{"id":1104,"date":"2023-04-13T08:19:51","date_gmt":"2023-04-12T23:19:51","guid":{"rendered":"http:\/\/edu.ujhb.org\/?p=1104"},"modified":"2023-04-13T08:19:51","modified_gmt":"2023-04-12T23:19:51","slug":"gcloud%e5%85%a5%e9%96%80%ef%bc%88%e6%97%a5%e6%9c%ac%e8%aa%9e%e7%89%88%ef%bc%89","status":"publish","type":"post","link":"https:\/\/edu.ujhb.org\/?p=1104","title":{"rendered":"gCloud\u5165\u9580\uff08\u65e5\u672c\u8a9e\u7248\uff09"},"content":{"rendered":"\n<p>\u4ee5\u4e0b\u3092\u542b\u3080\u304c\u3053\u308c\u3089\u306b\u9650\u5b9a\u3055\u308c\u306a\u3044\u3001gCloud\u306b\u95a2\u3059\u308b\u30d3\u30c7\u30aa\u3092\u4f5c\u6210\u3057\u307e\u3059 Bigquery Firebase GA4 VM GKE Storage \u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0 \u30b3\u30e9\u30dc\u9802\u70b9 spreedsheet dataportal \u6700\u9069\u5316 \u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u30b7\u30ea\u30fc\u30ba \u6700\u521d\u306b\u8aac\u660e\u3059\u308b\u5185\u5bb9\u306e\u30ea\u30b9\u30c8\u3092\u6559\u3048\u3066\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>\u52d5\u753b\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u4f5c\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u8a00\u53ca\u3057\u305fgCloud\u95a2\u9023\u306e\u30c8\u30d4\u30c3\u30af\u306e\u6982\u8981\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Bigquery: \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u89e3\u6790\u30c4\u30fc\u30eb\u3001\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u65b9\u6cd5\u3068\u30af\u30a8\u30ea\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Firebase: \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u8a8d\u8a3c\u3001\u30af\u30e9\u30a6\u30c9 \u30b9\u30c8\u30ec\u30fc\u30b8\u3001SCF \u306a\u3069\u306e\u30e2\u30d0\u30a4\u30eb \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6982\u8981\u3002<\/li>\n\n\n\n<li>GA4: \u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u306e Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u3001\u65b0\u3057\u3044\u5206\u6790\u30c4\u30fc\u30eb\u306e\u8a2d\u5b9a\u65b9\u6cd5\u3068\u4f7f\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>VM: \u4eee\u60f3\u30de\u30b7\u30f3\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30a8\u30f3\u30b8\u30f3\u306e\u69cb\u6210\u65b9\u6cd5\u3068\u4f7f\u7528\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>GKE: Kubernetes \u30a8\u30f3\u30b8\u30f3\u3092\u7d39\u4ecb\u3057\u3001\u30b3\u30f3\u30c6\u30ca\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092 Google Cloud \u306b\u30c7\u30d7\u30ed\u30a4\u3057\u3066\u7ba1\u7406\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8: \u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u3084\u30d5\u30a1\u30a4\u30eb\u30b9\u30c8\u30a2\u306a\u3069\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u542b\u3080\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8: \u30c0\u30a4\u30a2\u30ed\u30b0\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0: Google \u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3057\u3066\u30a2\u30f3\u30b1\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Colab: Jupyter Notebook \u306e\u30af\u30e9\u30a6\u30c9\u7248\u3068\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u6a5f\u68b0\u5b66\u7fd2\u306b Colab \u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9802\u70b9: \u81ea\u52d5\u5316\u3055\u308c\u305f\u6a5f\u68b0\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3001\u305d\u308c\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u3092\u4f5c\u6210\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u7ba1\u7406\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Spreedsheet:\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u5b9f\u884c\u3067\u304d\u308bGoogle\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7d39\u4ecb\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb: \u30c7\u30fc\u30bf \u30dd\u30fc\u30bf\u30eb\u3068\u30c7\u30fc\u30bf \u30ea\u30bd\u30fc\u30b9\u306e\u7ba1\u7406\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf \u30dd\u30fc\u30bf\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30af\u30e9\u30a6\u30c9\u5185\u306e\u30c7\u30fc\u30bf\u3092\u5171\u6709\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u6700\u9069\u5316: \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u6700\u9069\u5316\u30c4\u30fc\u30eb\u3068\u3001\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u3092\u4f7f\u7528\u3057\u3066 A\/B \u30c6\u30b9\u30c8\u3068\u6700\u9069\u5316\u3092\u884c\u3046\u65b9\u6cd5\u306b\u3064\u3044\u3066\u8aac\u660e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306e\u6982\u8981\u3068\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3068\u5206\u6790\u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u65b9\u6cd5\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>360 \u30b7\u30ea\u30fc\u30ba: \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 360\u3001\u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360\u3001\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360 \u306a\u3069\u3001Google \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u5411\u3051\u306e 360 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3053\u306e\u60c5\u5831\u304c\u304a\u5f79\u306b\u7acb\u3066\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Cloud \u306e Bigquery \u306b\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Cloud \u306e BigQuery \u306f\u3001\u9ad8\u901f\u3067\u8cbb\u7528\u5bfe\u52b9\u679c\u306e\u9ad8\u3044\u5927\u898f\u6a21\u306a\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u304a\u3088\u3073\u5206\u6790\u30a8\u30f3\u30b8\u30f3\u3067\u3059\u3002 \u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6570\u79d2\u3067\u51e6\u7406\u3067\u304d\u3001\u9ad8\u6027\u80fd\u3067\u5f37\u529b\u306aSQL\u30af\u30a8\u30ea\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u8907\u6570\u306e\u30c7\u30fc\u30bf\u5f62\u5f0f\u3068\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u30a4\u30f3\u30dd\u30fc\u30c8\u3001ETL(\u62bd\u51fa-\u5909\u63db-\u30ed\u30fc\u30c9)\u3001BI\u30c4\u30fc\u30eb\u306a\u3069\u306e\u7d71\u5408\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>BigQuery \u306e\u4e3b\u306a\u6a5f\u80fd\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u9ad8\u901f: BigQuery \u3067\u306f\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6570\u79d2\u3067\u5206\u6790\u3067\u304d\u307e\u3059\u3002 \u305d\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306f\u30b9\u30b1\u30fc\u30eb\u306b\u4f9d\u5b58\u3057\u306a\u3044\u305f\u3081\u3001\u6570\u767e\u5104\u884c\u306e\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7d4c\u6e08\u7684: BigQuery \u306f\u5f93\u91cf\u8ab2\u91d1\u5236\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u4e8b\u524d\u8a2d\u5b9a\u3084\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u4e0d\u8981\u3067\u3059\u3002 \u6599\u91d1\u306f\u3001\u30af\u30a8\u30ea\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30c7\u30fc\u30bf\u8ee2\u9001\u306a\u3069\u306e\u4f7f\u7528\u91cf\u30d9\u30fc\u30b9\u306e\u6599\u91d1\u306b\u5bfe\u3057\u3066\u306e\u307f\u767a\u751f\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5927\u898f\u6a21: BigQuery \u306f\u6570\u5343\u5104\u884c\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u3057\u3066\u51e6\u7406\u3067\u304d\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u51e6\u7406\u80fd\u529b\u3092\u81ea\u52d5\u7684\u306b\u8abf\u6574\u3059\u308b\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u5f62\u5f0f\u306e\u30b5\u30dd\u30fc\u30c8: BigQuery \u306f\u3001CSV\u3001JSON\u3001Avro\u3001Parquet \u306a\u3069\u306e\u8907\u6570\u306e\u30c7\u30fc\u30bf\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u304c\u7c21\u5358\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5f37\u529b\u306a SQL \u30af\u30a8\u30ea\u6a5f\u80fd: BigQuery \u306f\u6a19\u6e96 SQL \u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u8907\u96d1\u306a\u30af\u30a8\u30ea\u3001\u96c6\u8a08\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u95a2\u6570\u306a\u3069\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3: BigQuery \u306f\u3001\u30ed\u30fc\u30eb\u30d9\u30fc\u30b9\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u6697\u53f7\u5316\u3055\u308c\u305f\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u9001\u4fe1\u3001\u591a\u8981\u7d20\u8a8d\u8a3c\u3001\u76e3\u67fb\u8a3c\u8de1\u306a\u3069\u3001\u8907\u6570\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5c64\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb: BigQuery \u306f\u3001Compute Engine\u3001Cloud Storage\u3001Cloud Dataflow \u306a\u3069\u306e\u4ed6\u306e Google Cloud \u30b5\u30fc\u30d3\u30b9\u3068\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5168\u4f53\u3068\u3057\u3066\u3001BigQuery \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u3088\u308a\u8fc5\u901f\u306b\u5206\u6790\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u5206\u6790\u3001\u30c7\u30fc\u30bf\u63a2\u7d22\u3001\u30d3\u30b8\u30cd\u30b9 \u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306a\u3069\u3001\u591a\u304f\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3067\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u7ba1\u7406\u304a\u3088\u3073\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u5f37\u529b\u306a\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud \u306e Bigquery \u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u304a\u805e\u304b\u305b\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p>Google Cloud \u3067 BigQuery \u3092\u4f7f\u7528\u3059\u308b\u624b\u9806\u306f\u3001\u6b21\u306e\u624b\u9806\u306b\u5206\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>BigQuery \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b: \u307e\u305a\u3001Google Cloud \u3067\u65b0\u3057\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b\u304b\u3001\u65e2\u5b58\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f7f\u7528\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u305d\u306e\u5f8c\u3001\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u306f\u3001\u30c6\u30fc\u30d6\u30eb\u307e\u305f\u306f\u30d3\u30e5\u30fc\u3092\u4f5c\u6210\u3057\u3001\u30c6\u30fc\u30d6\u30eb\u306e\u30b9\u30ad\u30fc\u30de\u3001\u30c7\u30fc\u30bf\u578b\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u306a\u3069\u306e\u60c5\u5831\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3059\u308b: \u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u3092 BigQuery \u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u3001\u5f8c\u3067\u5206\u6790\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 BigQuery \u306f\u3001Google Cloud Storage\u3001Google Drive\u3001Google Cloud Dataflow\u3001\u305d\u306e\u4ed6\u306e\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u88fd\u30c4\u30fc\u30eb\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u307e\u305f\u306f Web \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30a8\u30ea\u306e\u5b9f\u884c: \u6a19\u6e96\u306e SQL \u3092\u4f7f\u7528\u3057\u3066 BigQuery \u3067\u30c7\u30fc\u30bf\u3092\u30af\u30a8\u30ea\u3067\u304d\u307e\u3059\u3002 Web \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3067\u30af\u30a8\u30ea\u3092\u8a18\u8ff0\u3059\u308b\u3053\u3068\u3082\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3 \u30c4\u30fc\u30eb\u307e\u305f\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0 \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u4f7f\u7528\u3057\u3066\u30af\u30a8\u30ea\u3092\u8a18\u8ff0\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002 \u8907\u96d1\u306a\u30af\u30a8\u30ea\u3001\u96c6\u8a08\u3001\u30a6\u30a3\u30f3\u30c9\u30a6\u95a2\u6570\u306a\u3069\u306e\u64cd\u4f5c\u3092\u5b9f\u884c\u3057\u305f\u308a\u3001BigQuery \u306b\u7528\u610f\u3055\u308c\u3066\u3044\u308b\u7d44\u307f\u8fbc\u307f\u95a2\u6570\u3084\u62e1\u5f35\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u64cd\u4f5c\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5206\u6790\u7d50\u679c: \u30af\u30a8\u30ea\u7d50\u679c\u306f\u3001CSV\u3001JSON\u3001Avro \u306a\u3069\u306e\u8907\u6570\u306e\u5f62\u5f0f\u3067\u8868\u793a\u304a\u3088\u3073\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002 \u30a6\u30a7\u30d6 \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u307e\u305f\u306f\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3 \u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3001\u30ed\u30fc\u30ab\u30eb \u30d1\u30bd\u30b3\u30f3\u307e\u305f\u306f Google Cloud Storage \u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002 \u307e\u305f\u3001Cloud Dataflow \u3084 Cloud Dataproc \u306a\u3069\u306e\u4ed6\u306e Google Cloud \u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u3055\u3089\u306b\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>BigQuery \u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u30d2\u30f3\u30c8\u3068\u30d9\u30b9\u30c8 \u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3 \u30c6\u30fc\u30d6\u30eb\u3092\u4f7f\u7528\u3059\u308b: \u30c6\u30fc\u30d6\u30eb\u306b\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u5834\u5408\u306f\u3001\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3 \u30c6\u30fc\u30d6\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u3001\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002 \u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u8868\u306f\u3001\u30c7\u30fc\u30bf\u3092\u8ad6\u7406\u533a\u753b\u306b\u5206\u5272\u3057\u3001\u305d\u308c\u305e\u308c\u306b\u4e00\u5b9a\u671f\u9593\u306e\u30c7\u30fc\u30bf\u3092\u683c\u7d0d\u3059\u308b\u8868\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30a8\u30ea\u8cbb\u7528\u3092\u628a\u63e1\u3059\u308b: BigQuery \u306e\u8acb\u6c42\u306f\u3001\u30c7\u30fc\u30bf \u30b9\u30ad\u30e3\u30f3\u306e\u91cf\u3084\u30af\u30a8\u30ea\u6642\u9593\u306a\u3069\u306e\u8981\u7d20\u306b\u57fa\u3065\u3044\u3066\u884c\u308f\u308c\u307e\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001\u30af\u30a8\u30ea\u3092\u8a18\u8ff0\u3059\u308b\u3068\u304d\u306f\u3001\u30b9\u30ad\u30e3\u30f3\u3055\u308c\u308b\u30c7\u30fc\u30bf\u306e\u91cf\u3092\u6700\u5c0f\u9650\u306b\u6291\u3048\u3001\u4e0d\u8981\u306a\u64cd\u4f5c\u3092\u5b9f\u884c\u3057\u306a\u3044\u3088\u3046\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d3\u30e5\u30fc\u3068\u95a2\u6570\u3092\u4f7f\u7528\u3059\u308b: \u30d3\u30e5\u30fc\u3068\u95a2\u6570\u306f\u3001\u30af\u30a8\u30ea\u3092\u7c21\u7565\u5316\u3057\u3001\u30b3\u30fc\u30c9\u306e\u8aad\u307f\u3084\u3059\u3055\u3068\u4fdd\u5b88\u6027\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002 \u30d3\u30e5\u30fc\u306f\u30af\u30a8\u30ea\u7d50\u679c\u306e\u4eee\u60f3\u30c6\u30fc\u30d6\u30eb\u3067\u3042\u308a\u3001\u95a2\u6570\u306f\u518d\u5229\u7528\u53ef\u80fd\u306a\u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u3067\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30af\u30bb\u30b9\u306e\u8a2d\u5b9a: \u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u4fdd\u8b77\u3059\u308b\u306b\u306f\u3001BigQuery \u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc \u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u30b5\u30fc\u30d3\u30b9 \u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u9069\u5207\u306a\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u3092\u5272\u308a\u5f53\u3066\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u76e3\u8996\u3059\u308b: BigQuery \u306e\u76e3\u8996\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u72b6\u6cc1\u3092\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30af\u30a8\u30ea\u5c65\u6b74\u3001\u7d4c\u904e\u6642\u9593\u3001\u30b9\u30ad\u30e3\u30f3\u91cf\u306a\u3069\u306e\u30e1\u30c8\u30ea\u30c3\u30af\u3092\u8868\u793a\u3057\u3066\u3001\u30af\u30a8\u30ea\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30b3\u30b9\u30c8\u3092\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u30af\u30e9\u30a6\u30c9\u306e\u30d5\u30a1\u30a4\u30a2\u30d9\u30fc\u30b9\u306b\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Firebase \u306f\u3001\u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u304c\u9ad8\u54c1\u8cea\u306e\u30a2\u30d7\u30ea\u3092\u3059\u3070\u3084\u304f\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f Google \u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u958b\u767a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 Firebase \u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u8a8d\u5b9a\u3001\u30af\u30e9\u30a6\u30c9 \u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30af\u30e9\u30a6\u30c9\u6a5f\u80fd\u3001\u5206\u6790\u3001\u30c6\u30b9\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3001\u30c6\u30b9\u30c8\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u904b\u7528\u3092\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u304b\u3064\u52b9\u7387\u7684\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Firebase \u306e\u4e3b\u306a\u6a5f\u80fd\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9: Firebase \u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u8907\u6570\u306e\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u9593\u3067\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30c7\u30fc\u30bf\u3092\u540c\u671f\u3059\u308b\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u540c\u671f\u30af\u30e9\u30a6\u30c9 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3067\u3059\u3002 \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u4f1d\u9001\u3068\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u66f4\u65b0\u3092\u5b9f\u73fe\u3067\u304d\u3001\u30c1\u30e3\u30c3\u30c8\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u8907\u6570\u4eba\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u540c\u671f\u3092\u5fc5\u8981\u3068\u3059\u308b\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8a8d\u8a3c: Firebase \u306e\u8a8d\u8a3c\u6a5f\u80fd\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306f\u30e6\u30fc\u30b6\u30fc\u8a8d\u8a3c\u3092\u5b89\u5168\u306b\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002 \u96fb\u5b50\u30e1\u30fc\u30eb\u3068\u30d1\u30b9\u30ef\u30fc\u30c9\u3001\u96fb\u8a71\u756a\u53f7\u3001\u30b0\u30fc\u30b0\u30eb\u3001\u30d5\u30a7\u30a4\u30b9\u30d6\u30c3\u30af\u3001\u30c4\u30a4\u30c3\u30bf\u30fc\u306a\u3069\u306e\u8907\u6570\u306e\u8a8d\u8a3c\u65b9\u6cd5\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30ab\u30b9\u30bf\u30e0\u8a8d\u8a3c\u65b9\u6cd5\u3082\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4e91\u5b58\u50a8\uff1aFirebase \u7684\u4e91\u5b58\u50a8\u670d\u52a1\u53ef\u4ee5\u8ba9\u5f00\u53d1\u8005\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u5b58\u50a8\u548c\u83b7\u53d6\u7528\u6237\u751f\u6210\u7684\u5185\u5bb9\uff0c\u5982\u56fe\u50cf\u3001\u89c6\u9891\u3001\u97f3\u9891\u7b49\u3002\u5b83\u652f\u6301\u9ad8\u6548\u7684\u6570\u636e\u4f20\u8f93\u548c\u5b58\u50a8\uff0c\u5e76\u63d0\u4f9b\u4e86\u5b89\u5168\u7684\u8bbf\u95ee\u63a7\u5236\u3002<\/li>\n\n\n\n<li>\u4e91\u51fd\u6570\uff1aFirebase \u7684\u4e91\u51fd\u6570\u53ef\u4ee5\u8ba9\u5f00\u53d1\u8005\u5728\u4e91\u7aef\u7f16\u5199\u548c\u90e8\u7f72\u670d\u52a1\u5668\u7aef\u4ee3\u7801\uff0c\u800c\u4e0d\u9700\u8981\u7ba1\u7406\u670d\u52a1\u5668\u3002\u8fd9\u4f7f\u5f97\u5e94\u7528\u7a0b\u5e8f\u53ef\u4ee5\u5728\u540e\u53f0\u81ea\u52a8\u6267\u884c\u67d0\u4e9b\u4efb\u52a1\uff0c\u5982\u53d1\u9001\u7535\u5b50\u90ae\u4ef6\u3001\u63a8\u9001\u901a\u77e5\u7b49\u3002<\/li>\n\n\n\n<li>\u5206\u6790\uff1aFirebase \u7684\u5206\u6790\u529f\u80fd\u53ef\u4ee5\u8ba9\u5f00\u53d1\u8005\u6df1\u5165\u4e86\u89e3\u5e94\u7528\u7a0b\u5e8f\u7684\u7528\u6237\u884c\u4e3a\u548c\u6027\u80fd\u3002\u5b83\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u76d1\u6d4b\u5e94\u7528\u7a0b\u5e8f\u7684\u4f7f\u7528\u60c5\u51b5\u3001\u8ddf\u8e2a\u7528\u6237\u884c\u4e3a\u3001\u8bc6\u522b\u5e94\u7528\u7a0b\u5e8f\u4e2d\u7684\u74f6\u9888\u7b49\u3002<\/li>\n\n\n\n<li>\u6d4b\u8bd5\uff1aFirebase \u7684\u6d4b\u8bd5\u529f\u80fd\u53ef\u4ee5\u8ba9\u5f00\u53d1\u8005\u5bf9\u5e94\u7528\u7a0b\u5e8f\u8fdb\u884c\u81ea\u52a8\u5316\u6d4b\u8bd5\uff0c\u5305\u62ec\u5355\u5143\u6d4b\u8bd5\u548c\u96c6\u6210\u6d4b\u8bd5\u7b49\u3002\u8fd9\u6709\u52a9\u4e8e\u63d0\u9ad8\u5e94\u7528\u7a0b\u5e8f\u7684\u8d28\u91cf\u548c\u7a33\u5b9a\u6027\uff0c\u5e76\u51cf\u5c11\u5f00\u53d1\u4eba\u5458\u7684\u5de5\u4f5c\u91cf\u3002<\/li>\n<\/ol>\n\n\n\n<p>Firebase \u8fd8\u63d0\u4f9b\u4e86\u5176\u4ed6\u4e00\u4e9b\u6709\u7528\u7684\u529f\u80fd\uff0c\u5982\u52a8\u6001\u94fe\u63a5\u3001\u5e7f\u544a\u3001\u8fdc\u7a0b\u914d\u7f6e\u7b49\uff0c\u53ef\u4ee5\u5e2e\u52a9\u5f00\u53d1\u8005\u66f4\u597d\u5730\u7ba1\u7406\u548c\u63a8\u5e7f\u5e94\u7528\u7a0b\u5e8f\u3002Firebase \u7684\u4f18\u70b9\u5305\u62ec\u6613\u4e8e\u4f7f\u7528\u3001\u5feb\u901f\u5f00\u53d1\u3001\u9ad8\u53ef\u9760\u6027\u3001\u5b89\u5168\u6027\u5f3a\u3001\u591a\u5e73\u53f0\u652f\u6301\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecd\u5982\u4f55\u4f7f\u7528gCloud\u7684Firebase<\/p>\n\n\n\n<p>\u4f7f\u7528 gCloud \u7684 Firebase\uff0c\u901a\u5e38\u9700\u8981\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u521b\u5efa Firebase \u9879\u76ee\uff1a\u8bbf\u95ee Firebase \u63a7\u5236\u53f0\uff0c\u521b\u5efa\u4e00\u4e2a\u65b0\u7684 Firebase \u9879\u76ee\u3002\u5728\u521b\u5efa\u9879\u76ee\u7684\u8fc7\u7a0b\u4e2d\uff0c\u9700\u8981\u9009\u62e9\u4e00\u4e9b\u8bbe\u7f6e\uff0c\u5982\u9879\u76ee\u540d\u79f0\u3001\u56fd\u5bb6\/\u5730\u533a\u7b49\u3002<\/li>\n\n\n\n<li>\u914d\u7f6e Firebase SDK\uff1a\u4e3a\u4e86\u4f7f\u7528 Firebase\uff0c\u9700\u8981\u5c06 Firebase SDK \u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002\u6839\u636e\u6240\u4f7f\u7528\u7684\u7f16\u7a0b\u8bed\u8a00\u548c\u5e73\u53f0\uff0c\u53ef\u4ee5\u9009\u62e9\u9002\u5f53\u7684 Firebase SDK \u5e76\u5c06\u5176\u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u4e2d\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528 Firebase \u670d\u52a1\uff1a\u4e00\u65e6 Firebase SDK \u5df2\u7ecf\u96c6\u6210\u5230\u5e94\u7528\u7a0b\u5e8f\u4e2d\uff0c\u5c31\u53ef\u4ee5\u5f00\u59cb\u4f7f\u7528 Firebase \u670d\u52a1\u4e86\u3002Firebase \u63d0\u4f9b\u4e86\u591a\u79cd\u670d\u52a1\uff0c\u5982\u5b9e\u65f6\u6570\u636e\u5e93\u3001\u8ba4\u8bc1\u3001\u4e91\u5b58\u50a8\u3001\u4e91\u51fd\u6570\u3001\u5206\u6790\u3001\u6d4b\u8bd5\u7b49\u3002\u5f00\u53d1\u8005\u53ef\u4ee5\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u9009\u62e9\u76f8\u5e94\u7684\u670d\u52a1\uff0c\u5e76\u4f7f\u7528 Firebase \u63d0\u4f9b\u7684 API \u8fdb\u884c\u5f00\u53d1\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Firebase \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>Firebase \u30b3\u30f3\u30bd\u30fc\u30eb(https:\/\/console.firebase.google.com\/)\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001Google \u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u30ed\u30b0\u30a4\u30f3\u3057\u3066 [\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u8ffd\u52a0] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066<a href=\"https:\/\/console.firebase.google.com\/%EF%BC%89%EF%BC%8C%E4%BD%BF%E7%94%A8\">\u3001<\/a>\u65b0\u3057\u3044 Firebase \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u4f5c\u6210\u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u540d\u3001\u56fd\u306a\u3069\u306e\u3044\u304f\u3064\u304b\u306e\u8a2d\u5b9a\u3092\u9078\u629e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u4f5c\u6210\u3057\u305f\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306f\u3001Firebase \u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"2\">\n<li>Firebase SDK \u3092\u8a2d\u5b9a\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>Firebase \u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001Firebase SDK \u3092\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u7d71\u5408\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 Firebase SDK \u306f\u3001Android\u3001iOS\u3001Web\u3001Unity\u3001C++ \u306a\u3069\u3001\u8907\u6570\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3068\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u958b\u767a\u8005\u306f\u3001\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u5bfe\u5fdc\u3059\u308bSDK\u3092\u9078\u629e\u3057\u3001\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u306e\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306b\u5f93\u3063\u3066\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>Android\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f8b\u3068\u3057\u3066\u4f7f\u7528\u3057\u3066\u3001\u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p>(1) Firebase \u30b3\u30f3\u30bd\u30fc\u30eb\u3067 [\u30a2\u30f3\u30c9\u30ed\u30a4\u30c9] \u30bf\u30d6\u3092\u9078\u629e\u3057\u3001\u6307\u793a\u306b\u5f93\u3063\u3066 Android \u30a2\u30d7\u30ea\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>(2) Android Studio \u3067\u3001Firebase Assistant \u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066 Firebase SDK \u3092\u7d71\u5408\u3057\u307e\u3059\u3002 Firebase Assistant \u306f\u3001Firebase SDK \u3068\u7d71\u5408\u3057\u3066 Firebase SDK \u3092\u81ea\u52d5\u7684\u306b\u8a2d\u5b9a\u3057\u3001\u9069\u5207\u306a\u30b3\u30fc\u30c9\u3092\u751f\u6210\u3059\u308b\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>(3) \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067 Firebase SDK \u3092\u4f7f\u7528\u3059\u308b\u3002 Firebase SDK \u304c\u63d0\u4f9b\u3059\u308b API \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001Firebase \u30b5\u30fc\u30d3\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3001\u63d0\u4f9b\u3055\u308c\u308b\u6a5f\u80fd\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"3\">\n<li>Firebase \u30b5\u30fc\u30d3\u30b9\u3092\u4f7f\u7528\u3059\u308b<\/li>\n<\/ol>\n\n\n\n<p>Firebase\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u8a8d\u8a3c\u3001\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u3001SCF\u3001\u5206\u6790\u3001\u30c6\u30b9\u30c8\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u958b\u767a\u8005\u306f\u3001\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u9069\u5207\u306a\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u629e\u3057\u3001Firebase \u304c\u63d0\u4f9b\u3059\u308b API \u3092\u4f7f\u7528\u3057\u3066\u958b\u767a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f8b\u306b\u3068\u308b\u3068\u3001\u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p>(1) Firebase \u30b3\u30f3\u30bd\u30fc\u30eb\u306e [\u30e9\u30a4\u30d6\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9] \u30bf\u30d6\u3092\u958b\u304d\u3001\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>(2) \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067 Firebase SDK \u304c\u63d0\u4f9b\u3059\u308b API \u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u63a5\u7d9a\u3057\u3001\u63d0\u4f9b\u3055\u308c\u308b\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>(3) \u30b3\u30fc\u30c9\u5185\u3067 Firebase \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9 API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u8aad\u307f\u53d6\u308a\u3068\u66f8\u304d\u8fbc\u307f\u3092\u884c\u3044\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001setValue() \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30c7\u30fc\u30bf\u3092\u66f8\u304d\u8fbc\u307f\u3001addValueEventListener() \u30e1\u30bd\u30c3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u306e\u5909\u66f4\u3092\u30ea\u30c3\u30b9\u30f3\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u30b0\u30fc\u30b0\u30eb\u306eGA4\u306b\u3064\u3044\u3066\u3082\u3063\u3068\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Analytics 4(GA4)\u306f\u3001Google\u304c\u7acb\u3061\u4e0a\u3052\u305f\u65b0\u3057\u3044\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308a\u3001\u6700\u65b0\u306e\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306b\u57fa\u3065\u3044\u3066\u69cb\u7bc9\u3055\u308c\u3066\u304a\u308a\u3001\u4f01\u696d\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u6210\u679c\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3064\u3001\u3088\u308a\u6b63\u78ba\u3067\u8a73\u7d30\u306a\u30e6\u30fc\u30b6\u30fc\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>GA4 \u306b\u306f\u3001\u4ee5\u524d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9(\u30e6\u30cb\u30d0\u30fc\u30b5\u30eb \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9)\u306b\u6bd4\u3079\u3066\u6b21\u306e\u3088\u3046\u306a\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u3088\u308a\u30b9\u30de\u30fc\u30c8:GA4\u306f\u3001\u6700\u65b0\u306e\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u3092\u3088\u308a\u6b63\u78ba\u306b\u8b58\u5225\u304a\u3088\u3073\u5206\u985e\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u67d4\u8edf\u6027\u306e\u5411\u4e0a:GA4\u306f\u3001\u30de\u30eb\u30c1\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u304a\u3088\u3073\u30de\u30eb\u30c1\u30c7\u30d0\u30a4\u30b9\u306e\u30c7\u30fc\u30bf\u53ce\u96c6\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3084\u30c7\u30d0\u30a4\u30b9\u9593\u3067\u30e6\u30fc\u30b6\u30fc\u3092\u8ffd\u8de1\u3067\u304d\u308b\u305f\u3081\u3001\u4f01\u696d\u306f\u3088\u308a\u5305\u62ec\u7684\u3067\u6d17\u7df4\u3055\u308c\u305f\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4f7f\u3044\u3084\u3059\u3055:GA4\u306f\u30ec\u30dd\u30fc\u30c8\u304a\u3088\u3073\u5206\u6790\u30c4\u30fc\u30eb\u3092\u6539\u5584\u3057\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u3088\u308a\u901f\u304f\u7c21\u5358\u306b\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>GA4\u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a4\u30d9\u30f3\u30c8\u99c6\u52d5\u578b: GA4 \u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u52d5\u4f5c\u3092\u30a4\u30d9\u30f3\u30c8\u3068\u3057\u3066\u5b9a\u7fa9\u3057\u3001\u6a19\u6e96\u30a4\u30d9\u30f3\u30c8\u3068\u30ab\u30b9\u30bf\u30e0 \u30a4\u30d9\u30f3\u30c8\u306b\u5206\u985e\u3057\u307e\u3059\u3002 \u4f01\u696d\u306f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30a4\u30d9\u30f3\u30c8\u30bf\u30a4\u30d7\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3057\u3001Firebase SDK\u307e\u305f\u306fGoogle\u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u4ecb\u3057\u3066GA4\u306b\u30a4\u30d9\u30f3\u30c8\u3092\u9001\u4fe1\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc\u30bb\u30f3\u30bf\u30fc:GA4\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u3092\u500b\u5225\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3068\u3057\u3066\u6271\u3044\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30d0\u30a4\u30b9\u3084\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u9593\u3067\u306e\u884c\u52d5\u3092\u5206\u6790\u3059\u308b\u300c\u30e6\u30fc\u30b6\u30fc\u4e2d\u5fc3\u300d\u306e\u6982\u5ff5\u3092\u5c0e\u5165\u3057\u3001\u4f01\u696d\u306b\u3088\u308a\u5305\u62ec\u7684\u306a\u30e6\u30fc\u30b6\u30fc\u5206\u6790\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>AI\u7d71\u5408:GA4\u306f\u3001Google\u5e83\u544a\u3001Google\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3001\u305d\u306e\u4ed6\u306e\u30c4\u30fc\u30eb\u3068\u7dca\u5bc6\u306b\u7d71\u5408\u3055\u308c\u3066\u304a\u308a\u3001\u4f01\u696d\u304c\u3088\u308a\u30b9\u30de\u30fc\u30c8\u306a\u5e83\u544a\u304a\u3088\u3073\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3092\u7b56\u5b9a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc:GA4\u306f\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u8a2d\u5b9a\u3092\u6539\u5584\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u65b9\u6cd5\u3092\u7406\u89e3\u3057\u3084\u3059\u304f\u3059\u308b\u3068\u540c\u6642\u306b\u3001\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u898f\u5236\u306b\u6e96\u62e0\u3057\u3084\u3059\u304f\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>GA4 \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u7d44\u7e54\u306f\u6b21\u306e\u5206\u6790\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30e6\u30fc\u30b6\u30fc\u884c\u52d5\u5206\u6790:\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3001\u7fd2\u6163\u3001\u597d\u307f\u3092\u7406\u89e3\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3068\u88fd\u54c1\u8a2d\u8a08\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u5206\u6790:\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u3092\u76e3\u8996\u3057\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u30a4\u30f3\u30d5\u30eb\u30a8\u30f3\u30b5\u30fc\u3092\u5206\u6790\u3057\u3066\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3092\u6700\u9069\u5316\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e6\u30fc\u30b6\u30fc\u306e\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3: \u3055\u307e\u3056\u307e\u306a\u5c5e\u6027\u3084\u884c\u52d5\u3067\u30e6\u30fc\u30b6\u30fc\u3092\u30bb\u30b0\u30e1\u30f3\u30c8\u5316\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30cb\u30fc\u30ba\u3001\u7fd2\u6163\u3001\u597d\u307f\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u6700\u9069\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5e83\u544a\u52b9\u679c\u5206\u6790:\u5e83\u544a\u306e\u52b9\u679c\u3092\u76e3\u8996\u3057\u3001\u5e83\u544a\u30c1\u30e3\u30cd\u30eb\u3068\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5206\u6790\u3057\u3066\u3001\u5e83\u544a\u6226\u7565\u3092\u6700\u9069\u5316\u3057\u3001\u5e83\u544a\u52b9\u679c\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u3064\u307e\u308a\u3001GA4\u306f\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308a\u3001\u4f01\u696d\u306b\u3088\u308a\u6b63\u78ba\u3067\u5305\u62ec\u7684\u3067\u3001<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>GA4\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>GA4\u306e\u4f7f\u7528\u306f\u3001\u6b21\u306e\u624b\u9806\u306b\u5206\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>GA4 \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b: GA4 \u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u307e\u305a Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u7ba1\u7406\u30bb\u30f3\u30bf\u30fc\u3067 GA4 \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3068\u304d\u306f\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u540d\u3001\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u5171\u6709\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u69cb\u6210\u3059\u308b: \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u306f GA4 \u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3067\u3042\u308a\u3001Web \u30b5\u30a4\u30c8\u3001\u30e2\u30d0\u30a4\u30eb \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30b5\u30fc\u30d0\u30fc\u5074\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3067\u3059\u3002 \u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u8a2d\u5b9a\u3059\u308b\u306b\u306f\u3001\u307e\u305a GA4 \u7ba1\u7406\u30bb\u30f3\u30bf\u30fc\u3067\u30c7\u30fc\u30bf\u30d5\u30ed\u30fc\u3092\u4f5c\u6210\u3057\u3001Firebase SDK \u307e\u305f\u306f Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc \u30bf\u30b0\u3092\u5bfe\u5fdc\u3059\u308b\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u307e\u305f\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u8ffd\u52a0\u3057\u3066\u3001GA4 \u306b\u30c7\u30fc\u30bf\u3092\u9001\u4fe1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u76ee\u6a19\u3068\u30a4\u30d9\u30f3\u30c8\u3092\u8a2d\u5b9a\u3059\u308b: GA4 \u3067\u306f\u3001\u30a4\u30d9\u30f3\u30c8\u306f\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u306e\u57fa\u672c\u5358\u4f4d\u3067\u3042\u308a\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30a4\u30d9\u30f3\u30c8\u306e\u7a2e\u985e\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002 GA4\u3067\u306f\u3001\u30a4\u30d9\u30f3\u30c8\u3054\u3068\u306b\u7570\u306a\u308b\u76ee\u6a19\u3092\u8a2d\u5b9a\u3057\u3066\u3001\u30a4\u30d9\u30f3\u30c8\u306e\u30c8\u30ea\u30ac\u30fc\u3068\u5b8c\u4e86\u3092\u76e3\u8996\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ec\u30dd\u30fc\u30c8\u306e\u4f5c\u6210: GA4 \u306e\u30ec\u30dd\u30fc\u30c8\u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30c7\u30fc\u30bf\u5206\u6790\u306b\u5f79\u7acb\u3064\u3055\u307e\u3056\u307e\u306a\u30d3\u30e5\u30fc\u3068\u30c7\u30a3\u30e1\u30f3\u30b7\u30e7\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u30ec\u30dd\u30fc\u30c8 \u30a6\u30a3\u30b6\u30fc\u30c9\u307e\u305f\u306f\u30ab\u30b9\u30bf\u30e0 \u30ec\u30dd\u30fc\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u5fc5\u8981\u306a\u30ec\u30dd\u30fc\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5206\u6790: GA4 \u3067\u306f\u3001\u30c7\u30fc\u30bf\u63a2\u7d22\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u63a2\u7d22\u30c4\u30fc\u30eb\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u306e\u50be\u5411\u3068\u95a2\u4fc2\u3092\u767a\u898b\u3057\u3001\u30ab\u30b9\u30bf\u30e0\u8981\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30ec\u30dd\u30fc\u30c8\u3068\u8996\u899a\u5316\u3092\u4f5c\u6210\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>AI \u6a5f\u80fd\u3092\u4f7f\u7528\u3059\u308b: GA4 \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u306e\u50be\u5411\u3068\u95a2\u4fc2\u3092\u767a\u898b\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064 AI \u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u5206\u6790\u60c5\u5831\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u306e\u7570\u5e38\u3084\u50be\u5411\u3092\u7279\u5b9a\u3057\u305f\u308a\u3001\u4e88\u6e2c\u5206\u6790\u3092\u4f7f\u7528\u3057\u3066\u5c06\u6765\u306e\u30d3\u30b8\u30cd\u30b9\u50be\u5411\u3092\u4e88\u6e2c\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c7\u30fc\u30bf\u5206\u6790\u306bGA4\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001GA4\u304c\u63d0\u4f9b\u3059\u308b\u6a5f\u80fd\u3068\u30c4\u30fc\u30eb\u3092\u3088\u308a\u6709\u52b9\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u3001\u4e00\u5b9a\u306e\u30b9\u30ad\u30eb\u3068\u7d4c\u9a13\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30c7\u30fc\u30bf\u8996\u899a\u5316\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u624b\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u307e\u305f\u3001\u3088\u308a\u6b63\u78ba\u3067\u7db2\u7f85\u7684\u304b\u3064\u6709\u7528\u306a\u5206\u6790\u7d50\u679c\u3092\u5f97\u308b\u305f\u3081\u306b\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30cb\u30fc\u30ba\u3084\u30e6\u30fc\u30b6\u30fc\u30cb\u30fc\u30ba\u3092\u3042\u308b\u7a0b\u5ea6\u7406\u89e3\u30fb\u5206\u6790\u3059\u308b\u3053\u3068\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google \u306e VM \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Cloud Platform(GCP)\u306eVM(\u4eee\u60f3\u30de\u30b7\u30f3)\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304cGoogle\u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u3067\u72ec\u81ea\u306e\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u4eee\u60f3\u5316\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3067\u3059\u3002 VM \u306f\u3001\u4eee\u60f3 CPU\u3001\u30e1\u30e2\u30ea\u3001\u30c7\u30a3\u30b9\u30af\u3001\u304a\u3088\u3073\u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30ea\u30bd\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8981\u4ef6\u3092\u6e80\u305f\u3059\u3088\u3046\u306b\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>VM \u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b7\u30ca\u30ea\u30aa\u3084\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u3066\u9078\u629e\u3067\u304d\u308b\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u3068\u4ed5\u69d8\u306e\u4eee\u60f3\u30de\u30b7\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001CPU \u3068\u30e1\u30e2\u30ea\u306e\u4ed5\u69d8\u304c\u7570\u306a\u308b\u6a19\u6e96 VM \u3084\u3001GPU \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u307e\u305f\u306f\u30cf\u30a4 \u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9 \u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u5c02\u7528\u306e VM \u306e\u7a2e\u985e\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002 \u3055\u3089\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u4e88\u7b97\u3068\u4f7f\u7528\u91cf\u306b\u57fa\u3065\u3044\u3066\u3001\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0 VM \u307e\u305f\u306f\u30d7\u30ea\u30da\u30a4\u30c9 VM \u306e\u3044\u305a\u308c\u304b\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>GCP VM \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u6b21\u306e\u3088\u3046\u306a\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u67d4\u8edf\u306a\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0: \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3068\u30e6\u30fc\u30b6\u30fc \u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u306e\u5909\u5316\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30cb\u30fc\u30ba\u306b\u57fa\u3065\u3044\u3066 VM \u306e\u30b5\u30a4\u30ba\u3068\u6570\u3092\u3059\u3070\u3084\u304f\u8abf\u6574\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b0\u30ed\u30fc\u30d0\u30ea\u30bc\u30fc\u30b7\u30e7\u30f3:GCP \u306e\u30b0\u30ed\u30fc\u30d0\u30eb\u30c7\u30fc\u30bf\u30bb\u30f3\u30bf\u30fc\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u30e6\u30fc\u30b6\u30fc\u306e\u8fd1\u304f\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u3001\u30a2\u30af\u30bb\u30b9\u901f\u5ea6\u3068\u53ef\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3: GCP \u306f\u3001\u60aa\u610f\u306e\u3042\u308b\u653b\u6483\u3084\u30c7\u30fc\u30bf\u4fb5\u5bb3\u304b\u3089\u30e6\u30fc\u30b6\u30fc\u306e\u30c7\u30fc\u30bf\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u4fdd\u8b77\u3059\u308b\u305f\u3081\u306e\u3055\u307e\u3056\u307e\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u6a5f\u80fd\u3068\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7c21\u5358\u306a\u7ba1\u7406: GCP \u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c VM \u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7ba1\u7406\u3057\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30a8\u30e9\u30fc\u3092\u76e3\u8996\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u3055\u307e\u3056\u307e\u306a\u7ba1\u7406\u30c4\u30fc\u30eb\u3068 API \u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u53ef\u80fd: GCP VM \u306b\u306f\u3001\u30cb\u30fc\u30ba\u3068\u4e88\u7b97\u306b\u57fa\u3065\u3044\u3066\u9078\u629e\u304a\u3088\u3073\u69cb\u6210\u3067\u304d\u308b\u8c4a\u5bcc\u306a\u30ab\u30b9\u30bf\u30de\u30a4\u30ba \u30aa\u30d7\u30b7\u30e7\u30f3\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>GCP VM \u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u30b9\u30ad\u30eb\u3068\u7d4c\u9a13\u3001\u304a\u3088\u3073 GCP \u304c\u63d0\u4f9b\u3059\u308b\u6a5f\u80fd\u3068\u30c4\u30fc\u30eb\u3092\u3088\u308a\u6709\u52b9\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u4eee\u60f3\u5316\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u306e\u57fa\u672c\u7684\u306a\u6982\u5ff5\u3068\u624b\u6cd5\u306b\u7cbe\u901a\u3057\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3055\u3089\u306b\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u53ef\u7528\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306b\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30e6\u30fc\u30b6\u30fc\u8981\u4ef6\u306e\u9069\u5207\u306a\u5206\u6790\u3068\u8a2d\u8a08\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google \u306e VM \u306e\u4f7f\u7528\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Cloud Platform(GCP)\u3067\u4eee\u60f3\u30de\u30b7\u30f3(VM)\u3092\u4f7f\u7528\u3059\u308b\u306e\u306f\u975e\u5e38\u306b\u7c21\u5358\u3067\u3059\u304c\u3001VM\u3092\u4f7f\u7528\u3059\u308b\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f5c\u6210\u3059\u308b: GCP \u30b3\u30f3\u30bd\u30fc\u30eb\u3067 [\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0 \u30a8\u30f3\u30b8\u30f3] \u30e1\u30cb\u30e5\u30fc\u3092\u9078\u629e\u3057\u3001[VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9] \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u3066\u3001[\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u4f5c\u6210] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002 [\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u4f5c\u6210] \u30da\u30fc\u30b8\u3067\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u540d\u524d\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u3001VM \u306e\u7a2e\u985e\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e\u69cb\u6210\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u5165\u529b\u3057\u3001[\u4f5c\u6210] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002 \u4eee\u60f3\u30de\u30b7\u30f3 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u3001\u8a2d\u5b9a\u306b\u57fa\u3065\u3044\u3066\u81ea\u52d5\u7684\u306b\u4f5c\u6210\u3055\u308c\u3001\u5916\u90e8 IP \u30a2\u30c9\u30ec\u30b9\u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u63a5\u7d9a\u3059\u308b: [VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9] \u30da\u30fc\u30b8\u3067\u306f\u3001IP \u30a2\u30c9\u30ec\u30b9\u3001\u72b6\u614b\u3001\u69cb\u6210\u306a\u3069\u3001\u4f5c\u6210\u3057\u305f VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u95a2\u3059\u308b\u60c5\u5831\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002 SSH \u30d7\u30ed\u30c8\u30b3\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u63a5\u7d9a\u3057\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002 \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u63a5\u7d9a\u3059\u308b\u524d\u306b\u3001SSH \u30ad\u30fc\u3092\u4f5c\u6210\u3057\u3001\u30d1\u30d6\u30ea\u30c3\u30af\u30ad\u30fc\u3092\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u306b\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u69cb\u6210: \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306b\u63a5\u7d9a\u3057\u305f\u5f8c\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3001\u30c7\u30a3\u30b9\u30af\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3001\u30b5\u30fc\u30d3\u30b9\u306a\u3069\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u3055\u307e\u3056\u307e\u306a\u8a2d\u5b9a\u3092\u69cb\u6210\u3067\u304d\u307e\u3059\u3002 \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u307e\u305f\u306f\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u4f7f\u7528\u3057\u3066\u8a2d\u5b9a\u3059\u308b\u3053\u3068\u3082\u3001Google\u304c\u63d0\u4f9b\u3059\u308b\u7ba1\u7406\u30c4\u30fc\u30eb\u3084API\u3092\u4f7f\u7528\u3057\u3066\u8a2d\u5b9a\u304a\u3088\u3073\u76e3\u8996\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u3092\u4f7f\u7528\u3059\u308b: VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306f\u3001Web \u30b5\u30fc\u30d0\u30fc\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u5206\u6563\u30b7\u30b9\u30c6\u30e0\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3084\u30b5\u30fc\u30d3\u30b9\u3092\u5b9f\u884c\u3067\u304d\u308b\u30ed\u30fc\u30ab\u30eb \u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u3092\u4f7f\u7528\u3059\u308b\u306e\u3068\u540c\u69d8\u306e\u65b9\u6cd5\u3067\u4f7f\u7528\u3057\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u307e\u305f\u306f\u30b0\u30e9\u30d5\u30a3\u30ab\u30eb\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3001\u307e\u305f\u306f\u30ea\u30e2\u30fc\u30c8\u30a2\u30af\u30bb\u30b9\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u76e3\u8996\u3068\u7ba1\u7406: VM \u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u4f7f\u7528\u306e\u4e00\u74b0\u3068\u3057\u3066\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30a8\u30e9\u30fc\u3092\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 GCP \u306b\u306f\u3001\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u91cf\u3001\u30a8\u30e9\u30fc\u30ed\u30b0\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u5f79\u7acb\u3064\u3055\u307e\u3056\u307e\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb\u3068\u30b5\u30fc\u30d3\u30b9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u30b3\u30f3\u30bd\u30fc\u30eb\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3001\u307e\u305f\u306f API \u3092\u4f7f\u7528\u3057\u3066\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001GCP VM \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u67d4\u8edf\u306a\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u30b0\u30ed\u30fc\u30d0\u30ea\u30bc\u30fc\u30b7\u30e7\u30f3\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u7ba1\u7406\u306e\u5bb9\u6613\u3055\u3001\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u306a\u3069\u3001\u591a\u304f\u306e\u30e1\u30ea\u30c3\u30c8\u304c\u3082\u305f\u3089\u3055\u308c\u307e\u3059\u3002 VM \u306e\u64cd\u4f5c\u306b\u306f\u3001\u30b9\u30ad\u30eb\u3068\u7d4c\u9a13\u306b\u52a0\u3048\u3066\u3001\u4eee\u60f3\u5316\u30c6\u30af\u30ce\u30ed\u30b8\u3001\u30aa\u30da\u30ec\u30fc\u30c6\u30a3\u30f3\u30b0 \u30b7\u30b9\u30c6\u30e0\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u306e\u57fa\u790e\u306b\u95a2\u3059\u308b\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u3059\u3002 \u521d\u5fc3\u8005\u306e\u5834\u5408\u306f\u3001GCP VM \u306e\u4f7f\u7528\u3092\u958b\u59cb\u3059\u308b\u524d\u306b\u3001\u30c6\u30af\u30ce\u30ed\u30b8\u30fc\u3068\u77e5\u8b58\u3092\u5b66\u3076\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud \u306e GKE \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Kubernetes Engine(GKE)\u306f\u3001\u30b3\u30f3\u30c6\u30ca\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u7ba1\u7406\u3092\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u304b\u3064\u52b9\u7387\u7684\u306b\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001Google Cloud Platform(GCP)\u306e\u30de\u30cd\u30fc\u30b8\u30c9 Kubernetes \u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/p>\n\n\n\n<p>GKE \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u6b21\u306e\u3088\u3046\u306a\u5229\u70b9\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30de\u30cd\u30fc\u30b8\u30c9 Kubernetes \u30b5\u30fc\u30d3\u30b9:GKE \u306f\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u306e Kubernetes \u30af\u30e9\u30b9\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u306f\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3001\u30b3\u30f3\u30c6\u30ca \u30e9\u30f3\u30bf\u30a4\u30e0\u3001Kubernetes \u8a2d\u5b9a\u306a\u3069\u306e\u8907\u96d1\u306a\u8a73\u7d30\u3092\u6c17\u306b\u3059\u308b\u3053\u3068\u306a\u304f\u3001\u30b3\u30f3\u30c6\u30ca\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u7c21\u5358\u306b\u30c7\u30d7\u30ed\u30a4\u3001\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u81ea\u52d5\u64cd\u4f5c: GKE \u306f\u3001\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u81ea\u52d5\u4fee\u5fa9\u3001\u81ea\u52d5\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3001\u81ea\u52d5\u8ca0\u8377\u5206\u6563\u306a\u3069\u306e\u81ea\u52d5\u64cd\u4f5c\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u81ea\u52d5\u5316\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u7ba1\u7406\u304c\u5927\u5e45\u306b\u7c21\u7d20\u5316\u3055\u308c\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4fe1\u983c\u6027\u3068\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>GCP \u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u7d71\u5408: GKE \u306f\u3001Compute Engine\u3001Cloud Storage\u3001BigQuery\u3001Cloud SQL \u306a\u3069\u306e\u4ed6\u306e GCP \u30b5\u30fc\u30d3\u30b9\u3068\u7dca\u5bc6\u306b\u7d71\u5408\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u7d71\u5408\u306f\u3001\u958b\u767a\u8005\u304c\u8907\u6570\u306e\u30b5\u30fc\u30d3\u30b9\u3092\u6301\u3064\u5f37\u529b\u306a\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9: GKE \u306f\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u8a8d\u8a3c\u3001\u76e3\u67fb\u306a\u3069\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u7ba1\u7406\u3092\u8907\u6570\u5c64\u306b\u308f\u305f\u3063\u3066\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u5236\u5fa1\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u4fdd\u8b77\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30de\u30eb\u30c1\u30ea\u30fc\u30b8\u30e7\u30f3\u3068\u30de\u30eb\u30c1 AZ: GKE \u306f\u3001\u9ad8\u53ef\u7528\u6027\u3068\u8010\u969c\u5bb3\u6027\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001\u8907\u6570\u306e\u30ea\u30fc\u30b8\u30e7\u30f3\u3068\u8907\u6570\u306e\u30a2\u30d9\u30a4\u30e9\u30d3\u30ea\u30c6\u30a3\u30fc\u30be\u30fc\u30f3\u306b Kubernetes \u30af\u30e9\u30b9\u30bf\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>GKE \u3092\u4f7f\u7528\u3059\u308b\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4f5c\u6210\u3059\u308b: GCP \u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u3001[Kubernetes \u30a8\u30f3\u30b8\u30f3] \u30e1\u30cb\u30e5\u30fc\u3092\u9078\u629e\u3057\u3001[\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u4f5c\u6210] \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u307e\u3059\u3002 [\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u4f5c\u6210] \u30da\u30fc\u30b8\u3067\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u540d\u524d\u3001\u30ce\u30fc\u30c9\u6570\u3001VM \u306e\u7a2e\u985e\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u306a\u3069\u306e\u60c5\u5831\u3092\u5165\u529b\u3057\u3001[\u4f5c\u6210] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002 Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u306f\u3001\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306b\u57fa\u3065\u3044\u3066\u81ea\u52d5\u7684\u306b\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b: Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u3067\u306f\u3001Docker \u30a4\u30e1\u30fc\u30b8\u306a\u3069\u306e\u30b3\u30f3\u30c6\u30ca\u30fc \u30a4\u30e1\u30fc\u30b8\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002 \u30b3\u30f3\u30c6\u30ca\u306f\u3001\u30b3\u30f3\u30bd\u30fc\u30eb\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3001\u307e\u305f\u306f API \u3092\u4f7f\u7528\u3057\u3066\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0: Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u3067\u306f\u3001\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u307e\u305f\u306f\u624b\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8ca0\u8377\u3068\u9700\u8981\u306b\u57fa\u3065\u3044\u3066\u30ce\u30fc\u30c9\u3068\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u76e3\u8996\u3068\u7ba1\u7406: Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u304d\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30a8\u30e9\u30fc\u3092\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 GCP \u306b\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u4f7f\u7528\u72b6\u6cc1\u3001\u30a8\u30e9\u30fc\u30ed\u30b0\u306e\u76e3\u8996\u306b\u5f79\u7acb\u3064\u3055\u307e\u3056\u307e\u306a\u76e3\u8996\u30c4\u30fc\u30eb\u3068\u30b5\u30fc\u30d3\u30b9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u3042\u306a\u305f\u306f\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u3092\u901a\u3057\u3066\u305d\u308c\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud \u3067 GKE \u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Kubernetes Engine(GKE)\u3092\u4f7f\u7528\u3057\u3066 Kubernetes \u30af\u30e9\u30b9\u30bf\u3092\u7ba1\u7406\u3059\u308b\u3068\u3001\u30b3\u30f3\u30c6\u30ca\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u958b\u767a\u3001\u30c7\u30d7\u30ed\u30a4\u3001\u7ba1\u7406\u3092\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u304b\u3064\u52b9\u7387\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 GKE \u3092\u4f7f\u7528\u3059\u308b\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>GKE \u30af\u30e9\u30b9\u30bf\u3092\u4f5c\u6210\u3059\u308b: Google Cloud Console \u3067 [Kubernetes \u30a8\u30f3\u30b8\u30f3] \u30e1\u30cb\u30e5\u30fc\u3092\u9078\u629e\u3057\u3001[\u30af\u30e9\u30b9\u30bf\u306e\u4f5c\u6210] \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u307e\u3059\u3002 [\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u4f5c\u6210] \u30da\u30fc\u30b8\u3067\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u540d\u524d\u3001\u30ce\u30fc\u30c9\u6570\u3001VM \u306e\u7a2e\u985e\u3001\u30ea\u30fc\u30b8\u30e7\u30f3\u306a\u3069\u306e\u60c5\u5831\u3092\u5165\u529b\u3057\u3001[\u4f5c\u6210] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002 Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u306f\u3001\u30bb\u30c3\u30c8\u30a2\u30c3\u30d7\u306b\u57fa\u3065\u3044\u3066\u81ea\u52d5\u7684\u306b\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30c7\u30d7\u30ed\u30a4: Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u3067\u306f\u3001Docker \u30a4\u30e1\u30fc\u30b8\u306a\u3069\u306e\u30b3\u30f3\u30c6\u30ca\u30fc \u30a4\u30e1\u30fc\u30b8\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002 Kubernetes \u30c7\u30d7\u30ed\u30a4 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001Deployment \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u30dd\u30c3\u30c9\u3001\u30ec\u30d7\u30ea\u30ab\u30bb\u30c3\u30c8\u3001\u304a\u3088\u3073\u30b5\u30fc\u30d3\u30b9\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0: Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u3067\u306f\u3001\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u307e\u305f\u306f\u624b\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u8ca0\u8377\u3068\u9700\u8981\u306b\u57fa\u3065\u3044\u3066\u30ce\u30fc\u30c9\u3068\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002 Kubernetes \u306e Horizontal Pod Autoscaler (HPA) \u3092\u4f7f\u7528\u3057\u3066\u30dd\u30c3\u30c9\u3092\u81ea\u52d5\u7684\u306b\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u7ba1\u7406\u3068\u76e3\u8996: Kubernetes \u30af\u30e9\u30b9\u30bf\u30fc\u3092\u4f7f\u7528\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30af\u30e9\u30b9\u30bf\u30fc\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30a8\u30e9\u30fc\u3092\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 GKE \u306b\u306f\u3001\u30af\u30e9\u30b9\u30bf\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30ea\u30bd\u30fc\u30b9\u4f7f\u7528\u91cf\u3001\u30a8\u30e9\u30fc\u30ed\u30b0\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u306b\u5f79\u7acb\u3064\u3055\u307e\u3056\u307e\u306a\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb\u3068\u30b5\u30fc\u30d3\u30b9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066 GKE \u30af\u30e9\u30b9\u30bf\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3057\u3001\u30b9\u30bf\u30c3\u30af\u30c9\u30e9\u30a4\u30d0\u30ed\u30ae\u30f3\u30b0\u3092\u4f7f\u7528\u3057\u3066\u30af\u30e9\u30b9\u30bf\u306e\u30a8\u30e9\u30fc\u30ed\u30b0\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30d0\u30c3\u30b0\u3068\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0: \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u554f\u984c\u304c\u767a\u751f\u3057\u305f\u5834\u5408\u306f\u3001Kubernetes \u306e\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3068\u30c8\u30e9\u30d6\u30eb\u30b7\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u554f\u984c\u3092\u5206\u6790\u3057\u3066\u89e3\u6c7a\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001kubectl \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30dd\u30c3\u30c9\u306b\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u5165\u529b\u3057\u305f\u308a\u3001\u30b3\u30f3\u30c6\u30ca\u30fc \u30ed\u30b0\u3092\u8868\u793a\u3057\u305f\u308a\u3001\u30b3\u30de\u30f3\u30c9\u3092\u5b9f\u884c\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30e9\u30b9\u30bf\u3092\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3059\u308b: Kubernetes \u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u304c\u66f4\u65b0\u3055\u308c\u305f\u3089\u3001GKE \u306e\u30af\u30e9\u30b9\u30bf \u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u30af\u30e9\u30b9\u30bf\u3092\u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002 \u30a2\u30c3\u30d7\u30b0\u30ec\u30fc\u30c9 \u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u3001GKE \u306f\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u53e4\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30ce\u30fc\u30c9\u304b\u3089\u65b0\u3057\u3044\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30ce\u30fc\u30c9\u306b\u81ea\u52d5\u7684\u306b\u79fb\u884c\u3057\u3066\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u9ad8\u53ef\u7528\u6027\u3068\u5b89\u5b9a\u6027\u3092\u7dad\u6301\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9: GKE \u306f\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u8a8d\u8a3c\u3001\u76e3\u67fb\u306a\u3069\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u7ba1\u7406\u3092\u8907\u6570\u5c64\u306b\u308f\u305f\u3063\u3066\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u5236\u5fa1\u306f\u3001\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3068\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u4fdd\u8b77\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001GKE \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30b3\u30f3\u30c6\u30ca\u5316\u3055\u308c\u305f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u7ba1\u7406\u304c\u3088\u308a\u30b7\u30f3\u30d7\u30eb\u3001\u52b9\u7387\u7684\u3001\u304b\u3064\u5b89\u5168\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Cloud Storage \u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3001\u30d5\u30a1\u30a4\u30eb\u3001\u30a2\u30fc\u30ab\u30a4\u30d6 \u30c7\u30fc\u30bf\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u5b58\u304a\u3088\u3073\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u306e\u3001\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u30af\u30e9\u30a6\u30c9 \u30b9\u30c8\u30ec\u30fc\u30b8 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002 GCP \u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3001\u4ee5\u4e0b\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9: GCP Storage \u306b\u306f\u3001\u6a19\u6e96\u30b9\u30c8\u30ec\u30fc\u30b8\u3001IA \u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30a2\u30fc\u30ab\u30a4\u30d6 \u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30af\u30fc\u30eb \u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30b9\u30c8\u30ec\u30fc\u30b8 \u30af\u30e9\u30b9\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u5404\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u306b\u306f\u7570\u306a\u308b\u30b3\u30b9\u30c8\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u7279\u6027\u304c\u3042\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30cb\u30fc\u30ba\u306b\u9069\u3057\u305f\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9: GCP Storage \u306b\u306f\u3001REST API\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3 \u30c4\u30fc\u30eb\u3001\u30a6\u30a7\u30d6 \u30b3\u30f3\u30bd\u30fc\u30eb\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8 \u30e9\u30a4\u30d6\u30e9\u30ea\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30a2\u30af\u30bb\u30b9\u65b9\u6cd5\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d0\u30b1\u30c3\u30c8\u5185\u306e\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3001\u524a\u9664\u3001\u304a\u3088\u3073\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u4fdd\u8b77: GCP Storage \u306f\u3001\u30c7\u30fc\u30bf\u306e\u6697\u53f7\u5316\u3001\u8a8d\u8a3c\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u3001\u30ed\u30ae\u30f3\u30b0\u306a\u3069\u3001\u591a\u5c64\u7684\u306a\u30c7\u30fc\u30bf\u4fdd\u8b77\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30e1\u30ab\u30cb\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001GCP Storage \u306b\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u6a5f\u5bc6\u6027\u3092\u4fdd\u8b77\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u79fb\u884c: GCP Storage \u306b\u306f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3 \u30c7\u30fc\u30bf\u79fb\u884c\u3001\u30aa\u30d5\u30e9\u30a4\u30f3 \u30c7\u30fc\u30bf\u79fb\u884c\u3001\u30a2\u30fc\u30ab\u30a4\u30d6 \u30c7\u30fc\u30bf\u79fb\u884c\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u79fb\u884c\u65b9\u6cd5\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u5225\u306e\u30b9\u30c8\u30ec\u30fc\u30b8 \u30b7\u30b9\u30c6\u30e0\u304b\u3089 GCP Storage \u3068\u306e\u9593\u3067\u30c7\u30fc\u30bf\u3092\u79fb\u884c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d0\u30b1\u30c3\u30c8\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb: GCP Storage \u306b\u306f\u3001\u30d0\u30b1\u30c3\u30c8\u5185\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3092\u81ea\u52d5\u7684\u306b\u524a\u9664\u307e\u305f\u306f\u30a2\u30fc\u30ab\u30a4\u30d6\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u30d0\u30b1\u30c3\u30c8\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30d0\u30b1\u30c3\u30c8\u5185\u306e\u30c7\u30fc\u30bf\u3092\u7ba1\u7406\u3057\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30b3\u30b9\u30c8\u3092\u524a\u6e1b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8 \u30b3\u30b9\u30c8: GCP Storage \u306f\u67d4\u8edf\u306a\u8ab2\u91d1\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u3001\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u5bb9\u91cf\u3084\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5e2f\u57df\u5e45\u306a\u3069\u306e\u30ea\u30bd\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u306e\u307f\u6599\u91d1\u3092\u652f\u6255\u3044\u307e\u3059\u3002 \u30d0\u30b1\u30c3\u30c8\u306e\u4f5c\u6210\u3084\u524a\u9664\u306a\u3069\u306e\u64cd\u4f5c\u306f\u7121\u6599\u3067\u3001\u5b9f\u969b\u306b\u4f7f\u7528\u3059\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u30b9\u30da\u30fc\u30b9\u3084\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u5e2f\u57df\u5e45\u306a\u3069\u306e\u30ea\u30bd\u30fc\u30b9\u306b\u5bfe\u3057\u3066\u306e\u307f\u6599\u91d1\u304c\u767a\u751f\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001GCP Storage \u306f\u3001\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u30a2\u30af\u30bb\u30b9\u3092\u652f\u63f4\u3059\u308b\u62e1\u5f35\u6027\u306e\u9ad8\u3044\u30af\u30e9\u30a6\u30c9 \u30b9\u30c8\u30ec\u30fc\u30b8 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308a\u3001\u3042\u3089\u3086\u308b\u898f\u6a21\u306e\u30c7\u30fc\u30bf \u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u8907\u6570\u306e\u30c7\u30fc\u30bf\u4fdd\u8b77\u304a\u3088\u3073\u30c7\u30fc\u30bf\u79fb\u884c\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u3067\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u4f7f\u7528\u3059\u308b\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>GCP \u30b9\u30c8\u30ec\u30fc\u30b8\u306f\u3001\u6b21\u306e\u624b\u9806\u3067\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d0\u30b1\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b: Google Cloud Console \u3067\u30d0\u30b1\u30c3\u30c8\u3092\u4f5c\u6210\u3057\u3001\u30d0\u30b1\u30c3\u30c8\u540d\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30ea\u30fc\u30b8\u30e7\u30f3\u306a\u3069\u306e\u60c5\u5831\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9: Google Cloud Console \u307e\u305f\u306f Cloud Storage API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30d0\u30b1\u30c3\u30c8\u306b\u30c7\u30fc\u30bf\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002 \u30d6\u30e9\u30a6\u30b6\u307e\u305f\u306f\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002 \u30af\u30e9\u30a4\u30a2\u30f3\u30c8 \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b3\u30fc\u30c9\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9: Google Cloud Console \u307e\u305f\u306f Cloud Storage API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30d0\u30b1\u30c3\u30c8\u5185\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3057\u307e\u3059\u3002 \u30d6\u30e9\u30a6\u30b6\u3067\u30d5\u30a1\u30a4\u30eb\u3092\u8868\u793a\u3057\u305f\u308a\u3001\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3057\u305f\u308a\u3001\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u304b\u3089\u30a2\u30af\u30bb\u30b9\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002 \u30af\u30e9\u30a4\u30a2\u30f3\u30c8 \u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b3\u30fc\u30c9\u5185\u306e\u30d5\u30a1\u30a4\u30eb\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d0\u30b1\u30c3\u30c8\u306e\u7ba1\u7406: Google Cloud Console \u307e\u305f\u306f Cloud Storage API \u3092\u4f7f\u7528\u3057\u3066\u3001\u30d0\u30b1\u30c3\u30c8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u306e\u5909\u66f4\u3001\u30d0\u30b1\u30c3\u30c8 \u30a2\u30af\u30bb\u30b9\u306e\u8a2d\u5b9a\u3001\u30d0\u30b1\u30c3\u30c8\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u306e\u8a2d\u5b9a\u306a\u3069\u3001\u30d0\u30b1\u30c3\u30c8\u3092\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5177\u4f53\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d0\u30b1\u30c3\u30c8\u3092\u4f5c\u6210\u3059\u308b: Google Cloud Console \u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001[\u30b9\u30c8\u30ec\u30fc\u30b8] &gt; [\u30b9\u30c8\u30ec\u30fc\u30b8\u7ba1\u7406] \u3092\u9078\u629e\u3057\u3066\u3001[\u30d0\u30b1\u30c3\u30c8\u3092\u4f5c\u6210] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002 \u30d0\u30b1\u30c3\u30c8\u540d\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30af\u30e9\u30b9\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30be\u30fc\u30f3\u306a\u3069\u306e\u60c5\u5831\u3092\u6307\u5b9a\u3057\u3001[\u4f5c\u6210] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a1\u30a4\u30eb\u306e\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9: \u30d6\u30e9\u30a6\u30b6\u307e\u305f\u306f\u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d0\u30b1\u30c3\u30c8\u306b\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002 Google Cloud Console \u3067\u30d0\u30b1\u30c3\u30c8\u3092\u9078\u629e\u3057\u3001[\u30d5\u30a1\u30a4\u30eb\u3092\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002 \u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3059\u308b\u30d5\u30a1\u30a4\u30eb\u3092\u9078\u629e\u3057\u3001[\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9]\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a1\u30a4\u30eb\u3078\u306e\u30a2\u30af\u30bb\u30b9: Google Cloud Console \u3067\u30d0\u30b1\u30c3\u30c8\u3092\u9078\u629e\u3057\u3001\u30d5\u30a1\u30a4\u30eb\u540d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30d5\u30a1\u30a4\u30eb\u306e\u5185\u5bb9\u3092\u8868\u793a\u3057\u307e\u3059\u3002 \u30d5\u30a1\u30a4\u30eb\u306e URL \u306b\u306f\u3001\u30d6\u30e9\u30a6\u30b6\u30fc\u304b\u3089\u76f4\u63a5\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3082\u3001Cloud Storage API \u3092\u4f7f\u7528\u3057\u3066\u30b3\u30fc\u30c9\u3067\u30a2\u30af\u30bb\u30b9\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d0\u30b1\u30c3\u30c8\u306e\u7ba1\u7406: Google Cloud \u30b3\u30f3\u30bd\u30fc\u30eb\u3067\u30d0\u30b1\u30c3\u30c8\u3092\u9078\u629e\u3057\u3001[\u7de8\u96c6] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30d0\u30b1\u30c3\u30c8\u306e\u30d7\u30ed\u30d1\u30c6\u30a3\u3092\u7de8\u96c6\u3057\u307e\u3059\u3002 \u30d0\u30b1\u30c3\u30c8\u30da\u30fc\u30b8\u3067\u306f\u3001\u30d0\u30b1\u30c3\u30c8\u30a2\u30af\u30bb\u30b9\u306e\u8a2d\u5b9a\u3001\u30d0\u30b1\u30c3\u30c8\u306e\u6709\u52b9\u671f\u9593\u306e\u8a2d\u5b9a\u306a\u3069\u3092\u884c\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001GCP Storage \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3068\u30a2\u30af\u30bb\u30b9\u3001\u304a\u3088\u3073 Google Cloud Console \u307e\u305f\u306f Cloud Storage API \u3092\u4ecb\u3057\u305f\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u3068\u904b\u7528\u304c\u5bb9\u6613\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u6a5f\u80fd\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Cloud Platform(GCP)\u306f\u3001\u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u304c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u3066\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u30c4\u30fc\u30eb\u3068\u30b5\u30fc\u30d3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305d\u306e\u4e2d\u3067\u3001Dialogflow\u306f\u3001Google Cloud\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3055\u308c\u308b\u30b3\u30a2\u30c4\u30fc\u30eb\u306e1\u3064\u3067\u3059\u3002 Dialogflow \u306f\u3001\u958b\u767a\u8005\u304c\u4e00\u822c\u7684\u306a\u8cea\u554f\u306e\u51e6\u7406\u3001\u30bf\u30b9\u30af\u306e\u5b9f\u884c\u3001\u30cb\u30fc\u30ba\u306e\u4e88\u6e2c\u306a\u3069\u3092\u652f\u63f4\u3059\u308b\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30c8\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 Dialogflow \u306f\u3001\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u3068\u81ea\u7136\u8a00\u8a9e\u751f\u6210\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u4f7f\u3044\u3084\u3059\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3055\u3089\u306b\u3001Dialogflow \u306f\u3001Google Assistant\u3001Facebook Messenger\u3001Slack \u306a\u3069\u306e\u8907\u6570\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u306e\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>GCP \u30c0\u30a4\u30a2\u30ed\u30b0\u30d5\u30ed\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c0\u30a4\u30a2\u30ed\u30b0\u30d5\u30ed\u30fc\u30d7\u30ed\u30ad\u30b7\u306e\u4f5c\u6210: Google Cloud Console \u3067 Dialogflow \u30d7\u30ed\u30ad\u30b7\u3092\u4f5c\u6210\u3057\u3001\u30d7\u30ed\u30ad\u30b7\u540d\u3068\u30c7\u30d5\u30a9\u30eb\u30c8\u8a00\u8a9e\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30dc\u30c3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b: Dialogflow \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u4f7f\u7528\u3057\u3066\u30dc\u30c3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u30dc\u30c3\u30c8\u306e\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u3068\u81ea\u7136\u8a00\u8a9e\u751f\u6210\u6a5f\u80fd\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u8cea\u554f\u3068\u5bfe\u5fdc\u3059\u308b\u56de\u7b54\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30dc\u30c3\u30c8\u3092\u30c7\u30d7\u30ed\u30a4\u3059\u308b: \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u3001Google \u30a2\u30b7\u30b9\u30bf\u30f3\u30c8\u3084 Facebook \u30e1\u30c3\u30bb\u30f3\u30b8\u30e3\u30fc\u306a\u3069\u306e\u4efb\u610f\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30dc\u30c3\u30c8\u3092\u30c6\u30b9\u30c8\u3059\u308b:\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54\u3068\u76f8\u4e92\u4f5c\u7528\u306e\u52b9\u679c\u3092\u30c6\u30b9\u30c8\u3057\u3001\u30dc\u30c3\u30c8\u306e\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3068\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u8abf\u6574\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30dc\u30c3\u30c8\u306e\u76e3\u8996: Dialogflow \u304c\u63d0\u4f9b\u3059\u308b\u76e3\u8996\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6709\u52b9\u6027\u3092\u76e3\u8996\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u4f7f\u7528\u72b6\u6cc1\u3068\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u8868\u793a\u3057\u3001\u30dc\u30c3\u30c8\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u30bf\u30a4\u30e0\u30ea\u30fc\u306b\u8abf\u6574\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>GCP\u306f\u3001\u6b21\u306e\u3088\u3046\u306a\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u95a2\u9023\u306e\u30c4\u30fc\u30eb\u3084\u30b5\u30fc\u30d3\u30b9\u3082\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Google\u30c1\u30e3\u30c3\u30c8:\u30c1\u30fc\u30e0\u304c\u30ab\u30b9\u30bf\u30e0\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u958b\u767a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8API\u3092\u63d0\u4f9b\u3059\u308b\u30c1\u30fc\u30e0\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u30c4\u30fc\u30eb\u3002<\/li>\n\n\n\n<li>Cloud Natural Language: \u958b\u767a\u8005\u304c\u30c6\u30ad\u30b9\u30c8\u5185\u306e\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u3001\u30bb\u30de\u30f3\u30c6\u30a3\u30af\u30b9\u3092\u8b58\u5225\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308a\u3001\u30bb\u30f3\u30c1\u30e1\u30f3\u30c8\u5206\u6790\u3001\u30a8\u30f3\u30c6\u30a3\u30c6\u30a3\u62bd\u51fa\u306a\u3069\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Firebase Cloud Messaging: \u958b\u767a\u8005\u304c\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3068\u7d71\u5408\u3067\u304d\u308b\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30d7\u30c3\u30b7\u30e5\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3092\u69cb\u7bc9\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u30af\u30ed\u30b9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u30d7\u30c3\u30b7\u30e5\u30e1\u30c3\u30bb\u30fc\u30b8\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u30d9\u30fc\u30b9\u306e\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u69cb\u7bc9\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Dialogflow \u3068 Google Cloud Functions \u3092\u4f7f\u7528\u3067\u304d\u308b Google Cloud Platform \u3092\u30d9\u30fc\u30b9\u306b\u3057\u305f\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Dialogflow \u3068 Google Cloud Functions \u3092\u4f7f\u7528\u3057\u3066\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u69cb\u7bc9\u3059\u308b\u624b\u9806\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c0\u30a4\u30a2\u30ed\u30b0\u30d5\u30ed\u30fc\u30d7\u30ed\u30ad\u30b7\u306e\u4f5c\u6210: Google Cloud Console \u3067 Dialogflow \u30d7\u30ed\u30ad\u30b7\u3092\u4f5c\u6210\u3057\u3001\u30d7\u30ed\u30ad\u30b7\u540d\u3068\u30c7\u30d5\u30a9\u30eb\u30c8\u8a00\u8a9e\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30dc\u30c3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b: Dialogflow \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u3092\u4f7f\u7528\u3057\u3066\u30dc\u30c3\u30c8\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u3001\u30dc\u30c3\u30c8\u306e\u81ea\u7136\u8a00\u8a9e\u7406\u89e3\u3068\u81ea\u7136\u8a00\u8a9e\u751f\u6210\u6a5f\u80fd\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u30b5\u30f3\u30d7\u30eb\u306e\u8cea\u554f\u3068\u5bfe\u5fdc\u3059\u308b\u56de\u7b54\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u95a2\u6570\u3092\u4f5c\u6210\u3059\u308b: Google Cloud Console \u3067\u30af\u30e9\u30a6\u30c9\u95a2\u6570\u3092\u4f5c\u6210\u3057\u3001\u9069\u5207\u306a\u30e9\u30f3\u30bf\u30a4\u30e0\u3068\u30c8\u30ea\u30ac\u30fc \u30bf\u30a4\u30d7\u3092\u9078\u629e\u3057\u3066\u3001\u95a2\u6570\u3092 Dialogflow \u3068\u7d71\u5408\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u95a2\u6570\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b: Dialogflow \u304c\u53d7\u4fe1\u3057\u305f\u8981\u6c42\u3068\u5fdc\u7b54\u3092\u95a2\u6570\u30b3\u30fc\u30c9\u3067\u51e6\u7406\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d3\u30b8\u30cd\u30b9 \u30ed\u30b8\u30c3\u30af\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30d7\u30ed\u30a4\u6a5f\u80fd: gcloud \u30b3\u30de\u30f3\u30c9\u30e9\u30a4\u30f3 \u30c4\u30fc\u30eb\u307e\u305f\u306f Google Cloud Console \u3092\u4f7f\u7528\u3057\u3066\u95a2\u6570\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30dc\u30c3\u30c8\u3092\u30c6\u30b9\u30c8\u3059\u308b: Dialogflow \u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30a4\u30b9\u307e\u305f\u306f\u305d\u306e\u4ed6\u306e Dialogflow \u5bfe\u5fdc\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5fdc\u7b54\u6027\u3068\u5bfe\u8a71\u3092\u30c6\u30b9\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30dc\u30c3\u30c8\u306e\u76e3\u8996: Dialogflow \u304c\u63d0\u4f9b\u3059\u308b\u76e3\u8996\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u6709\u52b9\u6027\u3092\u76e3\u8996\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u4f7f\u7528\u72b6\u6cc1\u3068\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u8868\u793a\u3057\u3001\u30dc\u30c3\u30c8\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3068\u30d1\u30e9\u30e1\u30fc\u30bf\u30fc\u3092\u30bf\u30a4\u30e0\u30ea\u30fc\u306b\u8abf\u6574\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u5b9f\u88c5\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306f\u6a5f\u5bc6\u6027\u306e\u9ad8\u3044\u30e6\u30fc\u30b6\u30fc\u60c5\u5831\u3092\u51e6\u7406\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u30c7\u30fc\u30bf\u3092\u4fdd\u8b77\u3067\u304d\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3057\u305f\u304c\u3063\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u3092\u5b9f\u88c5\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u306b\u5f93\u3063\u3066\u3001\u30c1\u30e3\u30c3\u30c8\u30dc\u30c3\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u30d5\u30a9\u30fc\u30e0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Cloud Platform \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u300c\u30d5\u30a9\u30fc\u30e0\u300d\u3068\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30a2\u30f3\u30b1\u30fc\u30c8\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u3001\u30af\u30a4\u30ba\u3001\u30d5\u30a9\u30fc\u30e0\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3057\u3066\u5171\u6709\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3084\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u30aa\u30f3\u30e9\u30a4\u30f3\u8abf\u67fb\u30c4\u30fc\u30eb\u3067\u3042\u308b Google \u30d5\u30a9\u30fc\u30e0\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Google \u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3059\u308b\u969b\u306e\u4e00\u822c\u7684\u306a\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30d5\u30a9\u30fc\u30e0\u306e\u4f5c\u6210: \u30e6\u30fc\u30b6\u30fc\u306f Google \u30d5\u30a9\u30fc\u30e0 \u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u307e\u305f\u306f\u30ab\u30b9\u30bf\u30e0 \u30d5\u30a9\u30fc\u30e0\u4f5c\u6210\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u65b0\u3057\u3044\u30d5\u30a9\u30fc\u30e0\u3092\u4f5c\u6210\u3057\u3001\u30d5\u30a9\u30fc\u30e0\u306e\u30bf\u30a4\u30c8\u30eb\u3001\u8aac\u660e\u3001\u8cea\u554f\u3001\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0\u306e\u30ab\u30b9\u30bf\u30de\u30a4\u30ba: \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30d5\u30a9\u30fc\u30e0\u306e\u30c6\u30fc\u30de\u3001\u8272\u3001\u30d5\u30a9\u30f3\u30c8\u3092\u9078\u629e\u3057\u305f\u308a\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30de\u30eb\u30c1\u30e1\u30c7\u30a3\u30a2\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3001\u30d5\u30a9\u30fc\u30e0\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u3068\u30b9\u30bf\u30a4\u30eb\u3092\u8abf\u6574\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8cea\u554f\u306e\u8ffd\u52a0:\u30e6\u30fc\u30b6\u30fc\u306f\u3001\u5358\u4e00\u9078\u629e\u306e\u8cea\u554f\u3001\u8907\u6570\u9078\u629e\u306e\u8cea\u554f\u3001\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30ea\u30b9\u30c8\u3001\u30c6\u30ad\u30b9\u30c8\u30dc\u30c3\u30af\u30b9\u306a\u3069\u3001\u8907\u6570\u306e\u30bf\u30a4\u30d7\u306e\u8cea\u554f\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3001\u753b\u50cf\u3001\u30d3\u30c7\u30aa\u3001\u6bb5\u843d\u30c6\u30ad\u30b9\u30c8\u306a\u3069\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u8a2d\u5b9a: \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u533f\u540d\u5fdc\u7b54\u3092\u8a31\u53ef\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u8907\u6570\u306e\u56de\u7b54\u3092\u8a31\u53ef\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u96fb\u5b50\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304c\u5fc5\u8981\u304b\u3069\u3046\u304b\u306a\u3069\u306e\u30d5\u30a9\u30fc\u30e0\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0\u306e\u5171\u6709: \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30ea\u30f3\u30af\u3001\u30e1\u30fc\u30eb\u3001\u307e\u305f\u306f\u30bd\u30fc\u30b7\u30e3\u30eb \u30e1\u30c7\u30a3\u30a2\u3092\u4ecb\u3057\u3066\u30d5\u30a9\u30fc\u30e0\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u3067\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3092\u62db\u5f85\u3057\u3066\u30d5\u30a9\u30fc\u30e0\u306b\u5165\u529b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u8868\u793a\u3059\u308b: \u30e6\u30fc\u30b6\u30fc\u306f Google \u30d5\u30a9\u30fc\u30e0\u307e\u305f\u306f Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u4f7f\u7528\u3057\u3066\u3001\u30d5\u30a9\u30fc\u30e0\u306b\u3088\u3063\u3066\u53ce\u96c6\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u8868\u793a\u3001\u5206\u6790\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3084\u50be\u5411\u3092\u628a\u63e1\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0 \u30c7\u30fc\u30bf\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8: \u30e6\u30fc\u30b6\u30fc\u306f\u30d5\u30a9\u30fc\u30e0 \u30c7\u30fc\u30bf\u3092 CSV \u30d5\u30a1\u30a4\u30eb\u307e\u305f\u306f Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3068\u3057\u3066\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3066\u3001\u5f8c\u3067\u51e6\u7406\u3084\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u500b\u4eba\u3084\u7d44\u7e54\u304c\u30e6\u30fc\u30b6\u30fc\u8abf\u67fb\u3001\u5e02\u5834\u8abf\u67fb\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3059\u308b\u305f\u3081\u306e\u4f7f\u3044\u3084\u3059\u3044\u7121\u6599\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u8abf\u67fb\u30c4\u30fc\u30eb\u3067\u3059\u3002 \u540c\u6642\u306b\u3001Google\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u4ed6\u306eGoogle\u30b5\u30fc\u30d3\u30b9(Google\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3001Google\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u306a\u3069)\u3068\u306e\u7d71\u5408\u3092\u901a\u3058\u3066\u3001\u3088\u308a\u591a\u304f\u306e\u6a5f\u80fd\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u30d5\u30a9\u30fc\u30e0\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google\u30d5\u30a9\u30fc\u30e0\u306f\u4f7f\u3044\u3084\u3059\u3044\u7121\u6599\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u8abf\u67fb\u30c4\u30fc\u30eb\u3067\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u3001\u30a2\u30f3\u30b1\u30fc\u30c8\u3001\u30af\u30a4\u30ba\u3001\u30d5\u30a9\u30fc\u30e0\u306e\u4f5c\u6210\u3068\u5171\u6709\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3084\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3092\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Google \u30d5\u30a9\u30fc\u30e0\u3092\u4f7f\u7528\u3059\u308b\u4e00\u822c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Google \u30d5\u30a9\u30fc\u30e0\u306b\u30ed\u30b0\u30a4\u30f3\u3059\u308b: Google \u30a2\u30ab\u30a6\u30f3\u30c8\u3067 Google \u30d5\u30a9\u30fc\u30e0(https:\/\/forms.google.com)\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059<a href=\"https:\/\/forms.google.com%29.\/\">\u3002<\/a><\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0\u3092\u4f5c\u6210\u3059\u308b: [\u30d5\u30a9\u30fc\u30e0\u3092\u4f5c\u6210] \u3092\u9078\u629e\u3057\u3066\u65b0\u3057\u3044\u30d5\u30a9\u30fc\u30e0\u306e\u4f5c\u6210\u3092\u958b\u59cb\u3059\u308b\u304b\u3001Google \u30d5\u30a9\u30fc\u30e0\u304c\u63d0\u4f9b\u3059\u308b\u6a19\u6e96\u306e\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u3092\u4f7f\u7528\u3057\u3066\u30d5\u30a9\u30fc\u30e0\u306e\u4f5c\u6210\u3092\u958b\u59cb\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u8cea\u554f\u306e\u8ffd\u52a0:\u30d5\u30a9\u30fc\u30e0\u306b\u8cea\u554f\u3092\u8ffd\u52a0\u3059\u308b\u3068\u3001\u8907\u6570\u9078\u629e\u3001\u8907\u6570\u9078\u629e\u3001\u30c9\u30ed\u30c3\u30d7\u30c0\u30a6\u30f3\u30ea\u30b9\u30c8\u3001\u30c6\u30ad\u30b9\u30c8\u30dc\u30c3\u30af\u30b9\u306a\u3069\u3001\u8907\u6570\u306e\u30bf\u30a4\u30d7\u306e\u8cea\u554f\u3092\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002 \u30d5\u30a9\u30fc\u30e0\u306b\u65b0\u3057\u3044\u8cea\u554f\u3092\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001[\u8cea\u554f\u306e\u8ffd\u52a0] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001\u8ffd\u52a0\u3059\u308b\u8cea\u554f\u306e\u7a2e\u985e\u3092\u9078\u629e\u3057\u3066\u3001\u8cea\u554f\u30c6\u30ad\u30b9\u30c8\u3068\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u5165\u529b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b: \u3055\u307e\u3056\u307e\u306a\u30d5\u30a9\u30fc\u30e0\u306e\u30c6\u30fc\u30de\u3001\u8272\u3001\u30d5\u30a9\u30f3\u30c8\u3092\u9078\u629e\u3057\u305f\u308a\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30de\u30eb\u30c1\u30e1\u30c7\u30a3\u30a2\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3001\u30d5\u30a9\u30fc\u30e0\u306e\u30ec\u30a4\u30a2\u30a6\u30c8\u3084\u30b9\u30bf\u30a4\u30eb\u3092\u8abf\u6574\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0\u30aa\u30d7\u30b7\u30e7\u30f3\u306e\u8a2d\u5b9a: \u533f\u540d\u5fdc\u7b54\u3092\u8a31\u53ef\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u8907\u6570\u306e\u56de\u7b54\u3092\u8a31\u53ef\u3059\u308b\u304b\u3069\u3046\u304b\u3001\u96fb\u5b50\u30e1\u30fc\u30eb\u30a2\u30c9\u30ec\u30b9\u304c\u5fc5\u8981\u304b\u3069\u3046\u304b\u306a\u3069\u306e\u30d5\u30a9\u30fc\u30e0\u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u8a2d\u5b9a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0\u3092\u5171\u6709\u3059\u308b: \u30d5\u30a9\u30fc\u30e0\u3092\u4f5c\u6210\u3057\u3066\u8a2d\u5b9a\u3057\u305f\u3089\u3001\u30ea\u30f3\u30af\u3001\u30e1\u30fc\u30eb\u3001\u307e\u305f\u306f\u30bd\u30fc\u30b7\u30e3\u30eb \u30e1\u30c7\u30a3\u30a2\u3067\u5171\u6709\u3059\u308b\u3053\u3068\u3067\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3092\u62db\u5f85\u3057\u3066\u30d5\u30a9\u30fc\u30e0\u306b\u5165\u529b\u3057\u3066\u3082\u3089\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u8868\u793a\u3059\u308b: \u30d5\u30a9\u30fc\u30e0\u3078\u306e\u5165\u529b\u30d7\u30ed\u30bb\u30b9\u4e2d\u306b\u3001Google \u30d5\u30a9\u30fc\u30e0\u307e\u305f\u306f Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u901a\u3058\u3066\u30d5\u30a9\u30fc\u30e0\u306b\u3088\u3063\u3066\u53ce\u96c6\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u8868\u793a\u304a\u3088\u3073\u5206\u6790\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3084\u50be\u5411\u3092\u628a\u63e1\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d5\u30a9\u30fc\u30e0 \u30c7\u30fc\u30bf\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8: \u30d5\u30a9\u30fc\u30e0 \u30c7\u30fc\u30bf\u3092 CSV \u30d5\u30a1\u30a4\u30eb\u307e\u305f\u306f Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3068\u3057\u3066\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u3066\u3001\u5f8c\u3067\u51e6\u7406\u3084\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google \u30d5\u30a9\u30fc\u30e0\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u8abf\u67fb\u3001\u5e02\u5834\u8abf\u67fb\u3001\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u306a\u3069\u3001\u3042\u3089\u3086\u308b\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3084\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u3092\u53ce\u96c6\u3059\u308b\u305f\u3081\u306e\u500b\u4eba\u3084\u7d44\u7e54\u5411\u3051\u306e\u4f7f\u3044\u3084\u3059\u3044\u30c4\u30fc\u30eb\u3067\u3059\u3002 \u540c\u6642\u306b\u3001Google\u30d5\u30a9\u30fc\u30e0\u306f\u3001\u4ed6\u306eGoogle\u30b5\u30fc\u30d3\u30b9(Google\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3001Google\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u306a\u3069)\u3068\u306e\u7d71\u5408\u3092\u901a\u3058\u3066\u3001\u3088\u308a\u591a\u304f\u306e\u6a5f\u80fd\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30b7\u30ca\u30ea\u30aa\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u30b3\u30e9\u30dc\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Colaboratory(Colab)\u306f\u3001Google\u306e\u7121\u6599\u306e\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306eJupyter Notebook\u74b0\u5883\u3067\u3059\u3002 Colab\u306f\u3001\u7121\u6599\u306eCPU\u3001GPU\u3001TPU\u3067\u30b3\u30fc\u30c9\u3092\u5b9f\u884c\u3067\u304d\u308b\u7121\u6599\u306e\u30aa\u30f3\u30e9\u30a4\u30f3\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u3001\u30af\u30e9\u30a6\u30c9\u3067\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306e\u4fdd\u5b58\u3068\u5171\u6709\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Colab \u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u4e00\u822c\u7684\u306a\u624b\u9806\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b3\u30e9\u30dc\u306b\u30ed\u30b0\u30a4\u30f3\u3059\u308b: Google \u30a2\u30ab\u30a6\u30f3\u30c8\u3067\u30b3\u30e9\u30dc(https:\/\/colab.research.google.com)\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059<a href=\"https:\/\/colab.research.google.com%29.\/\">\u3002<\/a><\/li>\n\n\n\n<li>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b: Colab \u3067\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b\u304b\u3001Google \u30c9\u30e9\u30a4\u30d6\u304b\u3089\u65e2\u5b58\u306e\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c9\u3092\u8a18\u8ff0\u3059\u308b: Python \u30b3\u30fc\u30c9\u3092\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u8a18\u8ff0\u3057\u3001Colab \u3067\u30b3\u30fc\u30c9\u88dc\u5b8c\u3068\u81ea\u52d5\u66f8\u5f0f\u8a2d\u5b9a\u3092\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c9\u306e\u5b9f\u884c: Python \u30b3\u30fc\u30c9 \u30d6\u30ed\u30c3\u30af\u306f Colab \u3067\u5b9f\u884c\u3067\u304d\u3001CPU\u3001GPU\u3001\u304a\u3088\u3073 TPU \u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8:\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u3001Colab\u3001\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u307e\u305f\u306f\u30ed\u30fc\u30ab\u30eb\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30fc\u304b\u3089\u30a4\u30f3\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316: Matplotlib\u3001Seaborn\u3001\u304a\u3088\u3073\u305d\u306e\u4ed6\u306e Python \u8996\u899a\u5316\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u30c7\u30fc\u30bf\u3092\u8996\u899a\u5316\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b9\u30c8\u30ec\u30fc\u30b8\u30ce\u30fc\u30c8\u30d6\u30c3\u30af:Colab\u306f\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092Google\u30c9\u30e9\u30a4\u30d6\u306b\u4fdd\u5b58\u3059\u308b\u305f\u3081\u306e\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u63d0\u4f9b\u3057\u3001Google\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3001Google\u30c9\u30e9\u30a4\u30d6\u3001Google\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u306a\u3069\u306e\u4ed6\u306eGoogle\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u7d71\u5408\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5171\u6709\u3059\u308b:Colab\u3067\u306f\u3001\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u30ea\u30f3\u30af\u3068\u3057\u3066\u3001\u307e\u305f\u306fPDF\u3001HTML\u3001\u30de\u30fc\u30af\u30c0\u30a6\u30f3\u306a\u3069\u306e\u4ed6\u306e\u5f62\u5f0f\u3067\u5171\u6709\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Colaboratory\u306f\u3001\u500b\u4eba\u3001\u5b66\u8853\u7814\u7a76\u3001\u30d3\u30b8\u30cd\u30b9\u30e6\u30fc\u30b6\u30fc\u306b\u9ad8\u6027\u80fd\u3067\u4f7f\u3044\u3084\u3059\u304f\u7121\u6599\u306e\u958b\u767a\u74b0\u5883\u3092\u63d0\u4f9b\u3059\u308b\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002 \u540c\u6642\u306b\u3001Colab \u306f\u3001\u4ed6\u306e Google \u30b5\u30fc\u30d3\u30b9(Google Cloud Storage \u3084 BigQuery \u306a\u3069)\u3068\u306e\u7d71\u5408\u3092\u901a\u3058\u3066\u3001\u3088\u308a\u591a\u304f\u306e\u6a5f\u80fd\u3068\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 \u30b7\u30ca\u30ea\u30aa\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u30b3\u30e9\u30dc\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google \u30b3\u30e9\u30dc\u3092\u4f7f\u7528\u3059\u308b\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Google \u5171\u540c\u7814\u7a76\u5ba4\u3092\u958b\u304f: \u30d6\u30e9\u30a6\u30b6\u3092\u958b\u304d\u3001\u300c<a href=\"https:\/\/colab.research.google.com\/%EF%BC%8C%E7%84%B6%E5%90%8E%E7%99%BB%E5%BD%95%E6%82%A8%E7%9A%84\">https:\/\/colab.research.google.com\/\u300d\u3068\u5165\u529b\u3057\u3066\u3001<\/a>Google \u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002 Google \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u304a\u6301\u3061\u3067\u306a\u3044\u5834\u5408\u306f\u3001\u767b\u9332\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u65b0\u3057\u3044Colab\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4f5c\u6210\u3059\u308b:Colab\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u3067[\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af]\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3059\u308b\u304b\u3001[\u30d5\u30a1\u30a4\u30eb]\u30e1\u30cb\u30e5\u30fc\u306b\u79fb\u52d5\u3057\u3066[\u65b0\u3057\u3044\u30ce\u30fc\u30c8\u30d6\u30c3\u30af]\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c9\u3092\u66f8\u304f: Colab \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u306f\u3001Python \u3067\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002 Colab\u306b\u306f\u3001\u30b3\u30fc\u30c9\u88dc\u5b8c\u3001\u81ea\u52d5\u30a4\u30f3\u30c7\u30f3\u30c8\u3001\u5909\u6570\u3068\u95a2\u6570\u306e\u30d2\u30f3\u30c8\u306a\u3069\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u52b9\u7387\u3092\u5927\u5e45\u306b\u5411\u4e0a\u3055\u305b\u308b\u591a\u304f\u306e\u4fbf\u5229\u306a\u7d44\u307f\u8fbc\u307f\u30c4\u30fc\u30eb\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30fc\u30c9\u306e\u5b9f\u884c:Colab Notebook\u3067\u306f\u3001\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8Shift + Enter\u3092\u4f7f\u7528\u3059\u308b\u304b\u3001\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u306e\u5de6\u5074\u306b\u3042\u308b[\u518d\u751f]\u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30b3\u30fc\u30c9\u30d6\u30ed\u30c3\u30af\u3092\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002 \u8ffd\u52a0\u306ePython\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30b3\u30de\u30f3\u30c9\u3092\u4f7f\u7528\u3057\u3066\u305d\u308c\u3089\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3067\u304d\u307e\u3059\u3002<code>!pip install &lt;package-name&gt;<\/code><\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u51e6\u7406: Colab \u306b\u306f Google \u30c9\u30e9\u30a4\u30d6\u3068 Google Cloud Storage \u7528\u306e API \u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u3092 Colab \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u7c21\u5358\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u3066\u51e6\u7406\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001Google \u30c9\u30e9\u30a4\u30d6\u304b\u3089 Colab \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u306b\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">javascriptCopy code<code>from google.colab import drive\ndrive.mount('\/content\/drive')\n<\/code><\/pre>\n\n\n\n<ol class=\"wp-block-list\" start=\"6\">\n<li>GPU \u307e\u305f\u306f TPU \u3092\u4f7f\u7528\u3057\u305f\u30a2\u30af\u30bb\u30e9\u30ec\u30fc\u30b7\u30e7\u30f3: Colab \u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3067\u306f\u3001GPU \u307e\u305f\u306f TPU \u3092\u4f7f\u7528\u3057\u3066\u30b3\u30fc\u30c9\u306e\u5b9f\u884c\u3092\u9ad8\u901f\u5316\u3059\u308b\u3053\u3068\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u6b21\u306e\u30b3\u30fc\u30c9\u3092\u4f7f\u7528\u3057\u3066\u3001Colab \u306b GPU \u304c\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u3044\u308b\u304b\u3069\u3046\u304b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<pre class=\"wp-block-preformatted\">javascriptCopy code<code>import tensorflow as tf\ntf.test.gpu_device_name()\n<\/code><\/pre>\n\n\n\n<p>\u51fa\u529b\u304c \u306e\u5834\u5408\u3001GPU \u306f\u5272\u308a\u5f53\u3066\u3089\u308c\u3066\u3044\u307e\u3059\u3002<code>\/device:GPU:0<\/code><\/p>\n\n\n\n<ol class=\"wp-block-list\" start=\"7\">\n<li>\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4fdd\u5b58\u3057\u3066\u5171\u6709\u3059\u308b:Colab Notebooks\u3067\u306f\u3001\u30b7\u30e7\u30fc\u30c8\u30ab\u30c3\u30c8Ctrl + S\u3092\u4f7f\u7528\u3059\u308b\u304b\u3001\u30e1\u30cb\u30e5\u30fc\u30d0\u30fc\u306e[\u30d5\u30a1\u30a4\u30eb]-&gt;[\u4fdd\u5b58]\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u4fdd\u5b58\u3067\u304d\u307e\u3059\u3002 [\u5171\u6709] \u30dc\u30bf\u30f3\u3092\u4f7f\u7528\u3057\u3066\u30ce\u30fc\u30c8\u30d6\u30c3\u30af\u3092\u5171\u6709\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Colab\u306f\u3001CPU\u3001GPU\u3001TPU\u306a\u3069\u306e\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u30ea\u30bd\u30fc\u30b9\u3092\u7121\u6599\u3067\u4f7f\u7528\u3059\u308b\u7121\u6599\u306e\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u74b0\u5883\u3067\u3001\u591a\u304f\u306e\u4fbf\u5229\u306a\u30c4\u30fc\u30eb\u3084\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002 Colab\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30c7\u30a3\u30fc\u30d7\u30e9\u30fc\u30cb\u30f3\u30b0\u306a\u3069\u306e\u30bf\u30b9\u30af\u3092\u7c21\u5358\u306b\u5b9f\u884c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u9802\u70b9\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Cloud Vertex AI \u306f\u3001\u30c7\u30d9\u30ed\u30c3\u30d1\u30fc\u3084\u30c7\u30fc\u30bf \u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u304c\u9ad8\u54c1\u8cea\u306e ML \u30e2\u30c7\u30eb\u3092\u8fc5\u901f\u304b\u3064\u7c21\u5358\u306b\u69cb\u7bc9\u3001\u30c7\u30d7\u30ed\u30a4\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5305\u62ec\u7684\u306a\u6a5f\u68b0\u5b66\u7fd2(ML)\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 Google Cloud Vertex AI \u306e\u6a5f\u80fd\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u81ea\u52d5\u6a5f\u68b0\u5b66\u7fd2(AutoML): Google Cloud Vertex AI \u306f\u3001\u958b\u767a\u8005\u304c ML \u306e\u7d4c\u9a13\u304c\u306a\u304f\u3066\u3082\u9ad8\u54c1\u8cea\u306e ML \u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u69cb\u7bc9\u3067\u304d\u308b\u81ea\u52d5 ML \u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099: Google Cloud Vertex AI \u306b\u306f\u3001\u958b\u767a\u8005\u304c ML \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u6e96\u5099\u3068\u30af\u30ea\u30fc\u30f3\u30a2\u30c3\u30d7\u3092\u3088\u308a\u7c21\u5358\u306b\u884c\u3048\u308b\u3088\u3046\u306b\u3001\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf\u6e96\u5099\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb \u30c8\u30ec\u30fc\u30cb\u30f3\u30b0: Google Cloud Vertex AI \u306f\u3001TensorFlow\u3001PyTorch\u3001scikit-learn \u306a\u3069\u3001\u8907\u6570\u306e ML \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u4f7f\u7528\u3057\u3066\u72ec\u81ea\u306e ML \u30e2\u30c7\u30eb\u3092\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3059\u308b\u3053\u3068\u3082\u3001Google Cloud \u306e AutoML \u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u884c\u3046\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\u3068\u7ba1\u7406: Google Cloud Vertex AI \u306b\u306f\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u6e08\u307f\u306e ML \u30e2\u30c7\u30eb\u3092\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u30b7\u30f3\u30d7\u30eb\u3067\u76f4\u611f\u7684\u306a\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 Google Cloud \u306e\u76e3\u8996\u30c4\u30fc\u30eb\u3068\u5206\u6790\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001ML \u30e2\u30c7\u30eb\u3092\u7ba1\u7406\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u8aac\u660e\u53ef\u80fd\u6027: Google Cloud Vertex AI \u306b\u306f\u3001ML \u30e2\u30c7\u30eb\u306e\u89e3\u91c8\u3068\u8996\u899a\u5316\u306b\u5f79\u7acb\u3064\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u30e2\u30c7\u30eb\u306e\u52d5\u4f5c\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9: Google Cloud Vertex AI \u306f\u3001GDPR\u3001HIPAA\u3001ISO 27001 \u306a\u3069\u306e\u53b3\u683c\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u57fa\u6e96\u306b\u6e96\u62e0\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Cloud Vertex AI \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u30a4\u30ce\u30d9\u30fc\u30b7\u30e7\u30f3\u3068\u6210\u9577\u3092\u52a0\u901f\u3059\u308b\u9ad8\u54c1\u8cea\u306e ML \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3001\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30d7\u30ed\u30a4\u3092\u3088\u308a\u7c21\u5358\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u9802\u70b9\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Cloud Vertex AI \u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u624b\u9806\u306b\u5f93\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Google Cloud Platform \u30a2\u30ab\u30a6\u30f3\u30c8\u3068\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google Cloud Console \u3067 Google Cloud Vertex AI \u30b5\u30fc\u30d3\u30b9\u3092\u6709\u52b9\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u6e96\u5099\u3057\u307e\u3059\u3002 Vertex AI \u306f\u3001Google Cloud Storage\u3001Google BigQuery\u3001CSV\u3001JSON \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>Vertex AI \u306e\u30c7\u30fc\u30bf\u6e96\u5099\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3068\u524d\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002 Google Cloud Dataflow \u3084 Apache Beam \u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092 ETL \u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Vertex AI \u306e AutoML \u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3059\u308b\u304b\u3001\u30e2\u30c7\u30eb\u3092\u624b\u52d5\u3067\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3057\u307e\u3059\u3002 Vertex AI \u306f\u3001TensorFlow\u3001PyTorch\u3001scikit-learn \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a ML \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u5f8c\u306b\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u8a55\u4fa1\u3057\u3001Vertex AI \u306e\u30e2\u30c7\u30eb\u8aac\u660e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30e2\u30c7\u30eb\u306e\u52d5\u4f5c\u3092\u8996\u899a\u5316\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u3092\u904b\u7528\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002 Vertex AI \u306f\u3001\u30bb\u30eb\u30d5\u30db\u30b9\u30c6\u30c3\u30c9\u3084\u30aa\u30fc\u30c8\u30db\u30b9\u30c6\u30c3\u30c9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30d7\u30ed\u30a4 \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u3092\u76e3\u8996\u304a\u3088\u3073\u7ba1\u7406\u3057\u307e\u3059\u3002 Vertex AI \u306f\u3001\u30e2\u30c7\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u52d5\u4f5c\u3092\u8ffd\u8de1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30e2\u30cb\u30bf\u30ea\u30f3\u30b0\u304a\u3088\u3073\u89e3\u6790\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Vertex AI \u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001ML \u306b\u95a2\u3059\u308b\u4e00\u5b9a\u306e\u77e5\u8b58\u3068\u7d4c\u9a13\u304c\u5fc5\u8981\u3067\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u5341\u5206\u306a\u7d4c\u9a13\u304c\u306a\u3044\u5834\u5408\u306f\u3001Vertex AI \u306e AutoML \u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066 ML \u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u81ea\u52d5\u5316\u3057\u3001\u30d3\u30b8\u30cd\u30b9 \u30cb\u30fc\u30ba\u3092\u8fc5\u901f\u306b\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002 Google Cloud \u306b\u306f\u3001Vertex AI \u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3057\u3066\u4f7f\u7528\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u8c4a\u5bcc\u306a\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0 \u30ea\u30bd\u30fc\u30b9\u3082\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u30b9\u30d7\u30ea\u30fc\u30c9\u30b7\u30fc\u30c8\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Cloud \u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u305f\u3081\u306e\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 \u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n\n\n\n<p>Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u6b21\u306e\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u4f5c\u6210\u3001\u7de8\u96c6\u3059\u308b: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306e\u4f5c\u6210\u3001\u30c7\u30fc\u30bf\u3084\u6570\u5f0f\u306e\u8ffd\u52a0\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3068\u306e\u5171\u6709\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u307e\u305f\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u3092\u8a2d\u5b9a\u3057\u3066\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u7de8\u96c6\u3067\u304d\u308b\u30e6\u30fc\u30b6\u30fc\u3092\u5236\u5fa1\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5206\u6790: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u306f\u3001\u30d5\u30a3\u30eb\u30bf\u3001\u30bd\u30fc\u30bf\u30fc\u3001\u30b0\u30e9\u30d5\u3001\u30d4\u30dc\u30c3\u30c8\u30c6\u30fc\u30d6\u30eb\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3066\u5206\u6790\u3057\u3001\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3068\u50be\u5411\u3092\u898b\u3064\u3051\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30a8\u30af\u30b9\u30dd\u30fc\u30c8: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u3001CSV\u3001Excel\u3001JSON\u3001Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u305f\u308a\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u304b\u3089\u4ed6\u306e\u5f62\u5f0f\u306b\u30c7\u30fc\u30bf\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u8907\u6570\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u540c\u3058\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u540c\u6642\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u7de8\u96c6\u3067\u304d\u307e\u3059\u3002 \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u30b3\u30e1\u30f3\u30c8\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3001\u5909\u66f4\u306b\u30de\u30fc\u30af\u3092\u4ed8\u3051\u305f\u308a\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3068\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53d6\u3063\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u81ea\u52d5\u5316: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u3084\u30de\u30af\u30ed\u306a\u3069\u306e\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u53cd\u5fa9\u7684\u306a\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3057\u3066\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 \u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u4f7f\u7528\u3059\u308b\u306b\u306f\u30a4\u30f3\u30bf\u30fc\u30cd\u30c3\u30c8\u63a5\u7d9a\u304c\u5fc5\u8981\u3067\u3059\u3002 \u540c\u6642\u306b\u3001Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u306f\u3001\u5f93\u6765\u306e\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8 \u30c4\u30fc\u30eb\u3068\u306f\u7570\u306a\u308b\u3044\u304f\u3064\u304b\u306e\u6a5f\u80fd\u3068\u5236\u9650\u304c\u3042\u308a\u307e\u3059\u3002 \u3088\u308a\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u5206\u6790\u304a\u3088\u3073\u51e6\u7406\u30c4\u30fc\u30eb\u304c\u5fc5\u8981\u306a\u5834\u5408\u306f\u3001Google Cloud \u306e BigQuery \u3084 Data Studio \u306a\u3069\u306e\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u30b9\u30d7\u30ea\u30fc\u30c9\u30b7\u30fc\u30c8\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google\u30af\u30e9\u30a6\u30c9\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306e\u4f7f\u7528\u306f\u975e\u5e38\u306b\u30b7\u30f3\u30d7\u30eb\u3067\u76f4\u611f\u7684\u3067\u3059, \u3053\u3053\u306b\u3044\u304f\u3064\u304b\u306e\u57fa\u672c\u7684\u306a\u624b\u9806\u3068\u64cd\u4f5c\u304c\u3042\u308a\u307e\u3059:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Google Cloud \u306b\u30ed\u30b0\u30a4\u30f3\u3059\u308b: Google Cloud \u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8(<a href=\"https:\/\/cloud.google.com\/%EF%BC%89%E5%B9%B6%E7%99%BB%E5%BD%95%E6%82%A8%E7%9A%84%E8%B4%A6%E6%88%B7%E3%80%82%E5%A6%82%E6%9E%9C%E6%82%A8%E6%B2%A1%E6%9C%89\">https:\/\/cloud.google.com\/)\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3001\u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u30ed\u30b0\u30a4\u30f3\u3057\u307e\u3059\u3002&nbsp;<\/a>Google Cloud \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u304a\u6301\u3061\u3067\u306a\u3044\u5834\u5408\u306f\u3001\u304a\u7533\u3057\u8fbc\u307f\u304f\u3060\u3055\u3044\u3002<\/li>\n\n\n\n<li>\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b: Google Cloud \u306e\u30db\u30fc\u30e0\u30da\u30fc\u30b8\u3067 [\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3001[\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8] \u30aa\u30d7\u30b7\u30e7\u30f3\u3092\u9078\u629e\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u3068\u6570\u5f0f\u3092\u5165\u529b\u3067\u304d\u308b\u65b0\u3057\u3044\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u304c\u958b\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u3092\u8ffd\u52a0: \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u30c7\u30fc\u30bf\u3092\u76f4\u63a5\u5165\u529b\u3059\u308b\u304b\u3001\u30b3\u30d4\u30fc\u3057\u3066\u8cbc\u308a\u4ed8\u3051\u307e\u3059\u3002 \u6570\u5f0f\u3068\u95a2\u6570\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u8a08\u7b97\u304a\u3088\u3073\u64cd\u4f5c\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001SUM \u95a2\u6570\u306f\u3001\u9078\u629e\u3057\u305f\u7bc4\u56f2\u5185\u306e\u6570\u5024\u3092\u5408\u8a08\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u66f8\u5f0f\u8a2d\u5b9a: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306e\u66f8\u5f0f\u8a2d\u5b9a\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3092\u7f8e\u3057\u304f\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30d5\u30a9\u30f3\u30c8\u3001\u8272\u3001\u30b5\u30a4\u30ba\u306a\u3069\u3092\u5909\u66f4\u3067\u304d\u307e\u3059\u3002 \u7f6b\u7dda\u3084\u80cc\u666f\u8272\u306a\u3069\u306e\u8868\u30b9\u30bf\u30a4\u30eb\u3092\u8ffd\u52a0\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u5206\u6790: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u3001\u4e26\u3079\u66ff\u3048\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u30b0\u30e9\u30d5\u3001\u30d4\u30dc\u30c3\u30c8\u30c6\u30fc\u30d6\u30eb\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u5206\u6790\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3066\u5206\u6790\u3057\u3001\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3068\u50be\u5411\u3092\u898b\u3064\u3051\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30d4\u30dc\u30c3\u30c8\u30c6\u30fc\u30d6\u30eb\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u304a\u3088\u3073\u8981\u7d04\u3057\u3001\u3088\u308a\u8a73\u7d30\u306a\u5206\u6790\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u8907\u6570\u306e\u30e6\u30fc\u30b6\u30fc\u304c\u540c\u3058\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u540c\u6642\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u7de8\u96c6\u3067\u304d\u307e\u3059\u3002 \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u30b3\u30e1\u30f3\u30c8\u3092\u8ffd\u52a0\u3057\u305f\u308a\u3001\u5909\u66f4\u306b\u30de\u30fc\u30af\u3092\u4ed8\u3051\u305f\u308a\u3001\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u3068\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u3092\u53d6\u3063\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3068\u30a8\u30af\u30b9\u30dd\u30fc\u30c8: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u3001CSV\u3001Excel\u3001JSON\u3001Google \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3068\u5f62\u5f0f\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002 \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u30c7\u30fc\u30bf\u3092\u7c21\u5358\u306b\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u305f\u308a\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u304b\u3089\u4ed6\u306e\u5f62\u5f0f\u306b\u30c7\u30fc\u30bf\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u81ea\u52d5\u5316: Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306f\u3001\u30b9\u30af\u30ea\u30d7\u30c8\u3084\u30de\u30af\u30ed\u306a\u3069\u306e\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u304a\u308a\u3001\u53cd\u5fa9\u7684\u306a\u30bf\u30b9\u30af\u3092\u81ea\u52d5\u5316\u3057\u3066\u751f\u7523\u6027\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306b\u306f\u3001\u30c7\u30fc\u30bf\u4fdd\u8b77\u3084\u30ab\u30b9\u30bf\u30e0 \u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u4ed6\u306b\u3082\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u5236\u9650\u304c\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u7406\u89e3\u3092\u6df1\u3081\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001Google Cloud \u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u306e\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3068\u30c1\u30e5\u30fc\u30c8\u30ea\u30a2\u30eb\u3092\u3054\u89a7\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>\u8bf7\u8be6\u7ec6\u4ecb\u7ecdgCloud\u7684dataportal<\/p>\n\n\n\n<p>gCloud\u7684dataportal\u662f\u4e00\u4e2a\u6570\u636e\u95e8\u6237\uff0c\u53ef\u4ee5\u5e2e\u52a9\u7528\u6237\u5728\u4e00\u4e2a\u96c6\u4e2d\u7684\u5730\u65b9\u67e5\u770b\u548c\u7ba1\u7406\u4ed6\u4eec\u5728Google Cloud Platform\u4e0a\u7684\u5404\u79cd\u6570\u636e\u8d44\u4ea7\u3002dataportal\u63d0\u4f9b\u4e86\u4e00\u4e2a\u53ef\u89c6\u5316\u7684\u754c\u9762\uff0c\u53ef\u4ee5\u8f7b\u677e\u5730\u67e5\u770b\u548c\u7ba1\u7406\u6570\u636e\u96c6\u3001\u6570\u636e\u6d41\u548c\u4e91\u5b58\u50a8\u6876\u7b49\u3002<\/p>\n\n\n\n<p>dataportal\u652f\u6301\u591a\u79cd\u6570\u636e\u6e90\uff0c\u5305\u62ecBigQuery\u3001Cloud Storage\u3001Datastore\u3001Pub\/Sub\u548cCloud SQL\u7b49\u3002\u7528\u6237\u53ef\u4ee5\u5728dataportal\u4e2d\u8f7b\u677e\u6d4f\u89c8\u548c\u53d1\u73b0\u4ed6\u4eec\u7684\u6570\u636e\u96c6\uff0c\u5e76\u6267\u884c\u5404\u79cd\u64cd\u4f5c\uff0c\u4f8b\u5982\u5bfc\u51fa\u3001\u590d\u5236\u548c\u5171\u4eab\u6570\u636e\u96c6\u3002\u6b64\u5916\uff0cdataportal\u8fd8\u63d0\u4f9b\u4e86\u4e00\u4e9b\u5185\u7f6e\u7684\u5206\u6790\u548c\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u8fd9\u4e9b\u5de5\u5177\u5206\u6790\u4ed6\u4eec\u7684\u6570\u636e\u96c6\uff0c\u5e76\u751f\u6210\u5404\u79cd\u62a5\u8868\u548c\u56fe\u8868\u3002<\/p>\n\n\n\n<p>Dataportal \u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u30c6\u30fc\u30d6\u30eb\u3001\u30d3\u30e5\u30fc\u3001\u30e2\u30c7\u30eb\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30ea\u30bd\u30fc\u30b9\u3092\u7c21\u5358\u306b\u898b\u3064\u3051\u3066\u63a2\u7d22\u3067\u304d\u307e\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u7d44\u307f\u8fbc\u307f\u306e\u691c\u7d22\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30ea\u30bd\u30fc\u30b9\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002 \u3055\u3089\u306b\u3001Dataportal \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf \u30ea\u30bd\u30fc\u30b9\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u7ba1\u7406\u3059\u308b\u306e\u306b\u5f79\u7acb\u3064\u968e\u5c64\u627f\u8a8d\u30e2\u30c7\u30eb\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb\u306fgCloud\u304c\u63d0\u4f9b\u3059\u308b\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u7ba1\u7406\u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304cGoogle\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u8cc7\u7523\u3092\u7c21\u5358\u306b\u7ba1\u7406\u304a\u3088\u3073\u5236\u5fa1\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>gCloud \u306e\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f Google Cloud Platform \u4e0a\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u8cc7\u7523\u3092\u7c21\u5358\u306b\u7ba1\u7406\u304a\u3088\u3073\u5236\u5fa1\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb\u3092\u4f7f\u7528\u3059\u308b\u969b\u306b\u5b9f\u884c\u3059\u308b\u4e00\u822c\u7684\u306a\u624b\u9806\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb \u30da\u30fc\u30b8\u3092\u958b\u304f: Google Cloud Platform \u306b\u30ed\u30b0\u30a4\u30f3\u3057\u3001\u4e0a\u90e8\u306e\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3 \u30d0\u30fc\u306b\u3042\u308b [\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb \u30da\u30fc\u30b8\u306b\u5165\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3\u3068\u691c\u7d22: Dataportal \u30da\u30fc\u30b8\u3067\u306f\u3001\u5de6\u5074\u306e\u30ca\u30d3\u30b2\u30fc\u30b7\u30e7\u30f3 \u30e1\u30cb\u30e5\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u30c6\u30fc\u30d6\u30eb\u3001\u30d3\u30e5\u30fc\u3001\u30e2\u30c7\u30eb\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30ea\u30bd\u30fc\u30b9\u3092\u8868\u793a\u304a\u3088\u3073\u53c2\u7167\u3067\u304d\u307e\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u4e0a\u90e8\u306e\u691c\u7d22\u30dc\u30c3\u30af\u30b9\u3092\u4f7f\u7528\u3057\u3066\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf \u30ea\u30bd\u30fc\u30b9\u3092\u898b\u3064\u3051\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8868\u793a\u3068\u7de8\u96c6: \u8868\u793a\u3059\u308b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u9078\u629e\u3057\u3001\u305d\u306e\u540d\u524d\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8a73\u7d30\u30da\u30fc\u30b8\u306b\u79fb\u52d5\u3057\u307e\u3059\u3002 \u3053\u3053\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b9\u30ad\u30fc\u30de\u3001\u30b5\u30a4\u30ba\u3001\u304a\u3088\u3073\u30e1\u30bf\u30c7\u30fc\u30bf\u60c5\u5831\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u306f\u3001[\u30c7\u30fc\u30bf\u306e\u8868\u793a] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5185\u5bb9\u3092\u8868\u793a\u3057\u3001\u30d5\u30a3\u30eb\u30bf\u30fc\u51e6\u7406\u3001\u4e26\u3079\u66ff\u3048\u3001\u691c\u7d22\u306a\u3069\u306e\u64cd\u4f5c\u3092\u5b9f\u884c\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002 \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u307e\u305f\u306f\u7de8\u96c6\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001[\u7de8\u96c6\u30e2\u30fc\u30c9] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u7de8\u96c6\u30e2\u30fc\u30c9\u306b\u5165\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8: \u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8a73\u7d30\u30da\u30fc\u30b8\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u3092 CSV\u3001JSON\u3001AVRO \u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u5f62\u5f0f\u306b\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u5168\u4f53\u307e\u305f\u306f\u7279\u5b9a\u306e\u30af\u30a8\u30ea\u7d50\u679c\u3092\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u306e\u7ba1\u7406: \u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb\u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf \u30ea\u30bd\u30fc\u30b9\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u4ed6\u306e\u30e6\u30fc\u30b6\u30fc\u307e\u305f\u306f\u30b0\u30eb\u30fc\u30d7\u306b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3078\u306e\u8aad\u307f\u53d6\u308a\u307e\u305f\u306f\u66f8\u304d\u8fbc\u307f\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u3092\u4ed8\u4e0e\u3057\u305f\u308a\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b6\u30fc\u307e\u305f\u306f\u30b0\u30eb\u30fc\u30d7\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u5236\u9650\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5206\u6790\u3068\u8996\u899a\u5316: Dataportal \u306b\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u30ec\u30dd\u30fc\u30c8\u3084\u30b0\u30e9\u30d5\u3092\u751f\u6210\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3067\u304d\u308b\u7d44\u307f\u8fbc\u307f\u306e\u5206\u6790\u304a\u3088\u3073\u8996\u899a\u5316\u30c4\u30fc\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002 \u305f\u3068\u3048\u3070\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u7d44\u307f\u8fbc\u307f\u306e\u30c7\u30fc\u30bf\u30a2\u30ca\u30e9\u30a4\u30b6\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u5206\u6790\u304a\u3088\u3073\u63a2\u7d22\u3057\u305f\u308a\u3001\u7d44\u307f\u8fbc\u307f\u306e\u30c7\u30fc\u30bf\u8996\u899a\u5316\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3055\u307e\u3056\u307e\u306a\u30c1\u30e3\u30fc\u30c8\u3084\u8996\u899a\u5316\u3092\u751f\u6210\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001gCloud \u306e\u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3001\u30c6\u30fc\u30d6\u30eb\u3001\u30d3\u30e5\u30fc\u3001\u30e2\u30c7\u30eb\u306a\u3069\u3001Google Cloud Platform \u4e0a\u306e\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u8cc7\u7523\u3092\u7c21\u5358\u306b\u7ba1\u7406\u3001\u5236\u5fa1\u3067\u304d\u307e\u3059\u3002 DataPortal \u3092\u901a\u3058\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u8868\u793a\u3068\u7de8\u96c6\u3001\u30c7\u30fc\u30bf\u306e\u30a8\u30af\u30b9\u30dd\u30fc\u30c8\u3001\u30a2\u30af\u30bb\u30b9\u8a31\u53ef\u306e\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3068\u8996\u899a\u5316\u306a\u3069\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u6700\u9069\u5316\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u306f\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306eA \/ B\u30c6\u30b9\u30c8\u304a\u3088\u3073\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002 A \/ B\u30c6\u30b9\u30c8\u3092\u4f5c\u6210\u3057\u3066\u5b9f\u884c\u3057\u3001Web\u30da\u30fc\u30b8\u307e\u305f\u306f\u30a2\u30d7\u30ea\u306e\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u304c\u9ad8\u3044\u304b\u3092\u30c6\u30b9\u30c8\u3057\u305f\u308a\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u5b9f\u88c5\u3057\u3066\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>Google \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>A\/B \u30c6\u30b9\u30c8: A\/B \u30c6\u30b9\u30c8\u3092\u4f5c\u6210\u3057\u3066\u5b9f\u884c\u3057\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u3068\u30e6\u30fc\u30b6\u30fc \u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u30da\u30fc\u30b8\u3084\u30a2\u30d7\u30ea\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u591a\u5909\u91cf\u30c6\u30b9\u30c8: \u30da\u30fc\u30b8\u8981\u7d20\u306e\u8907\u6570\u306e\u5909\u6570\u3092\u5909\u66f4\u3057\u3066\u30c6\u30b9\u30c8\u3092\u4f5c\u6210\u304a\u3088\u3073\u5b9f\u884c\u3057\u3001\u3069\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u6700\u9069\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30c0\u30a4\u30ec\u30af\u30c8 \u30c6\u30b9\u30c8: \u8907\u6570\u306e\u30da\u30fc\u30b8\u3092\u6bd4\u8f03\u3057\u3066\u3001\u7279\u5b9a\u306e\u5909\u66f4\u306e\u5f71\u97ff\u3092\u30c6\u30b9\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9: \u30e6\u30fc\u30b6\u30fc\u306e\u5c5e\u6027\u3068\u884c\u52d5\u306b\u57fa\u3065\u3044\u3066\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b3\u30f3\u30c6\u30f3\u30c4\u3092\u914d\u4fe1\u3057\u3001\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u5897\u3084\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u76f4\u611f\u7684\u306a\u30a8\u30c7\u30a3\u30bf: \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u306b\u306f\u76f4\u611f\u7684\u306a\u30d3\u30b8\u30e5\u30a2\u30eb\u30a8\u30c7\u30a3\u30bf\u304c\u3042\u308a\u3001\u30da\u30fc\u30b8\u8981\u7d20\u306e\u5909\u66f4\u3084\u30c6\u30b9\u30c8\u306e\u4f5c\u6210\u304c\u7c21\u5358\u3067\u3059\u3002<\/li>\n\n\n\n<li>Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3068\u306e\u7d71\u5408: \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u3068 Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u306e\u7dca\u5bc6\u306a\u7d71\u5408\u306b\u3088\u308a\u3001\u3059\u3067\u306b\u6301\u3063\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3057\u3066\u30c6\u30b9\u30c8\u3084\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4ed6\u306e Google \u30b5\u30fc\u30d3\u30b9\u3068\u306e\u7d71\u5408: \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u306f\u3001Google \u5e83\u544a\u3084 Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306a\u3069\u306e\u4ed6\u306e Google \u30b5\u30fc\u30d3\u30b9\u3068\u7d71\u5408\u3057\u3066\u3001\u3088\u308a\u5e83\u7bc4\u306a\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3068\u6700\u9069\u5316\u306e\u76ee\u6a19\u3092\u9054\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u306e\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u3092\u9ad8\u3081\u3001\u30e6\u30fc\u30b6\u30fc \u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>gCloud\u306e\u6700\u9069\u5316\u306e\u4f7f\u7528\u65b9\u6cd5\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>gCloud \u306e\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001A\/B \u30c6\u30b9\u30c8\u3092\u7c21\u5358\u306b\u4f5c\u6210\u3057\u3066\u5b9f\u884c\u3057\u3001\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3057\u3066\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u306e\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3068\u30e6\u30fc\u30b6\u30fc \u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 gCloud \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u3092\u4f7f\u7528\u3059\u308b\u305f\u3081\u306e\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b: \u307e\u305a\u3001Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 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\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u3067\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u306e\u884c\u52d5\u3092\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3059\u308b\u306b\u306f\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u306e\u30b3\u30fc\u30c9\u306b\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u306e\u30bf\u30b0\u3092\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u308c\u3092\u884c\u3046\u306b\u306f\u3001Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u4f7f\u7528\u3059\u308b\u304b\u3001\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba \u30bf\u30b0\u3092\u624b\u52d5\u3067\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c6\u30b9\u30c8\u3092\u4f5c\u6210\u3059\u308b: \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u3067\u306f\u3001A\/B \u30c6\u30b9\u30c8\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3055\u308c\u305f\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002 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\u5b9f\u9a13\u306e\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u3001\u8a08\u753b\u3092\u7acb\u3066\u3001\u6539\u5584\u3092\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002 \u3088\u308a\u52b9\u679c\u7684\u306a\u30d0\u30ea\u30a8\u30fc\u30b7\u30e7\u30f3\u3092\u898b\u3064\u3051\u305f\u5834\u5408\u306f\u3001\u305d\u308c\u3092\u4fdd\u6301\u3057\u3066\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u306b\u9069\u7528\u3067\u304d\u307e\u3059\u3002 \u7279\u5b9a\u306e\u8981\u7d20\u3092\u6539\u5584\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u306e\u30d3\u30b8\u30e5\u30a2\u30eb \u30a8\u30c7\u30a3\u30bf\u3092\u4f7f\u7528\u3057\u3066\u3001\u3055\u3089\u306b\u5909\u66f4\u3084\u30c6\u30b9\u30c8\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001gCloud\u306e\u6700\u9069\u5316\u306f\u5f37\u529b\u3067\u4f7f\u3044\u3084\u3059\u3044\u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u306e\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u3068\u30e6\u30fc\u30b6\u30fc\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001A\/B \u30c6\u30b9\u30c8\u3092\u5b9f\u65bd\u3057\u3066\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3057\u3001\u30c6\u30b9\u30c8\u306e\u7d50\u679c\u306b\u57fa\u3065\u3044\u3066\u6539\u5584\u8a08\u753b\u3092\u7acb\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google\u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306f\u3001Google\u304c\u63d0\u4f9b\u3059\u308b\u30bf\u30b0\u7ba1\u7406\u30c4\u30fc\u30eb\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3067\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u30b3\u30fc\u30c9\u3068\u30b5\u30a4\u30c8\u5206\u6790\u30bf\u30b0\u3092\u8ffd\u52a0\u3001\u66f4\u65b0\u3001\u7ba1\u7406\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8 \u30bf\u30b0\u3092\u3088\u308a\u7c21\u5358\u306b\u7ba1\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u8a2a\u554f\u8005\u306e\u884c\u52d5\u3084\u30a4\u30f3\u30bf\u30e9\u30af\u30b7\u30e7\u30f3\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3092\u3088\u308a\u9069\u5207\u306b\u6700\u9069\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306e\u4e3b\u306a\u6a5f\u80fd\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30bf\u30b0\u7ba1\u7406: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u306f\u3001Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3001\u30a2\u30c9\u30ef\u30fc\u30ba\u5e83\u544a\u3001\u30c0\u30d6\u30eb\u30af\u30ea\u30c3\u30af\u3001Bing\u306a\u3069\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u4e0a\u306e\u3059\u3079\u3066\u306e\u30bf\u30b0\u3092\u4e00\u5143\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30bf\u30b0\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u5909\u66f4\u3057\u305f\u308a\u3001\u4ee5\u524d\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u7c21\u5358\u306b\u8868\u793a\u3057\u305f\u308a\u30ed\u30fc\u30eb\u30d0\u30c3\u30af\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30e0 \u30bf\u30b0: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u306f\u3001\u5b9a\u7fa9\u6e08\u307f\u306e\u30bf\u30b0 \u30bf\u30a4\u30d7\u306b\u52a0\u3048\u3066\u3001\u30ab\u30b9\u30bf\u30e0 HTML\u3001JavaScript\u3001\u7b2c\u4e09\u8005\u30bf\u30b0\u3082\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30ea\u30ac\u30fc: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u306f\u3001\u30c8\u30ea\u30ac\u30fc\u3092\u4f7f\u7528\u3057\u3066\u3001\u30da\u30fc\u30b8\u306e\u8aad\u307f\u8fbc\u307f\u6642\u3084\u30dc\u30bf\u30f3\u306e\u30af\u30ea\u30c3\u30af\u6642\u306a\u3069\u3001\u30bf\u30b0\u3092\u914d\u4fe1\u3059\u308b\u30bf\u30a4\u30df\u30f3\u30b0\u3092\u5236\u5fa1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30ec\u30a4\u30e4\u30fc: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30e4\u30fc\u3092\u4f7f\u7528\u3057\u3066\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3068\u30bf\u30b0\u306e\u9593\u3067\u30c7\u30fc\u30bf\u3092\u6e21\u3057\u3001\u30bf\u30b0\u304c\u30c7\u30fc\u30bf\u3092\u6b63\u3057\u304f\u53ce\u96c6\u3057\u3066\u51e6\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30d7\u30ec\u30d3\u30e5\u30fc\u3068\u516c\u958b: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306b\u306f\u3001\u30bf\u30b0\u3092\u516c\u958b\u3059\u308b\u524d\u306b\u30d7\u30ec\u30d3\u30e5\u30fc\u3057\u3066\u52d5\u4f5c\u3092\u30c6\u30b9\u30c8\u3059\u308b\u30d7\u30ec\u30d3\u30e5\u30fc\u3068\u516c\u958b\u6a5f\u80fd\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u4f7f\u7528\u3059\u308b\u306b\u306f\u3001\u6b21\u306e\u624b\u9806\u3092\u5b9f\u884c\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3067\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u30b3\u30f3\u30c6\u30ca\u3092\u4f5c\u6210\u3057\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u3059\u3079\u3066\u306e\u30da\u30fc\u30b8\u306b\u30b3\u30f3\u30c6\u30ca \u30b3\u30fc\u30c9\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3067\u76ee\u7684\u306e\u30bf\u30b0\u3068\u30c8\u30ea\u30ac\u30fc\u3092\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306e\u30d7\u30ec\u30d3\u30e5\u30fc\u6a5f\u80fd\u3068\u30c7\u30d0\u30c3\u30b0\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u3001\u30bf\u30b0\u3068\u30c8\u30ea\u30ac\u30fc\u306e\u52d5\u4f5c\u3092\u30c6\u30b9\u30c8\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c6\u30b9\u30c8\u304c\u5b8c\u4e86\u3057\u305f\u3089\u3001\u5909\u66f4\u5185\u5bb9\u3092 Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc \u30b3\u30f3\u30c6\u30ca\u306b\u516c\u958b\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google\u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306f\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306b\u8907\u6570\u306e\u30bf\u30b0\u3092\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30e6\u30fc\u30b6\u30fc\u306b\u5f79\u7acb\u3061\u3001\u30bf\u30b0\u7ba1\u7406\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3057\u3001\u3088\u308a\u512a\u308c\u305f\u30c7\u30fc\u30bf\u53ce\u96c6\u304a\u3088\u3073\u5206\u6790\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google\u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306e\u4f7f\u3044\u65b9\u3092\u8a73\u3057\u304f\u8aac\u660e\u3057\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google\u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc(GTM)\u306f\u3001Google\u304c\u63d0\u4f9b\u3059\u308b\u30bf\u30b0\u7ba1\u7406\u30c4\u30fc\u30eb\u3067\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30e2\u30d0\u30a4\u30eb\u30a2\u30d7\u30ea\u306b\u8907\u6570\u306e\u30bf\u30b0(Google\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3001\u30a2\u30c9\u30ef\u30fc\u30ba\u5e83\u544a\u3001DoubleClick\u306a\u3069)\u3092\u8ffd\u52a0\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3057\u307e\u3059\u3002 GTM\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001Web\u30b5\u30a4\u30c8\u307e\u305f\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u3088\u308a\u7c21\u5358\u306b\u8ffd\u8de1\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u4f7f\u7528\u3059\u308b\u57fa\u672c\u7684\u306a\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b: tagmanager.google.com \u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u3001\u65b0\u3057\u3044\u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002 Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 \u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u95a2\u9023\u4ed8\u3051\u3089\u308c\u3066\u3044\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc \u30b3\u30fc\u30c9\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b: \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b GTM \u30b3\u30fc\u30c9\u3092\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3057\u307e\u3059\u3002 \u3053\u306e\u30b3\u30fc\u30c9\u306f\u3001\u3059\u3079\u3066\u306e\u30e9\u30d9\u30eb\u3092\u7ba1\u7406\u304a\u3088\u3073\u9069\u7528\u3059\u308b\u305f\u3081\u306e\u30cf\u30d6\u3068\u3057\u3066\u6a5f\u80fd\u3057\u307e\u3059\u3002 \u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3059\u308b\u3068\u3001GTM \u3092\u4f7f\u7528\u3057\u3066\u30bf\u30b0\u3092\u8ffd\u52a0\u304a\u3088\u3073\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bf\u30b0\u3092\u8ffd\u52a0\u3059\u308b: \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc \u30a2\u30ab\u30a6\u30f3\u30c8\u306b\u30ed\u30b0\u30a4\u30f3\u3059\u308b\u3068\u3001\u65b0\u3057\u3044\u30bf\u30b0\u3092\u8ffd\u52a0\u3067\u304d\u307e\u3059\u3002 \u30bf\u30b0\u306b\u306f\u3001\u30da\u30fc\u30b8\u30d3\u30e5\u30fc\u3001\u30dc\u30bf\u30f3\u30af\u30ea\u30c3\u30af\u306a\u3069\u3001Web\u30b5\u30a4\u30c8\u307e\u305f\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u3067\u306e\u30e6\u30fc\u30b6\u30fc\u30a2\u30af\u30c6\u30a3\u30d3\u30c6\u30a3\u3092\u8ffd\u8de1\u3059\u308b\u30b9\u30af\u30ea\u30d7\u30c8\u30b3\u30fc\u30c9\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u69cb\u6210\u5909\u6570:\u30bf\u30b0\u306f\u901a\u5e38\u3001\u7279\u5b9a\u306e\u30da\u30fc\u30b8\u306eURL\u3001\u30af\u30ea\u30c3\u30af\u3055\u308c\u305f\u30dc\u30bf\u30f3\u306eID\u306a\u3069\u3001Web\u30b5\u30a4\u30c8\u307e\u305f\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u4e00\u90e8\u306e\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 \u3053\u306e\u30c7\u30fc\u30bf\u306f\u3001\u5909\u6570\u3092\u69cb\u6210\u3059\u308b\u3053\u3068\u3067\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5909\u66f4\u3092\u516c\u958b\u3059\u308b: \u30bf\u30b0\u3068\u5909\u6570\u3092\u8ffd\u52a0\u3057\u305f\u5f8c\u3001[\u30b3\u30df\u30c3\u30c8] \u30dc\u30bf\u30f3\u3092\u30af\u30ea\u30c3\u30af\u3057\u3066\u5909\u66f4\u3092 GTM \u306b\u516c\u958b\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u307e\u305f\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30a4\u30f3\u30b9\u30c8\u30fc\u30eb\u3055\u308c\u3066\u3044\u308bGTM\u30b3\u30fc\u30c9\u304c\u66f4\u65b0\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bf\u30b0\u304c\u6b63\u3057\u304f\u6a5f\u80fd\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b: \u8ffd\u52a0\u3059\u308b\u30bf\u30b0\u304c\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u3067\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u9069\u5207\u306b\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002 Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u30e9\u30d9\u30eb\u304c\u6b63\u3057\u304f\u6a5f\u80fd\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u7d50\u8ad6\u3068\u3057\u3066\u3001Google\u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u3067\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u3088\u308a\u7c21\u5358\u306b\u7ba1\u7406\u304a\u3088\u3073\u8ffd\u8de1\u3057\u3001\u8907\u6570\u306e\u30bf\u30b0\u3092\u8ffd\u52a0\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u7c21\u7d20\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google 360 \u30b7\u30ea\u30fc\u30ba\u306e\u30c4\u30fc\u30eb\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google 360 \u30b7\u30ea\u30fc\u30ba \u30c4\u30fc\u30eb\u306f\u3001\u4f01\u696d\u304c\u30c7\u30b8\u30bf\u30eb \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3088\u308a\u9069\u5207\u306b\u7ba1\u7406\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u3001Google \u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30b0\u30ec\u30fc\u30c9 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u3067\u3059\u3002 \u3053\u306e\u30b7\u30ea\u30fc\u30ba\u306b\u306f\u3001Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 360\u3001Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360\u3001Google \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360\u3001Google Data Studio 360\u3001Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360\u3001Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360 \u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5404\u30c4\u30fc\u30eb\u306e\u8a73\u7d30\u306a\u8aac\u660e\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 360: Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba \u30d0\u30fc\u30b8\u30e7\u30f3\u3067\u3001\u30c7\u30fc\u30bf\u5236\u9650\u306e\u62e1\u5927\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u7d71\u5408\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3 \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u4f01\u696d\u304c\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u3088\u308a\u826f\u3044\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3092\u958b\u767a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7248\u3067\u3001\u30c7\u30fc\u30bf\u5bb9\u91cf\u306e\u5236\u9650\u306e\u5f15\u304d\u4e0a\u3052\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u5411\u4e0a\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3001\u6280\u8853\u30b5\u30dd\u30fc\u30c8\u306e\u5411\u4e0a\u306a\u3069\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30bf\u30b0\u3068\u30b3\u30fc\u30c9\u30b9\u30cb\u30da\u30c3\u30c8\u3092\u3088\u308a\u9069\u5207\u306b\u7ba1\u7406\u3067\u304d\u3001\u305d\u306e\u7d50\u679c\u3001\u30c7\u30b8\u30bf\u30eb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3068\u30c7\u30fc\u30bf\u5206\u6790\u3092\u3088\u308a\u9069\u5207\u306b\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360: Google \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7248\u3067\u3001\u30c7\u30fc\u30bf\u5bb9\u91cf\u306e\u4e0a\u9650\u306e\u5f15\u304d\u4e0a\u3052\u3001A\/B \u30c6\u30b9\u30c8\u306e\u6539\u5584\u3001\u591a\u5909\u91cf\u30c6\u30b9\u30c8\u306a\u3069\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u4f01\u696d\u304cWeb\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u3092\u3088\u308a\u9069\u5207\u306b\u6700\u9069\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u3068\u30e6\u30fc\u30b6\u30fc\u6e80\u8db3\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google \u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb 360: Google \u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7248\u3067\u3001\u30c7\u30fc\u30bf\u5236\u9650\u306e\u5f15\u304d\u4e0a\u3052\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u306e\u5411\u4e0a\u3001\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u5411\u4e0a\u3001\u30c6\u30af\u30cb\u30ab\u30eb \u30b5\u30dd\u30fc\u30c8\u306e\u5411\u4e0a\u306a\u3069\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u308c\u306b\u3088\u308a\u3001\u4f01\u696d\u306f\u30ab\u30b9\u30bf\u30e0\u30c7\u30fc\u30bf\u30ec\u30dd\u30fc\u30c8\u3068\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u3088\u308a\u9069\u5207\u306b\u4f5c\u6210\u304a\u3088\u3073\u5171\u6709\u3057\u3066\u3001\u30d3\u30b8\u30cd\u30b9\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3088\u308a\u9069\u5207\u306b\u76e3\u8996\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google\u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3360:Google\u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u7248\u3067\u3042\u308a\u3001\u30c7\u30fc\u30bf\u5bb9\u91cf\u306e\u4e0a\u9650\u306e\u5f15\u304d\u4e0a\u3052\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u306e\u6539\u5584\u3001\u30de\u30eb\u30c1\u30c1\u30e3\u30cd\u30eb\u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3\u306a\u3069\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u4f01\u696d\u304c\u3055\u307e\u3056\u307e\u306a\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c1\u30e3\u30cd\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3092\u3088\u308a\u9069\u5207\u306b\u958b\u767a\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360: \u4f01\u696d\u304c\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u3088\u308a\u9069\u5207\u306b\u7d71\u5408\u3001\u5206\u6790\u3001\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u652f\u63f4\u3059\u308b Google \u306e\u30c7\u30fc\u30bf\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 \u3053\u308c\u306f\u3001\u4f01\u696d\u304c\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u3001\u3088\u308a\u826f\u3044\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3068\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u306e\u5411\u4e0a\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 360 \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 360(GA 360)\u306f\u3001Google \u306e\u9ad8\u5ea6\u306a\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8 \u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u7d71\u8a08\u304a\u3088\u3073\u5206\u6790\u30c4\u30fc\u30eb\u3067\u3001Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u306e\u6a19\u6e96\u30d0\u30fc\u30b8\u30e7\u30f3\u3088\u308a\u3082\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u30b5\u30dd\u30fc\u30c8\u3092\u63d0\u4f9b\u3057\u3001\u5927\u4f01\u696d\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u306e\u591a\u3044\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3001\u3088\u308a\u8907\u96d1\u306a\u30c7\u30fc\u30bf \u30cb\u30fc\u30ba\u3092\u6301\u3064\u7d44\u7e54\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>GA 360 \u306e\u4e3b\u306a\u6a5f\u80fd\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u3088\u308a\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u6a5f\u80fd:GA 360\u306f\u3001\u5927\u898f\u6a21\u306aWeb\u30b5\u30a4\u30c8\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u30c7\u30fc\u30bf\u3092\u3088\u308a\u8fc5\u901f\u306b\u51e6\u7406\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u7d50\u679c\u3092\u3088\u308a\u8fc5\u901f\u306b\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u305d\u306e\u4ed6\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u5236\u9650: GA 360 \u306b\u306f\u3001GA \u306e\u6a19\u6e96\u30d0\u30fc\u30b8\u30e7\u30f3\u306e\u30c7\u30fc\u30bf \u30b5\u30f3\u30d7\u30ea\u30f3\u30b0\u306e\u5236\u9650\u304c\u306a\u3044\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u3088\u308a\u591a\u304f\u306e\u30c7\u30fc\u30bf\u306e\u8a73\u7d30\u3092\u8868\u793a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google AdWords \u304a\u3088\u3073 DoubleClick \u3068\u306e\u7d71\u5408: GA 360 \u306f Google AdWords \u304a\u3088\u3073 DoubleClick \u3068\u76f4\u63a5\u7d71\u5408\u3067\u304d\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30aa\u30f3\u30e9\u30a4\u30f3\u5e83\u544a\u306e\u63b2\u8f09\u7d50\u679c\u3068\u30b5\u30a4\u30c8\u30c7\u30fc\u30bf\u3092 &lt;&gt; \u304b\u6240\u3067\u78ba\u8a8d\u3057\u3066\u3001\u5e83\u544a\u8cbb\u7528\u304c\u30b5\u30a4\u30c8\u306e\u63b2\u8f09\u7d50\u679c\u306b\u4e0e\u3048\u308b\u5f71\u97ff\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u4e3b\u5c0e\u306e\u6226\u7565\u7684\u610f\u601d\u6c7a\u5b9a: GA 360 \u306f\u3001\u30e6\u30fc\u30b6\u30fc\u304c Web \u30b5\u30a4\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u3088\u308a\u9069\u5207\u306a\u6226\u7565\u7684\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u306e\u306b\u5f79\u7acb\u3064\u3001\u3088\u308a\u591a\u304f\u306e\u30ec\u30dd\u30fc\u30c8\u3001\u5206\u6790\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u8996\u899a\u5316\u30c4\u30fc\u30eb\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5f37\u5316\u3055\u308c\u305f\u30e6\u30fc\u30b6\u30fc\u5206\u6790\u3068\u8ffd\u8de1: GA 360 \u306f\u3001\u30af\u30ed\u30b9\u30c7\u30d0\u30a4\u30b9 \u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3084\u30ab\u30b9\u30bf\u30e0\u5206\u6790\u306a\u3069\u3001\u3088\u308a\u591a\u304f\u306e\u30e6\u30fc\u30b6\u30fc\u5206\u6790\u3068\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u6a5f\u80fd\u3092\u63d0\u4f9b\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u4fdd\u8b77: GA 360 \u306f\u6b27\u5dde\u30c7\u30fc\u30bf\u4fdd\u8b77\u898f\u5247 (GDPR) \u306b\u6e96\u62e0\u3057\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30e6\u30fc\u30b6\u30fc \u30c7\u30fc\u30bf\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u4fdd\u8b77\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5168\u4f53\u3068\u3057\u3066\u3001GA 360\u306f\u5f37\u529b\u306aWeb\u30b5\u30a4\u30c8\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u5206\u6790\u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u4f01\u696d\u304cWeb\u30b5\u30a4\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u3088\u308a\u826f\u3044\u6226\u7565\u7684\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u305f\u3060\u3057\u3001\u6a19\u6e96\u306eGA\u3088\u308a\u3082\u9ad8\u4fa1\u3067\u3042\u308a\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u30c7\u30fc\u30bf\u51e6\u7406\u6a5f\u80fd\u3092\u5fc5\u8981\u3068\u3059\u308b\u4f01\u696d\u306b\u306e\u307f\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u306f\u3001\u30bf\u30b0\u306e\u7ba1\u7406\u3068\u5c0e\u5165\u3092\u7c21\u7d20\u5316\u3057\u306a\u304c\u3089\u3001\u3088\u308a\u9ad8\u3044\u30ec\u30d9\u30eb\u306e\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u5305\u62ec\u7684\u306a\u30bf\u30b0\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 \u3053\u308c\u306fGoogle\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9360\u30b9\u30a4\u30fc\u30c8\u306e\u4e00\u90e8\u3067\u3042\u308a\u3001\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u30b0\u30ec\u30fc\u30c9\u306e\u30c7\u30b8\u30bf\u30eb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u306e\u91cd\u8981\u306a\u90e8\u5206\u3067\u3059\u3002<\/p>\n\n\n\n<p>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30bf\u30b0\u306e\u5c55\u958b: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u306f\u3001Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3001AdWords\u3001DoubleClick \u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bf\u30b0\u306e\u5c0e\u5165\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7c21\u5358\u306a\u7ba1\u7406: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u500b\u3005\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3066\u7ba1\u7406\u3057\u306a\u304f\u3066\u3082\u3001&lt;&gt; \u3064\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3079\u3066\u306e\u30bf\u30b0\u3092\u7c21\u5358\u306b\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u53ce\u96c6: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3067\u306f\u3001\u30ab\u30b9\u30bf\u30e0\u5909\u6570\u3001\u30bf\u30b0\u3001\u30a4\u30d9\u30f3\u30c8\u3092\u901a\u3058\u3066\u3055\u307e\u3056\u307e\u306a\u7a2e\u985e\u306e\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u7d71\u5408: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3067\u306f\u3001\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u3092 Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 360 \u306a\u3069\u306e\u4ed6\u306e\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306b\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3067\u306f\u3001\u30bf\u30b0\u306e\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3068\u30e6\u30fc\u30b6\u30fc\u6a29\u9650\u7ba1\u7406\u304c\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u4fdd\u8b77\u304c\u78ba\u4fdd\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9ad8\u5ea6\u306a\u6a5f\u80fd: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u306b\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30e4\u30fc\u3001\u30a4\u30d9\u30f3\u30c8 \u30c8\u30ea\u30ac\u30fc\u3001\u5909\u6570\u306a\u3069\u306e\u9ad8\u5ea6\u306a\u6a5f\u80fd\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u3088\u308a\u6b63\u78ba\u306b\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3092\u4f7f\u7528\u3059\u308b\u5229\u70b9\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30bf\u30b0\u7ba1\u7406\u306e\u7c21\u7d20\u5316: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3067\u3059\u3079\u3066\u306e\u30bf\u30b0\u3092\u7c21\u5358\u306b\u7ba1\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u6642\u9593\u3068\u4eba\u7684\u8cc7\u6e90\u3092\u7bc0\u7d04\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u5411\u4e0a: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3067\u306f\u3001\u3088\u308a\u6b63\u78ba\u306a\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u6a5f\u80fd\u3068\u30c7\u30fc\u30bf\u7d71\u5408\u6a5f\u80fd\u304c\u63d0\u4f9b\u3055\u308c\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30bf\u30b0\u306e\u8aad\u307f\u8fbc\u307f\u6642\u9593\u3092\u77ed\u7e2e\u3057\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3068\u30e6\u30fc\u30b6\u30fc \u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u306b\u95a2\u3059\u308b\u610f\u601d\u6c7a\u5b9a\u306e\u6539\u5584: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3067\u306f\u3001\u3088\u308a\u8a73\u7d30\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3044\u3001\u4f01\u696d\u304c\u3088\u308a\u9069\u5207\u306a\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u4e0a\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3048\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3092\u4f7f\u7528\u3059\u308b\u624b\u9806\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3059\u308b: \u307e\u305a\u3001Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u30a2\u30ab\u30a6\u30f3\u30c8\u3092\u4f5c\u6210\u3057\u3001\u5fc5\u8981\u306a\u30e6\u30fc\u30b6\u30fc\u3068\u30e6\u30fc\u30b6\u30fc \u30b0\u30eb\u30fc\u30d7\u3092\u8ffd\u52a0\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u4f5c\u6210\u3059\u308b: \u30e9\u30d9\u30eb\u3092\u30c7\u30d7\u30ed\u30a4\u3057\u3066\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u30b3\u30f3\u30c6\u30ca\u30fc\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30d7\u30ed\u30a4\u30e9\u30d9\u30eb: \u30c7\u30d7\u30ed\u30a4\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u30bf\u30b0\u3092\u9078\u629e\u3057\u3001\u30b3\u30f3\u30c6\u30ca\u30fc\u306b\u8ffd\u52a0\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5909\u6570\u3068\u30c8\u30ea\u30ac\u30fc\u3092\u69cb\u6210\u3059\u308b: \u30ab\u30b9\u30bf\u30e0\u5909\u6570\u3068\u30a4\u30d9\u30f3\u30c8 \u30c8\u30ea\u30ac\u30fc\u3092\u69cb\u6210\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u52d5\u4f5c\u3092\u3088\u308a\u6b63\u78ba\u306b\u8ffd\u8de1\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30b3\u30f3\u30c6\u30ca\u30fc\u306e\u30c7\u30d7\u30ed\u30a4: \u30b3\u30f3\u30c6\u30ca\u30fc\u3092 Web \u30b5\u30a4\u30c8\u307e\u305f\u306f\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30c7\u30d7\u30ed\u30a4\u3057\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u76e3\u8996\u3068\u7ba1\u7406: Google \u30bf\u30b0 \u30de\u30cd\u30fc\u30b8\u30e3\u30fc 360 \u3067\u3059\u3079\u3066\u306e\u30bf\u30b0\u3092\u76e3\u8996\u3001\u7ba1\u7406\u3057\u3001\u30c7\u30fc\u30bf\u5206\u6790\u30ec\u30dd\u30fc\u30c8\u3092\u8868\u793a\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google\u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc360\u306f\u3001\u7279\u5b9a\u306e\u6280\u8853\u7684\u30b9\u30ad\u30eb\u3068\u7d4c\u9a13\u3092\u5fc5\u8981\u3068\u3059\u308b\u9ad8\u5ea6\u306a\u30bf\u30b0\u7ba1\u7406\u30c4\u30fc\u30eb\u3067\u3042\u308b\u3053\u3068\u306b\u6ce8\u610f\u3057\u3066\u304f\u3060\u3055\u3044\u3002 \u521d\u5fc3\u8005\u306e\u5834\u5408\u306f\u3001\u6700\u521d\u306bGoogle\u30bf\u30b0\u30de\u30cd\u30fc\u30b8\u30e3\u30fc\u30d9\u30fc\u30b9\u3092\u5b66\u3076\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360 \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba360\u306f\u3001Google\u304c\u7acb\u3061\u4e0a\u3052\u305f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u6700\u9069\u5316\u30c4\u30fc\u30eb\u3067\u3001A \/ B\u30c6\u30b9\u30c8\u3084\u591a\u5909\u91cf\u30c6\u30b9\u30c8\u306a\u3069\u306e\u3055\u307e\u3056\u307e\u306a\u30c6\u30b9\u30c8\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u3066\u3001\u30a6\u30a7\u30d6\u30de\u30b9\u30bf\u30fc\u3084\u30de\u30fc\u30b1\u30bf\u30fc\u304c\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3092\u6700\u9069\u5316\u3057\u3001\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u7387\u3092\u9ad8\u3081\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 Google\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba\u306e\u7121\u6599\u7248\u3068\u6bd4\u8f03\u3057\u3066\u3001Google\u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba360\u306b\u306f\u3088\u308a\u591a\u304f\u306e\u6a5f\u80fd\u3068\u3088\u308a\u9ad8\u3044\u5236\u9650\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>Google \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360 \u306e\u4e3b\u306a\u6a5f\u80fd\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u9ad8\u5ea6\u306a\u8a66\u9a13\u8a08\u753b\u306e\u30b5\u30dd\u30fc\u30c8: \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360 \u3067\u306f\u3001\u8907\u6570\u30da\u30fc\u30b8\u306e\u30c6\u30b9\u30c8\u3001\u30ea\u30c0\u30a4\u30ec\u30af\u30c8 \u30c6\u30b9\u30c8\u3001\u30ec\u30b9\u30dd\u30f3\u30b7\u30d6 \u30c7\u30b6\u30a4\u30f3 \u30c6\u30b9\u30c8\u306a\u3069\u3001\u3088\u308a\u8907\u96d1\u306a\u30c6\u30b9\u30c8\u306e\u30cb\u30fc\u30ba\u3092\u6e80\u305f\u3059\u305f\u3081\u306b\u3001\u3088\u308a\u591a\u304f\u306e\u30c6\u30b9\u30c8\u65b9\u6cd5\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u5bb9\u91cf\u306e\u5897\u52a0: \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360 \u306f\u3001\u6bce\u6708 5 \u5104\u4ef6\u306e\u30c6\u30b9\u30c8 \u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u5bb9\u91cf\u306e\u5897\u52a0\u306b\u5bfe\u5fdc\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30bf\u30fc\u30b2\u30c3\u30c8 \u30b0\u30eb\u30fc\u30d7\u5206\u6790\u306e\u30b5\u30dd\u30fc\u30c8: \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360 \u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5c5e\u6027\u3068\u884c\u52d5\u306b\u57fa\u3065\u3044\u3066\u30bf\u30fc\u30b2\u30c3\u30c8 \u30b0\u30eb\u30fc\u30d7\u306e\u5206\u6790\u3092\u5b9f\u884c\u3057\u3001\u30e6\u30fc\u30b6\u30fc \u30b0\u30eb\u30fc\u30d7\u3054\u3068\u306b\u7570\u306a\u308b\u30c6\u30b9\u30c8 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30ec\u30dd\u30fc\u30c8\u306e\u30b5\u30dd\u30fc\u30c8: \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360 \u3067\u306f\u3001\u30c6\u30b9\u30c8\u306e\u9032\u884c\u72b6\u6cc1\u3068\u7d50\u679c\u3092\u3044\u3064\u3067\u3082\u78ba\u8a8d\u3057\u3001\u30bf\u30a4\u30e0\u30ea\u30fc\u306a\u8abf\u6574\u3068\u6700\u9069\u5316\u3092\u884c\u3046\u305f\u3081\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0 \u30ec\u30dd\u30fc\u30c8\u304c\u63d0\u4f9b\u3055\u308c\u307e\u3059\u3002<\/li>\n\n\n\n<li>Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3084 Google \u5e83\u544a\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u7d71\u5408: \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360 \u306f\u3001Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3084 Google \u5e83\u544a\u306a\u3069\u306e Google \u5e83\u544a\u30b5\u30fc\u30d3\u30b9\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3055\u308c\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3068\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3 \u30c7\u30fc\u30bf\u3092\u3088\u308a\u8a73\u7d30\u306b\u628a\u63e1\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>Google \u30aa\u30d7\u30c6\u30a3\u30de\u30a4\u30ba 360 \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30a6\u30a7\u30d6\u30de\u30b9\u30bf\u30fc\u3084\u30de\u30fc\u30b1\u30bf\u30fc\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3084\u30cb\u30fc\u30ba\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3067\u304d\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30a8\u30af\u30b9\u30da\u30ea\u30a8\u30f3\u30b9\u3092\u6700\u9069\u5316\u3057\u3066\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u5897\u3084\u3059\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google \u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb 360 \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google Data Studio 360 \u306f\u3001Google \u304c\u7acb\u3061\u4e0a\u3052\u305f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u8996\u899a\u5316\u304a\u3088\u3073\u30ec\u30dd\u30fc\u30c8\u4f5c\u6210\u30c4\u30fc\u30eb\u3067\u3059\u3002 \u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u63a5\u7d9a\u3057\u3066\u30c7\u30fc\u30bf\u3092\u96c6\u8a08\u304a\u3088\u3073\u51e6\u7406\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u3068\u30ec\u30dd\u30fc\u30c8\u3092\u7c21\u5358\u306b\u4f5c\u6210\u304a\u3088\u3073\u5171\u6709\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>Google \u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb 360 \u306e\u4e3b\u306a\u6a5f\u80fd\u306e\u4e00\u90e8\u3092\u6b21\u306b\u793a\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u63a5\u7d9a: \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3001AdWords\u3001BigQuery \u306a\u3069\u306e Google \u306e\u3055\u307e\u3056\u307e\u306a\u30b5\u30fc\u30d3\u30b9\u3084\u3001MySQL\u3001Salesforce \u306a\u3069\u306e\u4ed6\u306e\u30b5\u30fc\u30c9\u30d1\u30fc\u30c6\u30a3\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306b\u63a5\u7d9a\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3068\u5909\u63db: Data Studio 360 \u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u306e\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u306e\u96c6\u8a08\u306a\u3069\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u5909\u63db\u6a5f\u80fd\u304c\u7d44\u307f\u8fbc\u307e\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u304c\u5fc5\u8981\u3068\u3059\u308b\u5f62\u5f0f\u306b\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ab\u30b9\u30bf\u30e0 \u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316: Data Studio 360 \u306b\u306f\u8c4a\u5bcc\u306a\u30c7\u30fc\u30bf \u8996\u899a\u5316\u30b3\u30f3\u30dd\u30fc\u30cd\u30f3\u30c8\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30b0\u30e9\u30d5\u306e\u7a2e\u985e\u3001\u8272\u3001\u30b9\u30bf\u30a4\u30eb\u306a\u3069\u3092\u81ea\u7531\u306b\u9078\u629e\u3057\u3066\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u306e\u5171\u6709\u3068\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3: Data Studio 360 \u3067\u306f\u3001\u8907\u6570\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u306a\u304c\u3089\u3001Web \u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306b\u30ea\u30f3\u30af\u307e\u305f\u306f\u57cb\u3081\u8fbc\u3080\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u8996\u899a\u5316\u3068\u30ec\u30dd\u30fc\u30c8\u3092\u5171\u6709\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u62e1\u5f35\u6027: \u30c7\u30fc\u30bf\u30dd\u30fc\u30bf\u30eb 360 \u306b\u306f\u3001\u30ab\u30b9\u30bf\u30e0 \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u63a5\u7d9a\u3001\u30ab\u30b9\u30bf\u30e0 \u30ec\u30dd\u30fc\u30c8\u306e\u30b9\u30af\u30ea\u30d7\u30c8\u4f5c\u6210\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u9ad8\u5ea6\u306a\u6a5f\u80fd\u3068\u62e1\u5f35\u6027\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<p>\u5168\u4f53\u3068\u3057\u3066\u3001Google Data Studio 360 \u306f\u5f37\u529b\u306a\u30c7\u30fc\u30bf \u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u304a\u3088\u3073\u30ec\u30dd\u30fc\u30c8 \u30c4\u30fc\u30eb\u3067\u3042\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u8907\u6570\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u63a5\u7d9a\u3068\u51e6\u7406\u6a5f\u80fd\u3092\u4f7f\u7528\u3057\u3066\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c7\u30fc\u30bf \u30d3\u30b8\u30e5\u30a2\u30e9\u30a4\u30bc\u30fc\u30b7\u30e7\u30f3\u3068\u30ec\u30dd\u30fc\u30c8\u3092\u7c21\u5358\u306b\u4f5c\u6210\u304a\u3088\u3073\u5171\u6709\u3067\u304d\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3068\u610f\u601d\u6c7a\u5b9a\u3092\u5f37\u529b\u306b\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9 360 \u30b9\u30a4\u30fc\u30c8\u306e\u4e00\u90e8\u3067\u3042\u308b Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u306f\u3001\u4f01\u696d\u304c\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3084\u30c1\u30e3\u30cd\u30eb\u306e\u8ca2\u732e\u5ea6\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u5e83\u544a\u6295\u8cc7\u53ce\u76ca\u7387\u3092\u9ad8\u3081\u308b\u306e\u306b\u5f79\u7acb\u3064\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30af\u30ed\u30b9\u30c1\u30e3\u30cd\u30eb \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3059\u3002<\/p>\n\n\n\n<p>Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u306f\u3001\u3059\u3079\u3066\u306e\u30c7\u30b8\u30bf\u30eb \u30c1\u30e3\u30cd\u30eb\u3068\u30aa\u30d5\u30e9\u30a4\u30f3 \u30c1\u30e3\u30cd\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u307e\u3068\u3081\u308b\u3053\u3068\u3067\u3001\u30af\u30ed\u30b9\u30c1\u30e3\u30cd\u30eb \u30d3\u30e5\u30fc\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3053\u306e\u30c4\u30fc\u30eb\u306f\u3001\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u3001\u3069\u306e\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u307e\u305f\u306f\u30c1\u30e3\u30cd\u30eb\u304c\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u306b\u8ca2\u732e\u3057\u305f\u304b\u3092\u5224\u65ad\u3057\u307e\u3059\u3002 \u3055\u3089\u306b\u3001Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u306b\u306f\u30ab\u30b9\u30bf\u30e0 \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb\u304c\u7528\u610f\u3055\u308c\u3066\u304a\u308a\u3001\u4f01\u696d\u306f\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u5024\u3092\u5272\u308a\u5f53\u3066\u308b\u305f\u3081\u306b\u3055\u307e\u3056\u307e\u306a\u30eb\u30fc\u30eb\u3092\u9078\u629e\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u3089\u306e\u30eb\u30fc\u30eb\u306f\u3001\u6642\u9593\u3001\u5834\u6240\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u306a\u3069\u306e\u8981\u56e0\u306b\u57fa\u3065\u3044\u3066\u5b9a\u7fa9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u306e\u4e3b\u306a\u6a5f\u80fd\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<p>1. \u30c7\u30fc\u30bf\u7d71\u5408: Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u3067\u306f\u3001\u30aa\u30f3\u30e9\u30a4\u30f3 \u30c1\u30e3\u30cd\u30eb\u3068\u30aa\u30d5\u30e9\u30a4\u30f3 \u30c1\u30e3\u30cd\u30eb\u3092\u542b\u3080\u8907\u6570\u306e\u30c1\u30e3\u30cd\u30eb\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u306b\u306f\u3001Google\u5e83\u544a\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u5e83\u544a\u3001\u30e1\u30fc\u30eb\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u3001\u30c6\u30ec\u30d3\u5e83\u544a\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<p>2. \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 \u30e2\u30c7\u30eb: Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u3067\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u3066\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u5024\u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 \u6700\u5f8c\u306e\u76f8\u4e92\u4f5c\u7528\u3001\u6700\u521d\u306e\u76f8\u4e92\u4f5c\u7528\u3001\u7dda\u5f62\u3001\u6642\u9593\u6e1b\u8870\u306a\u3069\u3001\u3044\u304f\u3064\u304b\u306e\u4e8b\u524d\u5b9a\u7fa9\u3055\u308c\u305f\u30e2\u30c7\u30eb\u3092\u63d0\u4f9b\u3057\u3001\u30e2\u30c7\u30eb\u3092\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>3. \u30af\u30ed\u30b9\u30c7\u30d0\u30a4\u30b9\u3068\u30e6\u30fc\u30b6\u30fc\u7d4c\u8def\u306e\u5206\u6790: Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u3067\u306f\u3001PC\u3001\u30bf\u30d6\u30ec\u30c3\u30c8\u3001\u30e2\u30d0\u30a4\u30eb \u30c7\u30d0\u30a4\u30b9\u306a\u3069\u306e\u30c7\u30d0\u30a4\u30b9\u3084\u30e6\u30fc\u30b6\u30fc\u7d4c\u8def\u306e\u30b3\u30f3\u30d0\u30fc\u30b8\u30e7\u30f3\u3092\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>4. \u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316: Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u3067\u306f\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u6a5f\u80fd\u304c\u63d0\u4f9b\u3055\u308c\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3084\u30c1\u30e3\u30cd\u30eb\u306e\u63b2\u8f09\u7d50\u679c\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>5. Google \u30b5\u30fc\u30d3\u30b9\u3068\u306e\u7d71\u5408: Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u306f\u3001\u4ed6\u306e Google \u30b5\u30fc\u30d3\u30b9(Google \u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u3001Google \u5e83\u544a\u306a\u3069)\u3068\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3055\u308c\u308b\u305f\u3081\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8981\u7d04\u3059\u308b\u3068\u3001Google \u30a2\u30c8\u30ea\u30d3\u30e5\u30fc\u30b7\u30e7\u30f3 360 \u306f\u3001\u4f01\u696d\u304c\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u3084\u30c1\u30e3\u30cd\u30eb\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u5e83\u544a\u6295\u8cc7\u3092\u6700\u9069\u5316\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/edu.ujhb.org\/?p=833\" alt=\"\"\/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/chat.openai.com\/_next\/image?url=https%3A%2F%2Flh3.googleusercontent.com%2Fa%2FAGNmyxbwVdnTP0E2eBqDrujRQjV-wFP12Thr4vFgysVv5A%3Ds96-c&amp;w=64&amp;q=75\" alt=\"gun tei\"\/><\/figure>\n\n\n\n<p>Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360 \u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u6559\u3048\u3066\u304f\u3060\u3055\u3044<\/p>\n\n\n\n<p>Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360 \u306f\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u62c5\u5f53\u8005\u304c\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3057\u3001\u5e83\u544a\u63b2\u8f09\u306e\u76ee\u6a19\u3092\u3088\u308a\u6b63\u78ba\u306b\u9054\u6210\u3067\u304d\u308b\u3088\u3046\u306b\u8a2d\u8a08\u3055\u308c\u305f Google \u306e\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3 \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0 \u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002 Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360 \u306e\u8a73\u7d30\u306f\u6b21\u306e\u3068\u304a\u308a\u3067\u3059\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6a5f\u80fd: Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360 \u306f\u3001\u5e83\u544a\u30c1\u30e3\u30cd\u30eb\u3001CRM\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u30c7\u30fc\u30bf\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002 \u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8208\u5473\u3001\u884c\u52d5\u3001\u30cb\u30fc\u30ba\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u3088\u308a\u6b63\u78ba\u306a\u5e83\u544a\u76ee\u6a19\u3092\u9054\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u4f7f\u7528\u30b7\u30ca\u30ea\u30aa: Google Audience Center 360 \u306f\u3001\u5e83\u544a\u958b\u59cb\u524d\u306e\u30e6\u30fc\u30b6\u30fc\u306e\u30dd\u30fc\u30c8\u30ec\u30fc\u30c8\u69cb\u7bc9\u3068\u30c7\u30fc\u30bf\u5206\u6790\u306b\u4f7f\u7528\u3067\u304d\u3001\u5e83\u544a\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u76e3\u8996\u3068\u6700\u9069\u5316\u306b\u3082\u4f7f\u7528\u3067\u304d\u307e\u3059\u3002 \u3053\u308c\u306f\u3001\u30de\u30fc\u30b1\u30bf\u30fc\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3068\u30cb\u30fc\u30ba\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u691c\u7d22\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3001Web\u30b5\u30a4\u30c8\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3001\u30a2\u30d7\u30ea\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3001CRM\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u306a\u3069\u306e\u30e6\u30fc\u30b6\u30fc\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u3055\u307e\u3056\u307e\u306a\u30bf\u30a4\u30d7\u306e\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u3092\u4f5c\u6210\u304a\u3088\u3073\u7ba1\u7406\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u5229\u70b9: Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360 \u306e\u5229\u70b9\u306f\u3001\u4e3b\u306b\u6b21\u306e\u5074\u9762\u306b\u53cd\u6620\u3055\u308c\u307e\u3059\u3002<\/li>\n<\/ol>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u7d71\u5408: Google Audience Center 360 \u3067\u306f\u3001\u5e83\u544a\u30c1\u30e3\u30cd\u30eb\u3001CRM\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3057\u3066\u3001\u30e6\u30fc\u30b6\u30fc\u306b\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u7ba1\u7406\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u7cbe\u5ea6: Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360 \u3067\u306f\u3001\u30e6\u30fc\u30b6\u30fc \u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u8208\u5473\u3084\u95a2\u5fc3\u3001\u884c\u52d5\u3001\u30cb\u30fc\u30ba\u3092\u628a\u63e1\u3059\u308b\u3053\u3068\u3067\u3001\u3088\u308a\u6b63\u78ba\u306a\u30e6\u30fc\u30b6\u30fc\u5c64\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/li>\n\n\n\n<li>\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0: Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360 \u3067\u306f\u3001\u5e83\u544a\u63b2\u8f09\u7d50\u679c\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u76e3\u8996\u3001\u6700\u9069\u5316\u3067\u304d\u308b\u305f\u3081\u3001\u5e83\u544a\u6226\u7565\u3092\u9069\u5b9c\u8abf\u6574\u3057\u3001\u5e83\u544a\u306e ROI \u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n\n\n\n<ol class=\"wp-block-list\" start=\"4\">\n<li>\u7d50\u8ad6:Google\u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9\u30bb\u30f3\u30bf\u30fc360\u306f\u975e\u5e38\u306b\u5f37\u529b\u306a\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3042\u308a\u3001\u30de\u30fc\u30b1\u30bf\u30fc\u304c\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3001\u5e83\u544a\u306e\u76ee\u6a19\u3092\u3088\u308a\u6b63\u78ba\u306b\u9054\u6210\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 \u30e6\u30fc\u30b6\u30fc\u30c7\u30fc\u30bf\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3057\u3066\u7ba1\u7406\u3057\u3001\u305d\u3053\u304b\u3089\u3088\u308a\u591a\u304f\u306e\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3092\u5f15\u304d\u51fa\u3059\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306f\u3001Google \u30aa\u30fc\u30c7\u30a3\u30a8\u30f3\u30b9 \u30bb\u30f3\u30bf\u30fc 360 \u304c\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/li>\n<\/ol>\n","protected":false},"excerpt":{"rendered":"<p>\u4ee5\u4e0b\u3092\u542b\u3080\u304c\u3053\u308c\u3089\u306b\u9650\u5b9a\u3055\u308c\u306a\u3044\u3001gCl &hellip; <\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_mi_skip_tracking":false,"footnotes":""},"categories":[23],"tags":[],"class_list":["post-1104","post","type-post","status-publish","format-standard","hentry","category-material"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts\/1104","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1104"}],"version-history":[{"count":1,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts\/1104\/revisions"}],"predecessor-version":[{"id":1105,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=\/wp\/v2\/posts\/1104\/revisions\/1105"}],"wp:attachment":[{"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1104"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1104"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/edu.ujhb.org\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1104"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}