>        $api_key_path = storage_path('app\/json\/google_api_key.json');<\/strong>\r\n<strong>        $client = new \\Google_Client();<\/strong>\r\n<strong>        $client-&gt;setAuthConfig($api_key_path);<\/strong>\r\n<strong>        $client-&gt;setScopes([\\Google_Service_Analytics::ANALYTICS_READONLY]);<\/strong>\r\n<strong>        $this-&gt;analytics = new \\Google_Service_AnalyticsReporting($client);<\/strong>\r\n\r\n<strong>        $csv_path = storage_path('app\/csv\/aws_personalize.csv');<\/strong>\r\n<strong>        file_put_contents($csv_path, '');<\/strong>\r\n<strong>        $this-&gt;csv_file = new \\SplFileObject($csv_path, 'w');<\/strong>\r\n<strong>        $this-&gt;csv_file-&gt;fputcsv(['USER_ID', 'ITEM_ID', 'TIMESTAMP']);<\/strong>\r\n\r\n<strong>    }<\/strong>\r\n\r\n<strong>    public function make_aws_data() {<\/strong>\r\n\r\n<strong>        $dt = today();<\/strong>\r\n\r\n<strong>        for($i = 0 ; $i &lt; 10 ; $i++) {<\/strong>\r\n\r\n<strong>            $end_dt = $dt-&gt;copy(); \/\/ \u6708\u306e\u7d42\u4e86\u65e5<\/strong>\r\n<strong>            $dt-&gt;subDays(10);   \/\/ 10\u65e5\u305a\u3064\u3055\u304b\u306e\u307c\u308b<\/strong>\r\n<strong>            $start_dt = $dt-&gt;copy(); \/\/ \u6708\u306e\u958b\u59cb\u65e5<\/strong>\r\n<strong>            $dt-&gt;subDay();   \/\/ \u540c\u3058\u65e5\u304c\u91cd\u8907\u3057\u306a\u3044\u3088\u3046\u306b\uff11\u65e5\u305a\u3089\u3059<\/strong>\r\n\r\n<strong>            $reports = $this-&gt;getAnalyticsReport($start_dt, $end_dt); \/\/ \u8a72\u5f53\u671f\u9593\u306e\u30ec\u30dd\u30fc\u30c8\u3092\u53d6\u5f97\uff08\u6700\u592710,000\u4ef6\uff09<\/strong>\r\n\r\n<strong>            foreach ($reports as $report) {<\/strong>\r\n\r\n<strong>                $header = $report-&gt;getColumnHeader();<\/strong>\r\n<strong>                $dimensionHeaders = $header-&gt;getDimensions();<\/strong>\r\n<strong>                $rows = $report-&gt;getData()-&gt;getRows();<\/strong>\r\n\r\n<strong>                foreach ($rows as $row) {<\/strong>\r\n\r\n<strong>                    $dimensions = $row-&gt;getDimensions();<\/strong>\r\n<strong>                    $user_id = ''; \/\/ \u4eca\u56de\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u5730\u65b9\uff08Tokyo, Osaka\u306a\u3069\uff09<\/strong>\r\n<strong>                    $item_id = ''; \/\/ \u30d6\u30ed\u30b0\u8a18\u4e8b\u306e\u30da\u30fc\u30b8\u756a\u53f7<\/strong>\r\n<strong>                    $timestamp = -1; \/\/ UNIX\u30bf\u30a4\u30e0\u30b9\u30bf\u30f3\u30d7<\/strong>\r\n\r\n<strong>                    foreach ($dimensions as $index =&gt; $dimension) {<\/strong>\r\n\r\n<strong>                        $dimension_header = $dimensionHeaders[$index];<\/strong>\r\n\r\n<strong>                        if($dimension_header === 'ga:pagePath') {<\/strong>\r\n\r\n<strong>                            $pattern = '|p=([0-9]+)|';<\/strong>\r\n\r\n<strong>                            if(preg_match($pattern, $dimension, $matches)) {<\/strong>\r\n\r\n<strong>                                $item_id = $matches[1];<\/strong>\r\n\r\n<strong>                            }<\/strong>\r\n\r\n<strong>                        } else if($dimension_header === 'ga:dateHourMinute') {<\/strong>\r\n\r\n<strong>                            $timestamp = Carbon::createFromFormat('YmdHi', $dimension)-&gt;timestamp;<\/strong>\r\n\r\n<strong>                        } else if($dimension_header === 'ga:region') {<\/strong>\r\n\r\n<strong>                            $user_id = $dimension;<\/strong>\r\n\r\n<strong>                        }<\/strong>\r\n\r\n<strong>                    }<\/strong>\r\n\r\n<strong>                    if(!empty($user_id) &amp;&amp; !empty($item_id) &amp;&amp; $timestamp &gt; 0) {<\/strong>\r\n\r\n<strong>                        $this-&gt;csv_file-&gt;fputcsv([<\/strong>\r\n<strong>                            $user_id,<\/strong>\r\n<strong>                            $item_id,<\/strong>\r\n<strong>                            $timestamp<\/strong>\r\n<strong>                        ]);<\/strong>\r\n\r\n<strong>                    }<\/strong>\r\n\r\n<strong>                }<\/strong>\r\n\r\n<strong>            }<\/strong>\r\n\r\n<strong>        }<\/strong>\r\n\r\n<strong>    }<\/strong>\r\n\r\n<strong>    private function getAnalyticsReport($start_dt, $end_dt) {<\/strong>\r\n\r\n<strong>        $analytics_view_id = env('ANALYTICS_VIEW_ID');<\/strong>\r\n\r\n<strong>        \/\/ Metrics<\/strong>\r\n<strong>        $dateRange = new \\Google_Service_AnalyticsReporting_DateRange();<\/strong>\r\n<strong>        $dateRange-&gt;setStartDate($start_dt-&gt;format('Y-m-d'));<\/strong>\r\n<strong>        $dateRange-&gt;setEndDate($end_dt-&gt;format('Y-m-d'));<\/strong>\r\n\r\n<strong>        $page_views_metric = new \\Google_Service_AnalyticsReporting_Metric();<\/strong>\r\n<strong>        $page_views_metric-&gt;setExpression(\"ga:pageviews\");<\/strong>\r\n<strong>        $page_views_metric-&gt;setAlias(\"pageviews\");<\/strong>\r\n\r\n<strong>        $request = new \\Google_Service_AnalyticsReporting_ReportRequest();<\/strong>\r\n<strong>        $request-&gt;setViewId($analytics_view_id);<\/strong>\r\n<strong>        $request-&gt;setDateRanges($dateRange);<\/strong>\r\n<strong>        $request-&gt;setMetrics([$page_views_metric]);<\/strong>\r\n\r\n<strong>        \/\/ Dimensions<\/strong>\r\n<strong>        $page_path_dimension = new \\Google_Service_AnalyticsReporting_Dimension();<\/strong>\r\n<strong>        $page_path_dimension-&gt;setName('ga:pagePath');<\/strong>\r\n\r\n<strong>        $date_dimension = new \\Google_Service_AnalyticsReporting_Dimension();<\/strong>\r\n<strong>        $date_dimension-&gt;setName('ga:dateHourMinute');<\/strong>\r\n\r\n<strong>        $region_dimension = new \\Google_Service_AnalyticsReporting_Dimension();<\/strong>\r\n<strong>        $region_dimension-&gt;setName('ga:region');<\/strong>\r\n\r\n<strong>        $request-&gt;setDimensions([<\/strong>\r\n<strong>            $page_path_dimension,<\/strong>\r\n<strong>            $date_dimension,<\/strong>\r\n<strong>            $region_dimension<\/strong>\r\n<strong>        ]);<\/strong>\r\n<strong>        $request-&gt;setFiltersExpression('ga:pagePath=~p=[0-9]+$'); \/\/ p=\u6570\u5b57\u304c\u3064\u3044\u3066\u308b\u3082\u306e\u3067\u7d5e\u308a\u8fbc\u307f<\/strong>\r\n<strong>        $request-&gt;setPageSize(10000);<\/strong>\r\n\r\n<strong>        $order_by = new \\Google_Service_AnalyticsReporting_OrderBy();<\/strong>\r\n<strong>        $order_by-&gt;setFieldName('ga:dateHourMinute');<\/strong>\r\n<strong>        $order_by-&gt;setOrderType('VALUE');<\/strong>\r\n<strong>        $order_by-&gt;setSortOrder('ASCENDING');<\/strong>\r\n\r\n<strong>        $request-&gt;setOrderBys($order_by); \/\/ \u30c7\u30fc\u30bf\u304c\u504f\u3089\u306a\u3044\u3088\u3046\u65e5\u4ed8\u306b\u3088\u308b\u4e26\u3079\u66ff\u3048\u3092\u30bb\u30c3\u30c8<\/strong>\r\n\r\n<strong>        $body = new \\Google_Service_AnalyticsReporting_GetReportsRequest();<\/strong>\r\n<strong>        $body-&gt;setReportRequests([$request]);<\/strong>\r\n\r\n<strong>        return $this-&gt;analytics-&gt;reports-&gt;batchGet($body);<\/strong>\r\n\r\n<strong>    }<\/strong>\r\n}<\/pre>\n<p>\u3053\u306e\u4e2d\u3067\u306f\u904e\u53bb100\u65e5\u5206\uff0810\u65e5\u305a\u3064\u6642\u9593\u3092\u3055\u304b\u306e\u307c\u308b \u00d7 10\u56de\uff09\u3067<code>Analytics Reporting API<\/code>\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u3055\u3089\u306b\u30c7\u30fc\u30bf\u3092AWS\u7528\u306b\u5f62\u3092\u5909\u3048\u3066<code>CSV<\/code>\u3068\u3057\u3066\u4fdd\u5b58\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u306a\u304a\u3001\u30c7\u30fc\u30bf\u53d6\u5f97\u3059\u308b<span style=\"color: #222222; font-family: Monaco, Consolas, Andale Mono, DejaVu Sans Mono, monospace;\"><span style=\"font-size: 15px; background-color: #e9ebec;\">$analytics_view_id<\/span><\/span>\u306f<code>Google Analytics<\/code>\u5185\u3067\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u3057\u3066\u53d6\u5f97\u3067\u304d\u307e\u3059\u306e\u3067\u3001<code>.env<\/code>\u306b\u66f8\u304d\u8fbc\u3093\u3067\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8828\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_13.png\" alt=\"\" width=\"640\" height=\"485\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_13.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_13-300x227.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p><strong>.env<\/strong><\/p>\n<pre><strong>ANALYTICS_VIEW_ID=********<\/strong><\/pre>\n<h2>\u30eb\u30fc\u30c8\u3092\u3064\u304f\u308b<\/h2>\n<p>\u3067\u306f\u3001\u7d9a\u3044\u3066\u30eb\u30fc\u30c8\u3067\u3059\u3002<\/p>\n<p><strong>routes\/web.php<\/strong><\/p>\n<pre><strong>use App\\Http\\Controllers\\GoogleAnalyticsController;<\/strong>\r\n\r\n\/\/ \u7701\u7565\r\n\r\n<strong>Route::prefix('google_analytics')-&gt;group(function(){<\/strong>\r\n\r\n<strong>    Route::get('make_aws_data', [GoogleAnalyticsController::class, 'make_aws_data']);<\/strong>\r\n\r\n<strong>});<\/strong><\/pre>\n<h2>\u30c7\u30fc\u30bf\u3092\u3064\u304f\u308b<\/h2>\n<p>\u3067\u306f\u3001\u6e96\u5099\u304c\u5b8c\u4e86\u3057\u307e\u3057\u305f\u306e\u3067\u3001\u5b9f\u969b\u306b\u300c<strong>http:\/\/******\/google_analytics\/make_aws_data<\/strong>\u300d\u3078\u30a2\u30af\u30bb\u30b9\u3057\u3066\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4f5c\u6210\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u2757<\/p>\n<p>\u3059\u308b\u3068\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8838\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_12.png\" alt=\"\" width=\"385\" height=\"224\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_12.png 385w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_12-300x175.png 300w\" sizes=\"auto, (max-width: 385px) 100vw, 385px\" \/><\/p>\n<p>\u3053\u306e\u3088\u3046\u306b<code>CSV<\/code>\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<h1>AWS\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u3059\u308b<\/h1>\n<p>\u3067\u306f\u3001\u672c\u984c\u306e<code>AWS Personalize<\/code>\u3067\u3059\u3002<\/p>\n<h2>S3\u3078CSV\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b<\/h2>\n<p>\u5148\u307b\u3069\u4f5c\u6210\u3057\u305fCSV\u30d5\u30a1\u30a4\u30eb\u306f<code>S3<\/code>\uff08AWS\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30b5\u30fc\u30d3\u30b9\uff09\u7d4c\u7531\u3067\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u307e\u305a\u306f\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u304b\u3089\u884c\u3044\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u306a\u304a\u3001\u30d0\u30b1\u30c3\u30c8\u306e\u4f5c\u308a\u65b9\u306f\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u3092\u53c2\u8003\u306b\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p>\ud83d\udcdd \u53c2\u8003URL:\u00a0<a href=\"https:\/\/blog.capilano-fw.com\/?p=8045#i\">\u30d0\u30b1\u30c3\u30c8\uff08\u4fdd\u5b58\u9818\u57df\uff09\u3092\u3064\u304f\u308b<\/a><\/p>\n<p>\u203b \u306a\u304a\u3001<code>S3<\/code>\u306b\u306f\u6a29\u9650\u3078\u4ee5\u4e0b\u306e\u30d0\u30b1\u30c3\u30c8\u30dd\u30ea\u30b7\u30fc\u3092\u8ffd\u52a0\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002\uff08\u672c\u5bb6\u306e\u30da\u30fc\u30b8\u306f<a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/personalize\/latest\/dg\/granting-personalize-s3-access.html\" target=\"_blank\" rel=\"noopener\">\u3053\u3061\u3089<\/a>\uff09<\/p>\n<pre>{\r\n    \"Version\": \"2012-10-17\",\r\n    \"Id\": \"PersonalizeS3BucketAccessPolicy\",\r\n    \"Statement\": [\r\n        {\r\n            \"Sid\": \"PersonalizeS3BucketAccessPolicy\",\r\n            \"Effect\": \"Allow\",\r\n            \"Action\": [\r\n                \"s3:GetObject\",\r\n                \"s3:ListBucket\"\r\n            ],\r\n            \"Resource\": [\r\n                \"arn:aws:s3:::<strong>\uff08\u3042\u306a\u305f\u306e\u30d0\u30b1\u30c3\u30c8\u540d\uff09<\/strong>\",\r\n                \"arn:aws:s3:::<strong>\uff08\u3042\u306a\u305f\u306e\u30d0\u30b1\u30c3\u30c8\u540d\uff09<\/strong>\/*\"\r\n            ]\r\n        }\r\n    ]\r\n}<\/pre>\n<p>\u8a72\u5f53\u3059\u308b\u30d0\u30b1\u30c3\u30c8\u3092\u9078\u629e\u3057\u3066\u30da\u30fc\u30b8\u79fb\u52d5\u3057\u3001\u300c<strong>\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8833\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_21.png\" alt=\"\" width=\"640\" height=\"200\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_21.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_21-300x94.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u3059\u308b\u3068\u3001\u30d5\u30a1\u30a4\u30eb\u9078\u629e\u30c0\u30a4\u30a2\u30ed\u30b0\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f\u300c<strong>aws_personalize.csv<\/strong>\u300d\u3092\u9078\u629e\u3057\u3001\u30da\u30fc\u30b8\u4e0b\u90e8\u306b\u3042\u308b\u300c<strong>\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8835\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_23.png\" alt=\"\" width=\"264\" height=\"64\" \/><\/p>\n<p>\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001<code>aws_personalize.csv<\/code>\u304c\u4e00\u89a7\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8836\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_24.png\" alt=\"\" width=\"640\" height=\"139\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_24.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_24-300x65.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u3059\u308b\u3068\u8a73\u7d30\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u300c<strong>S3 URI<\/strong>\u300d\u306b\u66f8\u304b\u308c\u3066\u3044\u308b\u30c6\u30ad\u30b9\u30c8\u3092\u63a7\u3048\u3066\u304a\u304d\u307e\u3059\u3002\uff08\u5f8c\u3067\u3001<code>AWS Personalize<\/code> \u306e\u65b9\u3067\u6307\u5b9a\u3057\u307e\u3059\uff09<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8837\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_25.png\" alt=\"\" width=\"895\" height=\"326\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_25.png 895w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_25-300x109.png 300w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_25-768x280.png 768w\" sizes=\"auto, (max-width: 767px) 89vw, (max-width: 1000px) 54vw, (max-width: 1071px) 543px, 580px\" \/><\/p>\n<p>\u307e\u305f\u3001\u4eca\u306e\u72b6\u614b\u3067\u306f\u3053\u306e\u5f8c\u3067\u4f7f\u3046<code>AWS Personalize<\/code>\u304b\u3089\u306e\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u304c\u3064\u3044\u3066\u3044\u307e\u305b\u3093\u3002\u305d\u306e\u305f\u3081\u3001\u6b21\u306e\u624b\u9806\u3067\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u3064\u3051\u3066\u3042\u3052\u307e\u3059\u3002<\/p>\n<p>\u307e\u305a\u300c\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u300d\u30ea\u30f3\u30af\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8840\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_31.png\" alt=\"\" width=\"682\" height=\"49\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_31.png 682w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_31-300x22.png 300w\" sizes=\"auto, (max-width: 682px) 100vw, 682px\" \/><\/p>\n<p>\u79fb\u52d5\u5148\u306e\u30da\u30fc\u30b8\u306e\u4e2d\u306b\u3042\u308b\u300c\u30d0\u30b1\u30c3\u30c8\u30dd\u30ea\u30b7\u30fc\u300d\u306e\u300c\u7de8\u96c6\u3059\u308b\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8841\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_32.png\" alt=\"\" width=\"365\" height=\"114\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_32.png 365w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_32-300x94.png 300w\" sizes=\"auto, (max-width: 365px) 100vw, 365px\" \/><\/p>\n<p>\u30dd\u30ea\u30b7\u30fc\u306e\u4e2d\u3078\u4ee5\u4e0b\u306e<code>JSON<\/code>\u30b3\u30fc\u30c9\u3092\u5165\u529b\u3057\u3001\u4fdd\u5b58\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre><strong>{<\/strong>\r\n<strong>    \"Version\": \"2012-10-17\",<\/strong>\r\n<strong>    \"Id\": \"PersonalizeS3BucketAccessPolicy\",<\/strong>\r\n<strong>    \"Statement\": [<\/strong>\r\n<strong>        {<\/strong>\r\n<strong>            \"Sid\": \"PersonalizeS3BucketAccessPolicy\",<\/strong>\r\n<strong>            \"Effect\": \"Allow\",<\/strong>\r\n<strong>            \"Principal\": {<\/strong>\r\n<strong>                \"Service\": \"personalize.amazonaws.com\"<\/strong>\r\n<strong>            },<\/strong>\r\n<strong>            \"Action\": [<\/strong>\r\n<strong>                \"s3:GetObject\",<\/strong>\r\n<strong>                \"s3:ListBucket\"<\/strong>\r\n<strong>            ],<\/strong>\r\n<strong>            \"Resource\": [<\/strong>\r\n<strong>                \"arn:aws:s3:::\uff08\u3053\u3053\u3092\u3042\u306a\u305f\u306e\u30d0\u30b1\u30c3\u30c8\u540d\u306b\u5165\u308c\u304b\u3048\u308b\uff09\",<\/strong>\r\n<strong>                \"arn:aws:s3:::\uff08\u3053\u3053\u3092\u3042\u306a\u305f\u306e\u30d0\u30b1\u30c3\u30c8\u540d\u306b\u5165\u308c\u304b\u3048\u308b\uff09\/*\"<\/strong>\r\n<strong>            ]<\/strong>\r\n<strong>        }<\/strong>\r\n<strong>    ]<\/strong>\r\n<strong>}<\/strong><\/pre>\n<p>\u5165\u529b\u3057\u305f\u3068\u3053\u308d\u306e\u4f8b\u306f\u3053\u3061\u3089\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8842\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_33.png\" alt=\"\" width=\"433\" height=\"513\" \/><\/p>\n<p>\u306a\u304a\u3001\u3053\u306e\u90e8\u5206\u306b\u3064\u3044\u3066\u306f\u4ee5\u4e0b\u306e\u30da\u30fc\u30b8\u304c\u308f\u304b\u308a\u3084\u3059\u3044\u3067\u3059\u3002<\/p>\n<p>\ud83d\udcdd \u53c2\u8003URL\uff1a<a href=\"https:\/\/aws.amazon.com\/jp\/premiumsupport\/knowledge-center\/personalize-import-insufficient-privileges-s3-error\/\"> https:\/\/aws.amazon.com\/jp\/premiumsupport\/knowledge-center\/personalize-import-insufficient-privileges-s3-error\/<\/a><\/p>\n<h2>AWS Personalize\u3067\u6a5f\u68b0\u5b66\u7fd2\u3092\u3059\u308b<\/h2>\n<h3>\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b<\/h3>\n<p>\u3067\u306f\u3001\u7d9a\u3044\u3066\u6a5f\u68b0\u5b66\u7fd2\u306e\u90e8\u5206\u3067\u3059\u3002<br \/>\n\u5148\u307b\u3069\u3068\u540c\u3058\u304f\u30da\u30fc\u30b8\u4e0a\u90e8\u304b\u3089\u300c<strong>personalize<\/strong>\u300d\u3068\u691c\u7d22\u3057\u3066\u79fb\u52d5\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8848\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_14.png\" alt=\"\" width=\"640\" height=\"236\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_14.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_14-300x111.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u305d\u3057\u3066\u3001\u30da\u30fc\u30b8\u79fb\u52d5\u3057\u305f\u3089\u300c<strong>Get started<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8847\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_15.png\" alt=\"\" width=\"640\" height=\"170\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_15.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_15-300x80.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b0\u30eb\u30fc\u30d7\u540d\u3092\u5165\u529b\u3057\u3066\u300c<strong>Next<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8846\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_16.png\" alt=\"\" width=\"672\" height=\"353\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_16.png 672w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_16-300x158.png 300w\" sizes=\"auto, (max-width: 672px) 100vw, 672px\" \/><\/p>\n<p>\u8a73\u7d30\u3092\u5165\u529b\u3059\u308b\u30da\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u540d\u306b\u300c<strong>region<\/strong>\u300d\u3001\u305d\u3057\u3066\u3001<code>Schema<\/code>\u306f\u65b0\u3057\u304f\u300c<strong>basic-schema<\/strong>\u300d\u3068\u3044\u3046\u540d\u524d\u306e\u3082\u306e\u3092\u3064\u304f\u308a\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8845\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_17.png\" alt=\"\" width=\"640\" height=\"510\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_17.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_17-300x239.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u3067\u306f\u3001\u3053\u308c\u3067\u300cNext\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8844\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_18.png\" alt=\"\" width=\"304\" height=\"54\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_18.png 304w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_18-300x53.png 300w\" sizes=\"auto, (max-width: 304px) 100vw, 304px\" \/><\/p>\n<p>\u305d\u3057\u3066\u3001\u6b21\u306b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u60c5\u5831\u306e\u5165\u529b\u3067\u3059\u3002<br \/>\n\u307e\u305a<code>role<\/code>\u3092\u4f5c\u6210\u3057\u307e\u3059\u306e\u3067\u3001\u300c<strong>Create role<\/strong>\u300d\u3092\u9078\u629e\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8851\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_26.png\" alt=\"\" width=\"549\" height=\"178\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_26.png 549w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_26-300x97.png 300w\" sizes=\"auto, (max-width: 549px) 100vw, 549px\" \/><\/p>\n<p>\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30dd\u30c3\u30d7\u30a2\u30c3\u30d7\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u4eca\u56de\u306f\u5168\u3066\u306e\u30d0\u30b1\u30c3\u30c8\u3078\u306e\u6a29\u9650\u3092\u4e0e\u3048\u308b\u3053\u3068\u306b\u3057\u307e\u3059\u3002<\/p>\n<p>\u300c<strong>Any S3 bucket<\/strong>\u300d\u3092\u9078\u629e\u3057\u3066\u300c<strong>Create role<\/strong>\u300d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8850\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_27.png\" alt=\"\" width=\"640\" height=\"388\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_27.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_27-300x182.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u3053\u308c\u3067<code>role<\/code>\u304c\u4f5c\u6210\u3055\u308c\u305f\u306e\u3067\u3001\u5f8c\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u300c<strong>\u30a4\u30f3\u30dd\u30fc\u30c8\u4f5c\u696d\u540d<\/strong>\u300d\u3001\u305d\u3057\u3066\u3001\u5148\u307b\u3069<code>S3<\/code>\u3067\u53d6\u5f97\u3057\u305fURL\u3092\u5165\u529b\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8849\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_28.png\" alt=\"\" width=\"556\" height=\"594\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_28.png 556w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_28-281x300.png 281w\" sizes=\"auto, (max-width: 556px) 100vw, 556px\" \/><\/p>\n<p>\u305d\u3057\u3066\u6700\u5f8c\u306b\u300c<strong>Finish<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8852\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_29.png\" alt=\"\" width=\"311\" height=\"60\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_29.png 311w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_29-300x58.png 300w\" sizes=\"auto, (max-width: 311px) 100vw, 311px\" \/><\/p>\n<p>\u3059\u308b\u3068\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u300c<strong>\u4f5c\u696d\u4e2d\u3067\u3059\u3088\ud83d\udc4d<\/strong>\u300d\u3068\u3044\u3046\u8868\u793a\u304c\u73fe\u308c\u307e\u3059\u306e\u3067\u3001\u3057\u3070\u3089\u304f\u30d2\u30ab\u30eb\u304f\u3093\u3084\u30a8\u30ac\u3061\u3083\u3093\u306d\u308b\u3067\u3082\u898b\u3066\u6642\u9593\u3092\u3064\u3076\u3057\u3066\u304f\u3060\u3055\u3044\ud83d\ude02<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8853\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_34.png\" alt=\"\" width=\"229\" height=\"245\" \/><\/p>\n<p>\u305d\u3057\u3066\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb<\/p>\n<p>\u6642\u9593\u304c\u7d4c\u3063\u3066\u3001<code>Active<\/code>\u3068\u3044\u3046\u8868\u793a\u306b\u306a\u3063\u305f\u3089\u30a4\u30f3\u30dd\u30fc\u30c8\u306f\u5b8c\u4e86\u3067\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8854\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_36.png\" alt=\"\" width=\"230\" height=\"90\" \/><\/p>\n<h3>\u5b66\u7fd2\u30c7\u30fc\u30bf\uff08solution\uff09\u3092\u3064\u304f\u308b<\/h3>\n<p>\u3067\u306f\u3001\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u305f\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u5b66\u7fd2\u6e08\u307f\u30c7\u30fc\u30bf\u300c<strong>Solution<\/strong>\u300d\u3092\u3064\u304f\u3063\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u540c\u3058\u30da\u30fc\u30b8\u306b\u3042\u308b\u300c<strong>Solution<\/strong>\u300d\u306e\u9805\u76ee\u306b\u300c<strong>Start<\/strong>\u300d\u30dc\u30bf\u30f3\u304c\u8868\u793a\u3055\u308c\u3066\u3044\u308b\u3068\u601d\u3044\u307e\u3059\u306e\u3067\u3001\u3053\u308c\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8865\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_37.png\" alt=\"\" width=\"229\" height=\"93\" \/><\/p>\n<p>\u3059\u308b\u3068\u3001\u5b66\u7fd2\u65b9\u6cd5\u3092\u9078\u629e\u3059\u308b\u30da\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u9069\u5f53\u306a\u540d\u524d\u3092\u5165\u529b\u3057\u3001\u300c<strong>aws-user-personalization<\/strong>\u300d\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8866\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_38.png\" alt=\"\" width=\"636\" height=\"283\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_38.png 636w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_38-300x133.png 300w\" sizes=\"auto, (max-width: 636px) 100vw, 636px\" \/><\/p>\n<p>\u9078\u629e\u304c\u7d42\u308f\u3063\u305f\u3089\u3001\u300c<strong>Next<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8863\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_39.png\" alt=\"\" width=\"200\" height=\"57\" \/><\/p>\n<p>\u78ba\u8a8d\u30da\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u300c<strong>Finish<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8862\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_40.png\" alt=\"\" width=\"315\" height=\"60\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_40.png 315w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_40-300x57.png 300w\" sizes=\"auto, (max-width: 315px) 100vw, 315px\" \/><\/p>\n<p>\u3059\u308b\u3068\u307e\u305f\u3001\u300c<strong>\u4f5c\u696d\u4e2d\u3067\u3059\u3088\ud83d\udc4d<\/strong>\u300d\u72b6\u614b\u306b\u306a\u308b\u306e\u3067\u3001\u671d\u5009\u672a\u6765\u3055\u3093\u3084\u3051\u3044\u3061\u3087\u3093\u30c1\u30e3\u30f3\u30cd\u30eb\u3067\u3082\u898b\u306a\u304c\u3089\u6642\u9593\u3092\u5f85\u3063\u3066\u304f\u3060\u3055\u3044\u3002\uff08\u79c1\u306e\u5834\u5408\u300130\u5206\u3050\u3089\u3044\u304b\u304b\u308a\u307e\u3057\u305f\uff09<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8861\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_41.png\" alt=\"\" width=\"219\" height=\"89\" \/><\/p>\n<p>\u5b8c\u4e86\u3057\u305f\u3089\u3001\u6b21\u306f<code>Campaign<\/code>\u3067\u3059\u3002<\/p>\n<h2>API\u304c\u4f7f\u3048\u308b\u3088\u3046\u306b\u3059\u308b\uff08Campaign\uff09<\/h2>\n<p>\u6a5f\u68b0\u5b66\u7fd2\u30c7\u30fc\u30bf\u3092\u4f5c\u3063\u3066\u3082\u305d\u306e\u307e\u307e\u3067\u306f\u3001API\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u305b\u3093\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u6b21\u306f<code>Laravel<\/code>\u304b\u3089<code>AWS Personalize<\/code>\u306b\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u5c02\u7528API\u3092\u4f5c\u3063\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u5148\u307b\u3069\u306e<code>Solution<\/code>\u306e\u3059\u3050\u53f3\u5074\u306b<code>Campaign<\/code>\u306e\u9805\u76ee\u304c\u3042\u308b\u306e\u3067\u3001\u300c<strong>Create campaign<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p>\u3059\u308b\u3068\u3001\u8a73\u7d30\u30da\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u308b\u306e\u3067\u3001\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u540d\u3092\u5165\u529b\u3001\u3055\u3089\u306b\u5148\u307b\u3069\u4f5c\u6210\u3057\u305f<code>Solution<\/code>\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8872\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_43.png\" alt=\"\" width=\"606\" height=\"480\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_43.png 606w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_43-300x238.png 300w\" sizes=\"auto, (max-width: 606px) 100vw, 606px\" \/><\/p>\n<p>\u305d\u3057\u3066\u3001\u30da\u30fc\u30b8\u4e0b\u90e8\u306b\u3042\u308b\u300c<strong>Create campaign<\/strong>\u300d\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8871\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_44.png\" alt=\"\" width=\"263\" height=\"55\" \/><\/p>\n<p>\u3059\u308b\u3068\u3001\u3084\u306f\u308a\u300c<strong>\u4f5c\u696d\u4e2d\u3067\u3059\u3088\ud83d\udc4d<\/strong>\u300d\u306b\u306a\u308a\u307e\u3059\u306e\u3067\u3001\u5c11\u3057\u5f85\u3061\u307e\u3059\uff08\u4eca\u56de\u306f\u8868\u793a\u304c\u9055\u3046\u306e\u3067\u5206\u304b\u308a\u306b\u304f\u3044\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u304c\u3001\u6bd4\u8f03\u7684\u3059\u3050\u7d42\u308f\u308a\u307e\u3059\u306e\u3067YouTube\u306f\u898b\u306a\u3044\u307b\u3046\u304c\u3044\u3044\u3067\u3059\ud83d\ude02\uff09<\/p>\n<p>\u305d\u3057\u3066\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb<\/p>\n<p>\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306e\u4f5c\u6210\u304c\u5b8c\u4e86\u3059\u308b\u3068\u3001\u3059\u3050\u4e0b\u306b\u30c6\u30b9\u30c8\u3067\u304d\u308b\u30bb\u30af\u30b7\u30e7\u30f3\u304c\u3067\u308b\u306e\u3067\u3001<code>Tokyo<\/code>\u3068\u5165\u529b\u3057\u3066\u6771\u4eac\u306b\u4f4f\u3093\u3067\u308b\u4eba\u305f\u3061\u306e\u300c<strong>\u3053\u308c\u597d\u304d\u3067\u3057\u3087\u2753<\/strong>\u300d\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8875\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_46.png\" alt=\"\" width=\"640\" height=\"398\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_46.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_46-300x187.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u3059\u308b\u3068\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8874\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_47.png\" alt=\"\" width=\"557\" height=\"361\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_47.png 557w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_47-300x194.png 300w\" sizes=\"auto, (max-width: 557px) 100vw, 557px\" \/><\/p>\n<p>\u306f\u3044\u2757<\/p>\n<p>\u3059\u3050\u4e0b\u306b<code>Recommendation<\/code>\u30bb\u30af\u30b7\u30e7\u30f3\u304c\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u3002<br \/>\n\u3069\u3046\u3084\u3089<code>Score<\/code>\u306f\u300c<strong>\u3088\u308a\u304a\u3059\u3059\u3081<\/strong>\u300d\u6307\u6570\u306e\u3088\u3046\u3067\u3059\u306d\u3002<\/p>\n<p>\u3053\u308c\u3067\u6a5f\u68b0\u5b66\u7fd2\u90e8\u5206\u306f\u5b8c\u4e86\u3067\u3059\ud83d\ude0a<\/p>\n<p>\u306a\u304a\u3001\u540c\u3058\u30da\u30fc\u30b8\u306b<code>ARN<\/code>\uff08Amazon \u30ea\u30bd\u30fc\u30b9\u30cd\u30fc\u30e0\uff09\u304c\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002<br \/>\n\u6b21\u306e\u9805\u76ee\u3067\u5fc5\u8981\u306b\u306a\u308b\u306e\u3067\u3001\u3053\u306e\u6587\u5b57\u5217\u3092\u63a7\u3048\u3066\u304a\u3044\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8870\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_45.png\" alt=\"\" width=\"618\" height=\"308\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_45.png 618w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_45-300x150.png 300w\" sizes=\"auto, (max-width: 618px) 100vw, 618px\" \/><\/p>\n<h1>Laravel\u304b\u3089AWS Personalize\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u304a\u3059\u3059\u3081\u30c7\u30fc\u30bf\u53d6\u5f97\u3059\u308b<\/h1>\n<h2>\u8a8d\u8a3c\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b<\/h2>\n<p><code>Laravel<\/code>\u304b\u3089<code>AWS<\/code>\u306eAPI\u306b\u63a5\u7d9a\u3059\u308b\u306b\u306f\u3001\u8a8d\u8a3c\u60c5\u5831\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u5148\u306b<code>AWS<\/code>\u304b\u3089\u300c<strong>\u30a2\u30af\u30bb\u30b9\u30ad\u30fcID<\/strong>\u300d\u3068\u300c<strong>\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u30a2\u30af\u30bb\u30b9\u30ad\u30fc<\/strong>\u300d\u3092\u53d6\u5f97\u3057\u3066<code>.env<\/code>\u3078\u8a2d\u7f6e\u3057\u3066\u304a\u3044\u3066\u304f\u3060\u3044\u3002<\/p>\n<p>\ud83d\udcdd \u53c2\u8003URL\uff1a\u00a0<a href=\"https:\/\/blog.capilano-fw.com\/?p=8045#i-2\" target=\"_blank\" rel=\"noopener\">\u30a2\u30af\u30bb\u30b9\u30ad\u30fc\uff06\u79d8\u5bc6\u30ad\u30fc\u3092\u53d6\u5f97\u3059\u308b<\/a><\/p>\n<p><strong>.env<\/strong><\/p>\n<pre><strong>AWS_ACCESS_KEY_ID=\"\uff08\u3053\u3053\u306b\u30a2\u30af\u30bb\u30b9\u30ad\u30fcID\uff09\"<\/strong>\r\n<strong>AWS_SECRET_ACCESS_KEY=\"\uff08\u3053\u3053\u306b\u30b7\u30fc\u30af\u30ec\u30c3\u30c8\u30a2\u30af\u30bb\u30b9\u30ad\u30fc\uff09\"\r\nAWS_DEFAULT_REGION=ap-northeast-1<\/strong><\/pre>\n<p>\u203b \u3053\u308c\u3089\u306e\u30ad\u30fc\u306f\u3059\u3067\u306b<code>.env<\/code>\u306b\u5b58\u5728\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001\u5148\u307b\u3069<code>Campaign<\/code>\u3092\u4f5c\u6210\u3057\u305f\u3068\u304d\u306b\u53d6\u5f97\u3057\u305f<code>ARN<\/code>\u3082\u3053\u3053\u306b\u66f8\u304d\u8fbc\u3093\u3067\u304a\u304d\u307e\u3057\u3087\u3046\u3002<\/p>\n<pre><strong>AWS_RECOMMENDATION_ARN=\"arn:aws:personalize:ap-northeast-1:***********************:\"<\/strong><\/pre>\n<h2>\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30fc\u3092\u3064\u304f\u308b<\/h2>\n<p>\u3067\u306f\u3001\u30b3\u30f3\u30c8\u30ed\u30fc\u30e9\u30fc\u3067\u3059\u3002<br \/>\n\u4ee5\u4e0b\u306e\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n<pre><strong>php artisan make:controller AwsPersonalizeController<\/strong><\/pre>\n<p>\u3059\u308b\u3068\u30d5\u30a1\u30a4\u30eb\u304c\u4f5c\u6210\u3055\u308c\u308b\u306e\u3067\u3001\u4e2d\u8eab\u3092\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u5909\u66f4\u3057\u307e\u3059\u3002<\/p>\n<p><strong>app\/Http\/Controllers\/GoogleAnalyticsController.php<\/strong><\/p>\n<pre>&lt;?php\r\n\r\nnamespace App\\Http\\Controllers;\r\n\r\n<strong>use Aws\\PersonalizeRuntime\\PersonalizeRuntimeClient;<\/strong>\r\nuse Illuminate\\Http\\Request;\r\n\r\nclass AwsPersonalizeController extends Controller\r\n{\r\n    <strong>public function get_recommendations() {<\/strong>\r\n\r\n<strong>        $user_id = 'Tokyo'; \/\/ \ud83d\udc48 Tokyo\u306b\u4f4f\u3093\u3067\u3044\u308b\u4eba\u3078\u306e\u304a\u3059\u3059\u3081\u3092\u53d6\u5f97\u3057\u307e\u3059<\/strong>\r\n<strong>        $client = new PersonalizeRuntimeClient([<\/strong>\r\n<strong>            'region' =&gt; 'ap-northeast-1',<\/strong>\r\n<strong>            'version' =&gt; 'latest'<\/strong>\r\n<strong>        ]);<\/strong>\r\n<strong>        $result = $client-&gt;getRecommendations([<\/strong>\r\n<strong>            'campaignArn' =&gt; env('AWS_RECOMMENDATION_ARN'),<\/strong>\r\n<strong>            'userId' =&gt; $user_id,<\/strong>\r\n<strong>        ]);<\/strong>\r\n\r\n<strong>        $recommendations = $result-&gt;get('itemList');<\/strong>\r\n\r\n<strong>        foreach($recommendations as $recommendation) {<\/strong>\r\n\r\n<strong>            $item_id = $recommendation['itemId'];<\/strong>\r\n<strong>            $score = $recommendation['score'];<\/strong>\r\n<strong>            $url = 'https:\/\/blog.capilano-fw.com\/?p='. $item_id;<\/strong>\r\n\r\n<strong>            echo '&lt;a href=\"'. $url .'\" target=\"_blank\"&gt;'. $url .'&lt;\/a&gt;&lt;br&gt;Score: '. $score .'&lt;hr&gt;';<\/strong>\r\n\r\n<strong>        }<\/strong>\r\n\r\n<strong>    }<\/strong>\r\n}<\/pre>\n<p>\u3053\u306e\u4e2d\u3067\u306f\u3001\u300c<strong>Tokyo\u306b\u4f4f\u3093\u3067\u3044\u308b\u3078\u306e\u304a\u3059\u3059\u3081<\/strong>\u300d\u53d6\u5f97\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u305f\u3081\u3001\u5b9f\u969b\u306e\u904b\u7528\u3067\u306f <a href=\"https:\/\/ipinfo.io\/\" target=\"_blank\" rel=\"noopener\">ipinfo.io<\/a> \u306a\u3069\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u30a2\u30af\u30bb\u30b9\u3057\u305f\u4eba\u304c\u3069\u306e\u5730\u65b9\u306b\u3044\u308b\u304b\u3092\u53d6\u5f97\u3057\u3001\u305d\u308c\u3092<code>$user_id<\/code>\u3068\u3057\u3066\u304a\u3059\u3059\u3081\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h2>\u30eb\u30fc\u30c8\u3092\u8ffd\u52a0\u3059\u308b<\/h2>\n<p>\u7d9a\u3044\u3066\u30eb\u30fc\u30c8\u3067\u3059\u3002<\/p>\n<p><strong>routes\/web.php<\/strong><\/p>\n<pre><strong>use \\App\\Http\\Controllers\\AwsPersonalizeController;<\/strong>\r\n\r\n\/\/ \u7701\u7565\r\n\r\n<strong>Route::prefix('aws_personalize')-&gt;group(function(){<\/strong>\r\n\r\n<strong>    Route::get('get_recommendations', [AwsPersonalizeController::class, 'get_recommendations']);<\/strong>\r\n\r\n<strong>});<\/strong><\/pre>\n<p>\u3053\u308c\u3067\u5168\u3066\u304c\u5b8c\u4e86\u3057\u307e\u3057\u305f\u2757<\/p>\n<h1>\u30c6\u30b9\u30c8\u3057\u3066\u307f\u308b<\/h1>\n<p>\u3067\u306f\u3001\u5b9f\u969b\u306b\u30d6\u30e9\u30a6\u30b6\u3067\u30a2\u30af\u30bb\u30b9\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u2757<\/p>\n<p>\u30d6\u30e9\u30a6\u30b6\u3067\u300c<strong>http:\/\/*****\/aws_personalize\/get_recommendations<\/strong>\u300d\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002<\/p>\n<p>\u3059\u308b\u3068\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8881\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_49.png\" alt=\"\" width=\"318\" height=\"392\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_49.png 318w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_49-243x300.png 243w\" sizes=\"auto, (max-width: 318px) 100vw, 318px\" \/><\/p>\n<p>\u30b9\u30b3\u30a2\u4ed8\u304d\u3067\u30ea\u30f3\u30af\u304c\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u2757<br \/>\n\u3067\u306f\u3001\u6b21\u306b<code>Tokyo<\/code>\u3092<code>Kanagawa<\/code>\u306b\u5909\u3048\u3066\u30ea\u30ed\u30fc\u30c9\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<p>\u3059\u308b\u3068\u30fb\u30fb\u30fb\u30fb\u30fb\u30fb<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8882\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_50.png\" alt=\"\" width=\"328\" height=\"367\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_50.png 328w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/03\/aws_personalize_50-268x300.png 268w\" sizes=\"auto, (max-width: 328px) 100vw, 328px\" \/><\/p>\n<p>\u306f\u3044\u2757<br \/>\n\u5185\u5bb9\u306e\u9055\u3046\u304a\u3059\u3059\u3081\u30da\u30fc\u30b8\u304c\u8868\u793a\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p>\u6210\u529f\u3067\u3059\ud83d\ude0a\uff08\u7cbe\u5ea6\u3068\u3057\u3066\u3082\u300c<strong>\u3053\u3093\u306a\u611f\u3058\u3060\u308d\u3046\u306a<\/strong>\u300d\u3068\u3044\u3046\u30e9\u30a4\u30f3\u30ca\u30c3\u30d7\u306b\u306a\u3063\u3066\u3044\u307e\u3057\u305f\ud83d\udc4d\uff09<\/p>\n<h1>\u4f01\u696d\u69d8\u3078\u306e\u3054\u63d0\u6848<\/h1>\n<p>\u4eca\u56de\u306e<code>AWS Personalize<\/code>\u3067\u4f55\u304c\u3067\u304d\u308b\u304b\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u305f\u3002<br \/>\n\u305c\u3072\u6c17\u306b\u306a\u308b\u3082\u306e\u304c\u3042\u308a\u307e\u3057\u305f\u3089\u3001\u304a\u6c17\u8efd\u306b\u3054\u76f8\u8ac7\u304f\u3060\u3055\u3044\ud83d\udc4d<\/p>\n<ul>\n<li>\u904e\u53bb\u306e\u58f2\u4e0a\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u5e74\u9f62\u30fb\u6027\u5225\u30fb\u5bb6\u65cf\u69cb\u6210\u306a\u3069\u3092\u53d6\u308a\u51fa\u3057\u300c\u3069\u306e\u5546\u54c1\u3092\u63d0\u6848\u3059\u308c\u3070\u6c17\u306b\u3044\u3063\u3066\u3082\u3089\u3044\u3084\u3059\u3044\u304b\u300d\u3092\u5272\u308a\u51fa\u3059<\/li>\n<li>\u6642\u9593\u5e2f\u3067\u533a\u5207\u3063\u305f\u58f2\u4e0a\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u300c\u3053\u306e\u6642\u9593\u5e2f\u306f\u25cf\u25cf\u304c\u58f2\u308c\u3084\u3059\u3044\u304b\u300d\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b<\/li>\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u5c45\u4f4f\u5730\uff08\u90fd\u9053\u5e9c\u770c\u3084\u5e02\u533a\u753a\u6751\uff09\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3088\u304f\u95b2\u89a7\u3055\u308c\u3066\u3044\u308b\u30da\u30fc\u30b8\u3092\u8abf\u3079\u308b<\/li>\n<li>\u904e\u53bb\u306e\u5929\u6c17\u3084\u6e29\u5ea6\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u3001\u300c\u6674\u308c\u306e\u65e5\u306f\u3053\u308c\u304c\u58f2\u308c\u308b\u300d\u300c\u5bd2\u3044\u65e5\u306f\u610f\u5916\u3068\u3053\u3068\u304c\u4eba\u6c17\u306b\u306a\u308b\u300d\u306a\u3069\u3092\u898b\u3064\u3051\u51fa\u3059<\/li>\n<li>\u30de\u30c3\u30c1\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3067\u3001\u300c\u3053\u3046\u3044\u3046\u7d4c\u6b74\u306e\u4eba\u306f\u3053\u3046\u3044\u3046\u4eba\u3068\u30de\u30c3\u30c1\u30f3\u30b0\u3057\u3084\u3059\u3044\u300d\u306a\u3069<\/li>\n<\/ul>\n<h1>\u53c2\u8003\u306b\u3057\u305f\u30da\u30fc\u30b8<\/h1>\n<p>\u4eca\u56de\u306e\u958b\u767a\u3092\u3059\u308b\u306b\u5f53\u305f\u3063\u3066\u4ee5\u4e0b\uff13\u3064\u306e\u30da\u30fc\u30b8\u3092\u53c2\u8003\u306b\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3057\u305f\u3002\u7279\u306b<code>DevelopersIO<\/code>\u3055\u3093\u306e\u65b9\u306f\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8\u307e\u3067\u7528\u610f\u3057\u3066\u304f\u308c\u3066\u3044\u305f\u306e\u3067\u3068\u3066\u3082\u52a9\u304b\u308a\u307e\u3057\u305f\uff01<\/p>\n<p><a href=\"https:\/\/aws.amazon.com\/jp\/blogs\/aws\/amazon-personalize-real-time-personalization-and-recommendation-for-everyone\/\" target=\"_blank\" rel=\"noopener\">Amazon Personalize \u2013 Real-Time Personalization and Recommendation for Everyone<\/a>\uff08\u672c\u5bb6\u306e\u30d6\u30ed\u30b0\uff09<\/p>\n<p><a href=\"https:\/\/docs.aws.amazon.com\/ja_jp\/personalize\/latest\/dg\/getting-started-console.html\" target=\"_blank\" rel=\"noopener\">AWS Personalize \uff1a \u958b\u59cb\u65b9\u6cd5<\/a>\uff08\u3053\u308c\u3082\u672c\u5bb6\uff09<\/p>\n<p><a href=\"https:\/\/dev.classmethod.jp\/articles\/yoshim-amazon-personalize-tutorial\/\" target=\"_blank\" rel=\"noopener\">Amazon Personalize\u3092\u4f7f\u3063\u3066\u307f\u305f<\/a>\uff08DevelopersIO\uff09<\/p>\n<p>\u5148\u4eba\u305f\u3061\u306b\u611f\u8b1d\u2757<br \/>\n\u6709\u76ca\u306a\u60c5\u5831\u3001\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002m(_ _)m<\/p>\n<h1>\u3061\u306a\u307f\u306b\uff1a\u4eca\u56de\u306e\u304b\u304b\u3063\u305f\u6599\u91d1<\/h1>\n<p>\u3061\u306a\u307f\u306b\u4eca\u56de\u306f\uff08\uff11\u56de\u76ee\u9593\u9055\u3048\u305f\u306e\u3067\uff09\u5408\u8a08\uff12\u56de\u6a5f\u68b0\u5b66\u7fd2\u3092\u3057\u307e\u3057\u305f\u3002<br \/>\n\u305d\u3057\u3066\u3001\u305d\u306e\u6599\u91d1\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3057\u305f\u3002<\/p>\n<p><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-8922\" style=\"border: 3px solid #000;\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/04\/laravel_detect_inappropriate_51.png\" alt=\"\" width=\"640\" height=\"188\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/04\/laravel_detect_inappropriate_51.png 640w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2021\/04\/laravel_detect_inappropriate_51-300x88.png 300w\" sizes=\"auto, (max-width: 640px) 100vw, 640px\" \/><\/p>\n<p>\u5b9f\u73fe\u3067\u304d\u308b\u3053\u3068\u3068\u6bd4\u3079\u308b\u3068\u30db\u30f3\u30c8\u683c\u5b89\u3067\u3059\u3088\u306d\ud83d\udc4d<\/p>\n<h1>\u304a\u308f\u308a\u306b<\/h1>\n<p>\u3068\u3044\u3046\u3053\u3068\u3067\u3001\u4eca\u56de\u306f<code>AWS Personalize<\/code>\u3092\u4f7f\u3063\u3066\u300c<strong>\u3053\u308c\u597d\u304d\u3067\u3057\u3087<\/strong>\u2753\u300d\u6a5f\u80fd\u3092\u4f5c\u3063\u3066\u307f\u307e\u3057\u305f\u3002<\/p>\n<p><code>AWS<\/code>\u306f<code>EC2<\/code>\u3084<code>S3<\/code>\u3070\u304b\u308a\u3067\u4ed6\u306e\u3082\u306e\u3092\u3042\u307e\u308a\u4f7f\u3063\u305f\u3053\u3068\u304c\u3042\u308a\u307e\u305b\u3093\u3067\u3057\u305f\u304c\u3001\u4eca\u56de\u5ff5\u9858\u306e\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3057\u305f\u3002<\/p>\n<p>\u306a\u304a\u3001\u96d1\u611f\u3068\u3057\u3066\u306f\u3053\u3046\u3044\u3063\u305f\u6a5f\u68b0\u5b66\u7fd2\u30fbAI\u306f\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u306b\u306a\u3063\u3066\u304f\u308b\u306e\u3067\u3001\u3084\u306f\u308a<strong>\u898f\u6a21\u306e\u5927\u304d\u3044\u4f01\u696d\u304c\u6709\u5229\u3060\u308d\u3046\u306a<\/strong>\u3068\u3044\u3046\u6c17\u304c\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>\u3068\u3044\u3046\u306e\u3082\u3001\u898f\u6a21\u304c\u5c0f\u3055\u3044\u3068\u30c7\u30fc\u30bf\u305d\u306e\u3082\u306e\u306e\u91cf\u3082\u591a\u304f\u306a\u308a\u306b\u304f\u3044\u3067\u3059\u3057\u3001\u305f\u304f\u3055\u3093\u306e\u6761\u4ef6\u4e0b\u306e\u30c7\u30fc\u30bf\u3067\u306f\u306a\u3044\u306e\u3067\u504f\u308a\u542b\u307e\u308c\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u304b\u3089\u3067\u3059\u3002<\/p>\n<p>\u305d\u3046\u8003\u3048\u308b\u3068\u3001\u3084\u306f\u308a<strong>\u65e5\u9803\u304b\u3089\u4f55\u304b\u3068\u30c7\u30fc\u30bf\u306f\u6b8b\u3057\u3066\u304a\u304f\u3079\u304d<\/strong>\u3068\u3044\u3046\u3053\u3068\u306b\u306a\u308b\u306e\u3067\u3001\u3053\u308c\u3082\u5148\u65e5\u5225\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3055\u3093\u304b\u3089\u6559\u3048\u3066\u3044\u305f\u3060\u3044\u305f <a href=\"https:\/\/obniz.com\/ja\/\" target=\"_blank\" rel=\"noopener\">Obniz<\/a> \u306e\u3088\u3046\u306a\u30ad\u30c3\u30c8\u3092\u4f7f\u3063\u3066\u30c7\u30fc\u30bf\u3092\u300c<strong>\u8caf\u91d1<\/strong>\u300d\u3057\u3066\u3044\u304f\u3053\u3068\u304c\u4eca\u5f8c\u306e\u6226\u7565\u3068\u3057\u3066\u306f\u6b63\u3057\u3044\u306e\u304b\u3082\u3057\u308c\u307e\u305b\u3093\u3002<\/p>\n<p>\u305c\u3072\u7686\u3055\u3093\u3082\u300c\u3053\u308c\u597d\u304d\u3067\u3057\u3087\uff1f\u300d\u6a5f\u80fd\u3092\u8a66\u3057\u3066\u307f\u3066\u304f\u3060\u3055\u3044\u306d\u3002<\/p>\n<p>\u3067\u306f\u3067\u306f\u301c\u2757<\/p>\n<p style=\"text-align: center;\"><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-4445 aligncenter\" src=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2019\/08\/no_2.png\" alt=\"\" width=\"370\" height=\"310\" srcset=\"https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2019\/08\/no_2.png 370w, https:\/\/blog.capilano-fw.com\/wp-content\/uploads\/2019\/08\/no_2-300x251.png 300w\" sizes=\"auto, (max-width: 370px) 100vw, 370px\" \/>\u300c\u4e88\u60f3\u4ee5\u4e0a\u306b\u8a18\u4e8b\u306e\u30dc\u30ea\u30e5\u30fc\u30e0\u304c<br \/>\n\u5927\u304d\u304f\u306a\u3063\u3066\u3057\u307e\u3044\u307e\u3057\u305f\ud83d\udca6\u300d<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3055\u3066\u3055\u3066\u3001\u73fe\u5728AWS\u3068\u3044\u3048\u3070Amazon\u304c\u63d0\u4f9b\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u6709\u540d\u306a\u5b58\u5728\u306b\u306a\u308a\u307e\u3057\u305f\u3002 \u79c1\u3082\u305a\u3063\u3068\u6ce8\u76ee\u3057\u3066\u3044\u305f\u306e\u3067\u3059\u304c\u3001\u3042\u3044\u306b\u304fAWS\u3092\u30ac\u30c3\u30c4\u30ea\u4f7f\u3046\u3068 &hellip; <\/p>\n<p class=\"link-more\"><a href=\"https:\/\/blog.capilano-fw.com\/?p=8807\" class=\"more-link\"><span class=\"screen-reader-text\">&#8220;Laravel + AWS Personalize \u3067\u300c\u304a\u5ba2\u3055\u3093\u30b3\u30ec\u597d\u304d\u3067\u3057\u3087\uff1f\u300d\u6a5f\u80fd\u3092\u3064\u304f\u308b&#8221; \u306e<\/span>\u7d9a\u304d\u3092\u8aad\u3080<\/a><\/p>\n","protected":false},"author":1,"featured_media":8878,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[233,3],"tags":[40],"class_list":["post-8807","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-aws","category-laravel","tag-40"],"_links":{"self":[{"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=\/wp\/v2\/posts\/8807","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=8807"}],"version-history":[{"count":19,"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=\/wp\/v2\/posts\/8807\/revisions"}],"predecessor-version":[{"id":10321,"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=\/wp\/v2\/posts\/8807\/revisions\/10321"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=\/wp\/v2\/media\/8878"}],"wp:attachment":[{"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=8807"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=8807"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/blog.capilano-fw.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=8807"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}