{"id":7310,"date":"2026-04-04T22:21:11","date_gmt":"2026-04-04T13:21:11","guid":{"rendered":"https:\/\/blog.ripla.co.jp\/system\/data-lake-implementation-complete-guide\/"},"modified":"2026-07-24T12:40:38","modified_gmt":"2026-07-24T03:40:38","slug":"data-lake-implementation-complete-guide","status":"publish","type":"post","link":"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-implementation-complete-guide\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u5b8c\u5168\u30ac\u30a4\u30c9"},"content":{"rendered":"\n\n<p class=\"wp-block-paragraph\">\u4f01\u696d\u304c\u4fdd\u6709\u3059\u308b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3068\u91cf\u306f\u5e74\u3005\u5897\u52a0\u3057\u3066\u304a\u308a\u3001IoT\u30bb\u30f3\u30b5\u30fc\u306e\u30ed\u30b0\u30c7\u30fc\u30bf\u3001SNS\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u306a\u3069\u3001\u3042\u3089\u3086\u308b\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u304c\u84c4\u7a4d\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u4e00\u5143\u7684\u306b\u7ba1\u7406\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30fbBI\u5206\u6790\u30fb\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u306a\u3069\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u3068\u3057\u3066\u300c\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u300d\u304c\u591a\u304f\u306e\u4f01\u696d\u306b\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u69cb\u9020\u5316\u30fb\u534a\u69cb\u9020\u5316\u30fb\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u539f\u5f62\u306e\u307e\u307e\u5927\u898f\u6a21\u306b\u84c4\u7a4d\u3067\u304d\u308b\u30b9\u30c8\u30ec\u30fc\u30b8\u57fa\u76e4\u3067\u3042\u308a\u3001AWS S3\u3001Azure Data Lake Storage\u3001Google Cloud Storage\u3068\u3044\u3063\u305f\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u74b0\u5883\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306b\u95a2\u3059\u308b\u3059\u3079\u3066\u306e\u60c5\u5831\u3092\u7db2\u7f85\u3057\u305f\u5b8c\u5168\u30ac\u30a4\u30c9\u3067\u3059\u3002\u69cb\u7bc9\u306e\u9032\u3081\u65b9\u304b\u3089\u8cbb\u7528\u76f8\u5834\u3001\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\u3001\u767a\u6ce8\u65b9\u6cd5\u307e\u3067\u3001\u4e00\u3064\u3072\u3068\u3064\u306e\u30c6\u30fc\u30de\u3092\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u3053\u308c\u304b\u3089\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3092\u691c\u8a0e\u3059\u308b\u62c5\u5f53\u8005\u306e\u65b9\u306f\u3082\u3061\u308d\u3093\u3001\u65e2\u5b58\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u30e2\u30c0\u30f3\u5316\u3057\u305f\u3044\u65b9\u3001\u30d1\u30fc\u30c8\u30ca\u30fc\u9078\u5b9a\u3092\u9032\u3081\u305f\u3044\u65b9\u306b\u3082\u5f79\u7acb\u3064\u5185\u5bb9\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u305c\u3072\u5404\u30c6\u30fc\u30de\u306e\u8a73\u7d30\u8a18\u4e8b\u3082\u3042\u308f\u305b\u3066\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u25bc\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306b\u95a2\u3059\u308b\u8a73\u7d30\u8a18\u4e8b<br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-implementation-guide\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\/\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\u30fb\u30d7\u30ed\u30bb\u30b9\u3092\u5fb9\u5e95\u89e3\u8aac<\/a><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-development-companies\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e6\u9078\u30fb\u6bd4\u8f03\u30dd\u30a4\u30f3\u30c8<\/a><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-cost\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\u30fb\u30b3\u30b9\u30c8\u5185\u8a33\u3092\u5fb9\u5e95\u89e3\u8aac<\/a><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-outsourcing\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u767a\u6ce8\/\u5916\u6ce8\u65b9\u6cd5\u30fb\u624b\u9806\u3068\u6ce8\u610f\u70b9<\/a><\/p>\n\n\n\n<h2 id=\"implementation-process\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\">\n<strong>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u9032\u3081\u65b9<\/strong>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306f\u3001\u8981\u4ef6\u5b9a\u7fa9\u30fb\u30c7\u30fc\u30bf\u6226\u7565\u7b56\u5b9a\u3001\u8a2d\u8a08\u30fb\u74b0\u5883\u69cb\u7bc9\u3001\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u306e3\u30d5\u30a7\u30fc\u30ba\u3067\u9032\u3081\u308b\u306e\u304c\u57fa\u672c\u3067\u3059\u3002\u5404\u30d5\u30a7\u30fc\u30ba\u3067\u9069\u5207\u306a\u6210\u679c\u7269\u3092\u4f5c\u6210\u3057\u3001\u30b9\u30c6\u30fc\u30af\u30db\u30eb\u30c0\u30fc\u9593\u3067\u5408\u610f\u3092\u53d6\u308a\u306a\u304c\u3089\u9032\u3081\u308b\u3053\u3068\u3067\u3001\u624b\u623b\u308a\u30ea\u30b9\u30af\u3092\u6700\u5c0f\u5316\u3067\u304d\u307e\u3059\u3002\u3053\u3053\u3067\u306f\u5404\u30d5\u30a7\u30fc\u30ba\u306e\u4e3b\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"phase1-requirements\" class=\"wp-block-heading\"><strong><strong><strong>\u8981\u4ef6\u5b9a\u7fa9\u30fb\u30c7\u30fc\u30bf\u6226\u7565\u7b56\u5b9a\u30d5\u30a7\u30fc\u30ba<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8981\u4ef6\u5b9a\u7fa9\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u76ee\u7684\u30fb\u5bfe\u8c61\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u30fb\u5229\u7528\u30e6\u30fc\u30b6\u30fc\u3068\u5229\u7528\u30b7\u30ca\u30ea\u30aa\u30fb\u975e\u6a5f\u80fd\u8981\u4ef6\uff08\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u53ef\u7528\u6027\u30fb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u7b49\uff09\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u6226\u7565\u306e\u89b3\u70b9\u304b\u3089\u306f\u3001\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63a1\u7528\u3059\u308b\u304b\uff08AWS\u30fbAzure\u30fbGCP\uff09\u3001\u30c7\u30fc\u30bf\u306e\u30be\u30fc\u30cb\u30f3\u30b0\u8a2d\u8a08\uff08Bronze\/Silver\/Gold\u5c64\uff09\u3001\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3068\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u65b9\u91dd\u3092\u6c7a\u5b9a\u3057\u307e\u3059\u3002\u3053\u306e\u30d5\u30a7\u30fc\u30ba\u306f\u5168\u4f53\u5de5\u7a0b\u306e20\u301c30%\u3092\u5360\u3081\u307e\u3059\u304c\u3001\u3053\u3053\u3078\u306e\u6295\u8cc7\u304c\u5f8c\u5de5\u7a0b\u306e\u54c1\u8cea\u3068\u751f\u7523\u6027\u3092\u5927\u304d\u304f\u5de6\u53f3\u3057\u307e\u3059\u3002\u30d3\u30b8\u30cd\u30b9\u90e8\u9580\u3068IT\u90e8\u9580\u304c\u5bc6\u306b\u9023\u643a\u3057\u3001\u30c7\u30fc\u30bf\u3067\u9054\u6210\u3057\u305f\u3044\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3092\u660e\u78ba\u306b\u3057\u305f\u3046\u3048\u3067\u6280\u8853\u8981\u4ef6\u306b\u843d\u3068\u3057\u8fbc\u3080\u3053\u3068\u304c\u6210\u529f\u306e\u9375\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"phase2-design\" class=\"wp-block-heading\"><strong><strong><strong>\u8a2d\u8a08\u30fb\u74b0\u5883\u69cb\u7bc9\u30d5\u30a7\u30fc\u30ba<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u8a2d\u8a08\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u69cb\u9020\uff08\u30d0\u30b1\u30c3\u30c8\u30fb\u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u8a2d\u8a08\uff09\u3001\u30c7\u30fc\u30bf\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\uff08Parquet\u30fbORC\u7b49\uff09\u3001\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u8a2d\u8a08\uff08VPC\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30b0\u30eb\u30fc\u30d7\u7b49\uff09\u3001IAM\u304a\u3088\u3073\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u8a2d\u8a08\u3001\u6697\u53f7\u5316\u30fb\u76e3\u67fb\u30ed\u30b0\u8a2d\u8a08\u3092\u884c\u3044\u307e\u3059\u3002\u74b0\u5883\u69cb\u7bc9\u3067\u306f\u3001Terraform\u30fbCloudFormation\u30fbBicep\u306a\u3069\u306eIaC\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u518d\u73fe\u6027\u306e\u9ad8\u3044\u74b0\u5883\u3092\u52b9\u7387\u3088\u304f\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u672c\u756a\u30fb\u30b9\u30c6\u30fc\u30b8\u30f3\u30b0\u30fb\u958b\u767a\u306e3\u74b0\u5883\u3092\u9069\u5207\u306b\u5206\u96e2\u3057\u3001\u5404\u74b0\u5883\u3067\u306e\u5909\u66f4\u7ba1\u7406\u30d7\u30ed\u30bb\u30b9\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406\uff08\u30db\u30c3\u30c8\/\u30b3\u30fc\u30eb\u30c9\/\u30a2\u30fc\u30ab\u30a4\u30d6\u5c64\u3078\u306e\u81ea\u52d5\u79fb\u884c\u30dd\u30ea\u30b7\u30fc\uff09\u3082\u8a2d\u8a08\u6bb5\u968e\u3067\u7d44\u307f\u8fbc\u3093\u3067\u304a\u304f\u3053\u3068\u3067\u3001\u9577\u671f\u7684\u306a\u30b3\u30b9\u30c8\u6700\u9069\u5316\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"phase3-pipeline\" class=\"wp-block-heading\"><strong><strong><strong>\u30c7\u30fc\u30bf\u53ce\u96c6\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u30d5\u30a7\u30fc\u30ba<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u5404\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3078\u306e\u30c7\u30fc\u30bf\u53d6\u308a\u8fbc\u307f\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff08\u30a4\u30f3\u30b8\u30a7\u30b9\u30c8\uff09\u3092\u5b9f\u88c5\u3057\u307e\u3059\u3002\u30d0\u30c3\u30c1\u51e6\u7406\u306b\u306fAWS Glue\u30fbAzure Data Factory\u30fbApache Airflow\u306a\u3069\u3092\u6d3b\u7528\u3057\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u306b\u306fApache Kafka\u30fbAWS Kinesis\u30fbAzure Event Hubs\u306a\u3069\u306e\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002\u5404\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306b\u30c7\u30fc\u30bf\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\uff08Great Expectations\u3084dbt\u306eTests\u3092\u6d3b\u7528\uff09\u3092\u7d44\u307f\u8fbc\u307f\u3001\u54c1\u8cea\u57fa\u6e96\u3092\u6e80\u305f\u3055\u306a\u3044\u30c7\u30fc\u30bf\u3092\u9694\u96e2\u30fb\u901a\u77e5\u3059\u308b\u4ed5\u7d44\u307f\u3092\u8a2d\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002Apache Spark\u3084Databricks\u3092\u6d3b\u7528\u3057\u305f\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u5909\u63db\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u3078\u306e\u30e1\u30bf\u30c7\u30fc\u30bf\u81ea\u52d5\u767b\u9332\u306a\u3069\u3082\u5b9f\u88c5\u3057\u307e\u3059\u3002\u30c6\u30b9\u30c8\u30d5\u30a7\u30fc\u30ba\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u30fb\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u591a\u89d2\u7684\u306b\u691c\u8a3c\u3057\u3001\u672c\u756a\u76f8\u5f53\u306e\u30c7\u30fc\u30bf\u91cf\u3067\u306e\u8ca0\u8377\u30c6\u30b9\u30c8\u3082\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1a<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-implementation-guide\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u9032\u3081\u65b9\u30fb\u30d7\u30ed\u30bb\u30b9\u8a73\u7d30<\/a><\/p>\n\n\n\n<h2 id=\"recommended-companies\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\">\n<strong>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e<\/strong>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3092\u6210\u529f\u3055\u305b\u308b\u305f\u3081\u306b\u306f\u3001\u6280\u8853\u529b\u30fb\u5b9f\u7e3e\u30fb\u696d\u52d9\u7406\u89e3\u529b\u3092\u517c\u306d\u5099\u3048\u305f\u30d1\u30fc\u30c8\u30ca\u30fc\u3092\u9078\u3076\u3053\u3068\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002\u9069\u5207\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u306e\u5354\u50cd\u306b\u3088\u308a\u3001\u69cb\u7bc9\u671f\u9593\u306e\u77ed\u7e2e\u3001\u6280\u8853\u30ea\u30b9\u30af\u306e\u4f4e\u6e1b\u3001\u30ce\u30a6\u30cf\u30a6\u306e\u7d44\u7e54\u5185\u79fb\u8ee2\u304c\u5b9f\u73fe\u3057\u307e\u3059\u3002\u4ee5\u4e0b\u3067\u306f\u3001\u30d1\u30fc\u30c8\u30ca\u30fc\u9078\u5b9a\u306e\u30dd\u30a4\u30f3\u30c8\u3068\u304a\u3059\u3059\u3081\u4f1a\u793e6\u793e\u3092\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"partner-selection-points\" class=\"wp-block-heading\"><strong><strong><strong>\u30d1\u30fc\u30c8\u30ca\u30fc\u9078\u5b9a\u306e\u30dd\u30a4\u30f3\u30c8<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d1\u30fc\u30c8\u30ca\u30fc\u9078\u5b9a\u3067\u306f\u3001\u2460\u985e\u4f3c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u5b9f\u7e3e\uff08\u696d\u754c\u30fb\u898f\u6a21\u30fb\u6280\u8853\u30b9\u30bf\u30c3\u30af\u304c\u8fd1\u3044\u6848\u4ef6\uff09\u3001\u2461\u6280\u8853\u529b\uff08\u30af\u30e9\u30a6\u30c9\u8a8d\u5b9a\u8cc7\u683c\u30fb\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u5b9f\u88c5\u7d4c\u9a13\uff09\u3001\u2462\u30ac\u30d0\u30ca\u30f3\u30b9\u30fb\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u306e\u30ce\u30a6\u30cf\u30a6\u3001\u2463\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30b9\u30bf\u30a4\u30eb\u3068\u30ab\u30eb\u30c1\u30e3\u30fc\u30d5\u30a3\u30c3\u30c8\u3001\u2464\u69cb\u7bc9\u5f8c\u306e\u904b\u7528\u4fdd\u5b88\u30fb\u5185\u88fd\u5316\u652f\u63f4\u4f53\u5236\u306e5\u8ef8\u3067\u8a55\u4fa1\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002\u7279\u306b\u300c\u8981\u4ef6\u5b9a\u7fa9\u30d5\u30a7\u30fc\u30ba\u304b\u3089\u4f34\u8d70\u3057\u3066\u304f\u308c\u308b\u304b\u300d\u300c\u30c7\u30fc\u30bf\u30b9\u30ef\u30f3\u30d7\u3092\u9632\u3050\u305f\u3081\u306e\u30ac\u30d0\u30ca\u30f3\u30b9\u8a2d\u8a08\u30ce\u30a6\u30cf\u30a6\u3092\u6301\u3063\u3066\u3044\u308b\u304b\u300d\u306f\u3001\u9577\u671f\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6210\u529f\u306b\u76f4\u7d50\u3059\u308b\u91cd\u8981\u306a\u30dd\u30a4\u30f3\u30c8\u3067\u3059\u3002\u8907\u6570\u793e\u306b\u63d0\u6848\u4f9d\u983c\u3092\u884c\u3044\u3001\u6280\u8853\u63d0\u6848\u306e\u5185\u5bb9\u30fb\u8cbb\u7528\u30fb\u4f53\u5236\u3092\u7dcf\u5408\u7684\u306b\u6bd4\u8f03\u3059\u308b\u3053\u3068\u3067\u6700\u9069\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3092\u9078\u5b9a\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"top6-companies\" class=\"wp-block-heading\"><strong><strong><strong>\u304a\u3059\u3059\u3081\u958b\u767a\u4f1a\u793e6\u9078<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e\u30fb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u4f1a\u793e\u30926\u793e\u7d39\u4ecb\u3057\u307e\u3059\u3002\u2460<strong>\u682a\u5f0f\u4f1a\u793eripla<\/strong>\uff1a\u30c7\u30fc\u30bf\u6226\u7565\u30b3\u30f3\u30b5\u30eb\u304b\u3089\u958b\u767a\u30fb\u904b\u7528\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3002\u4e2d\u5805\u30fb\u5927\u624b\u4f01\u696d\u5411\u3051\u306e\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u30c7\u30fc\u30bf\u57fa\u76e4\u69cb\u7bc9\u306b\u8c4a\u5bcc\u306a\u5b9f\u7e3e\u3092\u6301\u3064\u3002\u2461<strong>\u30a2\u30af\u30bb\u30f3\u30c1\u30e5\u30a2<\/strong>\uff1a\u30b0\u30ed\u30fc\u30d0\u30eb\u306a\u30c7\u30fc\u30bf\u6226\u7565\u30b3\u30f3\u30b5\u30eb\u3068\u30af\u30e9\u30a6\u30c9\u5b9f\u88c5\u3092\u878d\u5408\u3002Databricks\u3084Snowflake\u306e\u5927\u898f\u6a21\u5c0e\u5165\u5b9f\u7e3e\u304c\u8c4a\u5bcc\u3002\u2462<strong>NTT\u30c7\u30fc\u30bf<\/strong>\uff1a\u5927\u898f\u6a21\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\u5411\u3051\u306e\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306b\u5727\u5012\u7684\u306a\u5b9f\u7e3e\u3002\u30ec\u30ac\u30b7\u30fc\u30b7\u30b9\u30c6\u30e0\u3068\u306e\u9023\u643a\u30fb\u79fb\u884c\u6848\u4ef6\u306b\u5f37\u3044\u3002\u2463<strong>\u5bcc\u58eb\u901a<\/strong>\uff1a\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u69cb\u7bc9\u306e\u7dcf\u5408\u529b\u3068\u88fd\u9020\u30fb\u6d41\u901a\u5206\u91ce\u3067\u306e\u8c4a\u5bcc\u306a\u696d\u52d9\u77e5\u8b58\u304c\u5f37\u307f\u3002\u2464<strong>\u96fb\u901a\u56fd\u969b\u60c5\u5831\u30b5\u30fc\u30d3\u30b9\uff08ISID\uff09<\/strong>\uff1aCDP\u3084DMP\u3068\u9023\u643a\u3057\u305f\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u69cb\u7bc9\u306b\u7279\u306b\u5f37\u307f\u3002\u2465<strong>TIS\u682a\u5f0f\u4f1a\u793e<\/strong>\uff1a\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u30c7\u30fc\u30bf\u57fa\u76e4\u69cb\u7bc9\u3068\u30e2\u30c0\u30f3\u30c7\u30fc\u30bf\u30b9\u30bf\u30c3\u30af\u3078\u306e\u9ad8\u3044\u5bfe\u5fdc\u529b\u304c\u7279\u5fb4\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1a<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-development-companies\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e6\u9078\u30fb\u6bd4\u8f03\u30dd\u30a4\u30f3\u30c8<\/a><\/p>\n\n\n\n<h2 id=\"cost-overview\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\">\n<strong>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u8cbb\u7528\u76f8\u5834<\/strong>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u8cbb\u7528\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u898f\u6a21\u30fb\u8907\u96d1\u3055\u30fb\u63a1\u7528\u3059\u308b\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3084\u30c4\u30fc\u30eb\u306b\u3088\u3063\u3066\u5927\u304d\u304f\u5909\u52d5\u3057\u307e\u3059\u3002\u521d\u671f\u69cb\u7bc9\u8cbb\u7528\u3068\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306e\u4e21\u65b9\u3092\u8003\u616e\u3057\u305fTCO\uff08\u7dcf\u4fdd\u6709\u30b3\u30b9\u30c8\uff09\u3067\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3053\u3053\u3067\u306f\u898f\u6a21\u5225\u306e\u8cbb\u7528\u76ee\u5b89\u3068\u8cbb\u7528\u306e\u5185\u8a33\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"cost-by-scale\" class=\"wp-block-heading\"><strong><strong><strong>\u898f\u6a21\u5225\u306e\u8cbb\u7528\u76ee\u5b89<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c0f\u898f\u6a21\uff08\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a21\u301c2\u4eba\u30fb\u6570\u30c6\u30e9\u30d0\u30a4\u30c8\u898f\u6a21\uff09\u306e\u521d\u671f\u69cb\u7bc9\u8cbb\u7528\u306f100\u4e07\u301c500\u4e07\u5186\u3001\u6708\u984d\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306f5\u4e07\u301c30\u4e07\u5186\u7a0b\u5ea6\u304c\u76ee\u5b89\u3067\u3059\u3002\u4e2d\u898f\u6a21\uff08\u8907\u6570\u90e8\u9580\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u30fb10\u301c30\u672c\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\uff09\u3067\u306f\u521d\u671f\u8cbb\u7528500\u4e07\u301c2,000\u4e07\u5186\u3001\u6708\u984d30\u4e07\u301c200\u4e07\u5186\u3002\u5927\u898f\u6a21\u30a8\u30f3\u30bf\u30fc\u30d7\u30e9\u30a4\u30ba\uff08\u5168\u793e\u6a2a\u65ad\u30fb100\u672c\u4ee5\u4e0a\u306e\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30fb\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u542b\u3080\uff09\u3067\u306f\u521d\u671f\u8cbb\u75282,000\u4e07\u301c1\u5104\u5186\u4ee5\u4e0a\u3001\u6708\u984d200\u4e07\u5186\u4ee5\u4e0a\u306b\u306a\u308b\u30b1\u30fc\u30b9\u3082\u3042\u308a\u307e\u3059\u3002Databricks\u3084\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u30d5\u30a1\u30fc\u30e0\u3092\u6d3b\u7528\u3059\u308b\u5834\u5408\u306f\u3001\u3055\u3089\u306b\u9ad8\u984d\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u6bb5\u968e\u7684\u306a\u69cb\u7bc9\u30a2\u30d7\u30ed\u30fc\u30c1\uff08MVP\u304b\u3089\u59cb\u3081\u3066\u9806\u6b21\u62e1\u5f35\uff09\u3092\u63a1\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u521d\u671f\u6295\u8cc7\u3092\u6291\u3048\u306a\u304c\u3089\u30ea\u30b9\u30af\u4f4e\u6e1b\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"cost-breakdown\" class=\"wp-block-heading\"><strong><strong><strong>\u8cbb\u7528\u306e\u5185\u8a33<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u8cbb\u7528\u306f\u300c\u30a4\u30f3\u30d5\u30e9\u8cbb\u7528\u300d\u300c\u30c4\u30fc\u30eb\u30fb\u30e9\u30a4\u30bb\u30f3\u30b9\u8cbb\u7528\u300d\u300c\u958b\u767a\u30fb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u8cbb\u7528\u300d\u306e3\u3064\u306b\u5927\u5225\u3055\u308c\u307e\u3059\u3002\u30a4\u30f3\u30d5\u30e9\u8cbb\u7528\u306fAWS S3\uff08$0.023\/GB\/\u6708\uff09\u30fbGlue\u30fbEMR\u30fbAthena\u306a\u3069\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u5229\u7528\u6599\u3067\u3059\u3002\u30c4\u30fc\u30eb\u8cbb\u7528\u306fDatabricks\uff08\u670850\u4e07\u301c300\u4e07\u5186\uff09\u30fbSnowflake\u30fbdbt Cloud\u30fb\u30c7\u30fc\u30bf\u30ab\u30bf\u30ed\u30b0\u30c4\u30fc\u30eb\uff08Collibra\u7b49\uff09\u306a\u3069\u306e\u30e9\u30a4\u30bb\u30f3\u30b9\u8cbb\u7528\u3067\u3042\u308a\u3001OSS\u306eApache Atlas\u30fbDataHub\u30fbGreat Expectations\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u30b3\u30b9\u30c8\u524a\u6e1b\u304c\u53ef\u80fd\u3067\u3059\u3002\u958b\u767a\u30fb\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u8cbb\u7528\u306f\u7dcf\u30b3\u30b9\u30c8\u306e50\u301c70%\u3092\u5360\u3081\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e02\u5834\u5358\u4fa1\u306f\u670880\u4e07\u301c150\u4e07\u5186\u7a0b\u5ea6\u3067\u3059\u3002\u30b3\u30b9\u30c8\u6700\u9069\u5316\u7b56\u3068\u3057\u3066\u3001Reserved Instances\u306e\u6d3b\u7528\u30fb\u30b9\u30dd\u30c3\u30c8\u30a4\u30f3\u30b9\u30bf\u30f3\u30b9\u306e\u5229\u7528\u30fb\u30d1\u30fc\u30c6\u30a3\u30b7\u30e7\u30f3\u8a2d\u8a08\u306e\u6700\u9069\u5316\u30fb\u5b9a\u671f\u7684\u306a\u30b3\u30b9\u30c8\u30ec\u30d3\u30e5\u30fc\u304c\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1a<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-cost\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\u30fb\u30b3\u30b9\u30c8\u5185\u8a33\u3092\u5fb9\u5e95\u89e3\u8aac<\/a><\/p>\n\n\n\n<h2 id=\"outsourcing-method\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\">\n<strong>\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u5916\u6ce8\u30fb\u767a\u6ce8\u65b9\u6cd5<\/strong>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3092\u5916\u90e8\u30d1\u30fc\u30c8\u30ca\u30fc\u306b\u4f9d\u983c\u3059\u308b\u969b\u306b\u306f\u3001\u5916\u6ce8\u524d\u306e\u6e96\u5099\u3001\u30d9\u30f3\u30c0\u30fc\u9078\u5b9a\u30fb\u898b\u7a4d\u3082\u308a\u6bd4\u8f03\u3001\u5951\u7d04\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7ba1\u7406\u306e3\u30b9\u30c6\u30c3\u30d7\u3067\u9032\u3081\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u767a\u6ce8\u30d7\u30ed\u30bb\u30b9\u306e\u8cea\u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u6210\u5426\u306b\u76f4\u7d50\u3059\u308b\u305f\u3081\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u4e01\u5be7\u306b\u9032\u3081\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"pre-order-prep\" class=\"wp-block-heading\"><strong><strong><strong>\u767a\u6ce8\u524d\u306e\u6e96\u5099<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u767a\u6ce8\u524d\u306e\u6e96\u5099\u3068\u3057\u3066\u6700\u3082\u91cd\u8981\u306a\u306e\u306f\u3001\u7cbe\u5ea6\u306e\u9ad8\u3044RFP\uff08\u63d0\u6848\u4f9d\u983c\u66f8\uff09\u306e\u4f5c\u6210\u3067\u3059\u3002RFP\u306b\u306f\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306e\u80cc\u666f\u30fb\u76ee\u7684\u30fb\u5bfe\u8c61\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u4e00\u89a7\u30fb\u5229\u7528\u30e6\u30fc\u30b6\u30fc\u3068\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u30fb\u6280\u8853\u74b0\u5883\u306e\u73fe\u72b6\u30fb\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u8981\u4ef6\u30fb\u4e88\u7b97\u898f\u6a21\u30fb\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u3092\u5177\u4f53\u7684\u306b\u8a18\u8f09\u3057\u307e\u3059\u3002\u307e\u305f\u3001\u5916\u6ce8\u3059\u3079\u304d\u7bc4\u56f2\u3068\u5185\u88fd\u3067\u5bfe\u5fdc\u3059\u308b\u7bc4\u56f2\u3092\u660e\u78ba\u306b\u5207\u308a\u5206\u3051\u3066\u304a\u304f\u3053\u3068\u3067\u3001\u30d9\u30f3\u30c0\u30fc\u3068\u306e\u8a8d\u8b58\u9f5f\u9f6c\u3092\u9632\u3050\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u767a\u6ce8\u524d\u306b\u793e\u5185\u306e\u95a2\u4fc2\u90e8\u9580\uff08IT\u30fb\u4e8b\u696d\u30fb\u6cd5\u52d9\u30fb\u60c5\u5831\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u7b49\uff09\u304b\u3089\u8981\u4ef6\u3092\u53ce\u96c6\u3057\u3001\u5408\u610f\u5f62\u6210\u3057\u305f\u3046\u3048\u3067RFP\u306b\u843d\u3068\u3057\u8fbc\u3080\u3053\u3068\u304c\u3001\u5f8c\u306e\u30c8\u30e9\u30d6\u30eb\u3092\u9632\u3050\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u30ea\u30b9\u30c8\uff08\u30bd\u30fc\u30b9\u540d\u30fb\u30c7\u30fc\u30bf\u578b\u30fb\u30c7\u30fc\u30bf\u91cf\u30fb\u66f4\u65b0\u983b\u5ea6\u30fb\u63a5\u7d9a\u65b9\u5f0f\uff09\u306f\u7279\u306b\u8a73\u7d30\u306b\u8a18\u8f09\u3059\u308b\u3053\u3068\u3067\u3001\u30d9\u30f3\u30c0\u30fc\u304b\u3089\u306e\u898b\u7a4d\u3082\u308a\u7cbe\u5ea6\u304c\u4e0a\u304c\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-group has-global-padding is-content-justification-left is-layout-constrained wp-container-core-group-is-layout-ff3ae04c wp-block-group-is-layout-constrained\" style=\"border-radius: 2px; border-left-color: #0693e3; border-left-width: 4px; padding: var(--wp--preset--spacing--40);\">\n<h3 id=\"vendor-selection-pitfalls\" class=\"wp-block-heading\"><strong><strong><strong>\u30d9\u30f3\u30c0\u30fc\u9078\u5b9a\u3068\u6ce8\u610f\u70b9<\/strong><\/strong><\/strong><\/h3>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d9\u30f3\u30c0\u30fc\u9078\u5b9a\u3067\u306f\u30013\u301c5\u793e\u306b\u63d0\u6848\u4f9d\u983c\u3092\u884c\u3044\u3001\u6280\u8853\u63d0\u6848\u306e\u5185\u5bb9\u30fb\u8cbb\u7528\u30fb\u4f53\u5236\u30fb\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u3092\u7dcf\u5408\u8a55\u4fa1\u3057\u307e\u3059\u3002\u4fa1\u683c\u306e\u5b89\u3055\u3060\u3051\u3067\u9078\u5b9a\u3059\u308b\u3068\u6280\u8853\u529b\u4e0d\u8db3\u3084\u54c1\u8cea\u554f\u984c\u306b\u3064\u306a\u304c\u308b\u30ea\u30b9\u30af\u304c\u3042\u308b\u305f\u3081\u3001\u6280\u8853\u63d0\u6848\u306e\u8cea\u3092\u91cd\u70b9\u7684\u306b\u8a55\u4fa1\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u3088\u304f\u3042\u308b\u5931\u6557\u30d1\u30bf\u30fc\u30f3\u3068\u3057\u3066\u3001\u300c\u8981\u4ef6\u5b9a\u7fa9\u306e\u4e0d\u8db3\u306b\u3088\u308b\u624b\u623b\u308a\u300d\u300c\u30c7\u30fc\u30bf\u54c1\u8cea\u554f\u984c\u306b\u3088\u308b\u6d3b\u7528\u56f0\u96e3\u300d\u300c\u30b9\u30b3\u30fc\u30d7\u5916\u306e\u8ffd\u52a0\u8cbb\u7528\u306b\u3088\u308b\u30b3\u30b9\u30c8\u8d85\u904e\u300d\u300c\u30d9\u30f3\u30c0\u30fc\u30ed\u30c3\u30af\u30a4\u30f3\uff08\u7279\u5b9a\u30d9\u30f3\u30c0\u30fc\u3078\u306e\u904e\u5ea6\u306e\u4f9d\u5b58\uff09\u300d\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002\u3053\u308c\u3089\u3092\u9632\u3050\u305f\u3081\u306b\u306f\u3001\u5909\u66f4\u7ba1\u7406\u30d7\u30ed\u30bb\u30b9\u306e\u660e\u78ba\u5316\u30fb\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u306e\u30b9\u30b3\u30fc\u30d7\u3078\u306e\u660e\u793a\u7684\u306a\u7d44\u307f\u8fbc\u307f\u30fb\u30de\u30eb\u30c1\u30d9\u30f3\u30c0\u30fc\u5bfe\u5fdc\u3067\u304d\u308b\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u8a2d\u8a08\u30fb\u6bb5\u968e\u7684\u306a\u69cb\u7bc9\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u6709\u52b9\u3067\u3059\u3002\u5951\u7d04\u6642\u306b\u306f\u30b9\u30b3\u30fc\u30d7\u30fb\u6210\u679c\u7269\u30fb\u5909\u66f4\u7ba1\u7406\u30fb\u77e5\u7684\u8ca1\u7523\u6a29\u30fb\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u6271\u3044\u3092\u660e\u78ba\u306b\u5b9a\u7fa9\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u25b6 \u8a73\u7d30\u306f\u3053\u3061\u3089\uff1a<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-outsourcing\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u767a\u6ce8\/\u5916\u6ce8\u65b9\u6cd5\u30fb\u624b\u9806\u3068\u6ce8\u610f\u70b9<\/a><\/p>\n\n\n\n<h2 id=\"summary\" class=\"wp-block-heading\" style=\"background:#c3d3e1; padding:12px 20px; margin:32px 0 16px; color:#222;\">\n<strong>\u307e\u3068\u3081<\/strong>\n<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u672c\u8a18\u4e8b\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u5b8c\u5168\u30ac\u30a4\u30c9\u3068\u3057\u3066\u3001\u9032\u3081\u65b9\u30fb\u304a\u3059\u3059\u3081\u4f1a\u793e\u30fb\u8cbb\u7528\u76f8\u5834\u30fb\u767a\u6ce8\u65b9\u6cd5\u306e4\u3064\u306e\u30c6\u30fc\u30de\u3092\u7db2\u7f85\u7684\u306b\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u69cb\u9020\u5316\u30fb\u534a\u69cb\u9020\u5316\u30fb\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u539f\u5f62\u306e\u307e\u307e\u5927\u898f\u6a21\u306b\u84c4\u7a4d\u3057\u3001\u6a5f\u68b0\u5b66\u7fd2\u30fbBI\u30fb\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u5206\u6790\u306b\u6d3b\u7528\u3067\u304d\u308b\u73fe\u4ee3\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u4e2d\u6838\u3067\u3059\u3002AWS S3\u30fbAzure Data Lake Storage\u30fbGoogle Cloud Storage\u3092\u6d3b\u7528\u3057\u305f\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u69cb\u6210\u304c\u4e3b\u6d41\u3068\u306a\u3063\u3066\u304a\u308a\u3001Apache Spark\u30fbKafka\u30fbDatabricks\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3068\u306e\u7d44\u307f\u5408\u308f\u305b\u3067\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002\u6210\u529f\u306e\u305f\u3081\u306b\u6700\u3082\u91cd\u8981\u306a\u306e\u306f\u3001\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u65e9\u671f\u306b\u78ba\u7acb\u3057\u3001\u300c\u30c7\u30fc\u30bf\u30b9\u30ef\u30f3\u30d7\uff08\u30c7\u30fc\u30bf\u6cbc\uff09\u300d\u5316\u3092\u9632\u3050\u3053\u3068\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306f\u3001\u9069\u5207\u306a\u30d1\u30fc\u30c8\u30ca\u30fc\u3068\u306e\u5354\u50cd\u306b\u3088\u3063\u3066\u30ea\u30b9\u30af\u3092\u5927\u5e45\u306b\u4f4e\u6e1b\u3067\u304d\u307e\u3059\u3002\u30b3\u30f3\u30b5\u30eb\u30c6\u30a3\u30f3\u30b0\u304b\u3089\u958b\u767a\u30fb\u904b\u7528\u307e\u3067\u4e00\u6c17\u901a\u8cab\u3067\u5bfe\u5fdc\u3067\u304d\u308bripl\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306b\u95a2\u3059\u308b\u7121\u6599\u76f8\u8ac7\u3092\u53d7\u3051\u4ed8\u3051\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u306e\u5404\u8a73\u7d30\u8a18\u4e8b\u3082\u3042\u308f\u305b\u3066\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u25bc\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306b\u95a2\u3059\u308b\u8a73\u7d30\u8a18\u4e8b<br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-implementation-guide\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\/\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\u30fb\u30d7\u30ed\u30bb\u30b9\u3092\u5fb9\u5e95\u89e3\u8aac<\/a><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-development-companies\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3067\u304a\u3059\u3059\u3081\u306e\u958b\u767a\u4f1a\u793e6\u9078\u30fb\u6bd4\u8f03\u30dd\u30a4\u30f3\u30c8<\/a><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-cost\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\u30fb\u30b3\u30b9\u30c8\u5185\u8a33\u3092\u5fb9\u5e95\u89e3\u8aac<\/a><br>\n\u30fb<a href=\"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-outsourcing\/\" title=\"\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306e\u767a\u6ce8\/\u5916\u6ce8\u65b9\u6cd5\u30fb\u624b\u9806\u3068\u6ce8\u610f\u70b9<\/a><\/p>\n\n\n\n<div class=\"wp-block-group is-vertical is-content-justification-stretch is-layout-flex wp-container-core-group-is-layout-898606d5 wp-block-group-is-layout-flex\">\n<p class=\"wp-block-paragraph\">\u682a\u5f0f\u4f1a\u793eripla\u3067\u306f\u3001IT\u4e8b\u696d\u4f1a\u793e\u51fa\u8eab\u306e\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u304c\u300cImpact-Driven\u578b\u652f\u63f4\u300d\u3092\u901a\u3058\u3066\u3001\u30d7\u30ed\u30c0\u30af\u30c8\u3084\u30b7\u30b9\u30c6\u30e0\u306e\u7d0d\u54c1\u30fb\u63d0\u4f9b\u3092\u76ee\u7684\u3068\u305b\u305a\u3001\u304a\u5ba2\u69d8\u3068\u540c\u3058\u76ee\u7dda\u3067\u3001\u4e8b\u696d\u6210\u679c\u306e\u9054\u6210\u3092\u30b4\u30fc\u30eb\u3068\u3057\u3066\u3001\u9ad8\u54c1\u8cea\u306aDX\/\u958b\u767a\u652f\u63f4\u3092\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"359\" data-attachment-id=\"18461\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/product\/cross-platform-development-guide\/attachment\/%e3%82%b9%e3%82%af%e3%83%aa%e3%83%bc%e3%83%b3%e3%82%b7%e3%83%a7%e3%83%83%e3%83%88-2026-07-08-150644\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-08-150644.png\" data-orig-size=\"1312,460\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2026-07-08 150644\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-08-150644-1024x359.png\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-08-150644-1024x359.png\" alt=\"\" class=\"wp-image-18461\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-08-150644-1024x359.png 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-08-150644-300x105.png 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-08-150644-768x269.png 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-08-150644.png 1312w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\">\u307e\u305f\u3001\u5f53\u793e\u72ec\u81ea\u306e\u958b\u767a\u30c6\u30f3\u30d7\u30ec\u30fc\u30c8\u300cBox\u30b7\u30ea\u30fc\u30ba\u300d\u306b\u3088\u308b\u6a19\u6e96\u6a5f\u80fd\u306e\u9ad8\u901f\u958b\u767a\u3068\u3001AI\u99c6\u52d5\u958b\u767a\u306e\u72ec\u81ea\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u300cGoDD\u300d\u306b\u3088\u308b\u72ec\u81ea\u6a5f\u80fd\u306eAI\u5b9f\u88c5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u4f4e\u30b3\u30b9\u30c8\u30fb\u77ed\u671f\u9593\u3067\u958b\u767a\u3092\u5b9f\u73fe\u3044\u305f\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-794e3cfa wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:100%\">\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"369\" data-attachment-id=\"18450\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/product\/cross-platform-development-guide\/attachment\/%e3%82%b9%e3%82%af%e3%83%aa%e3%83%bc%e3%83%b3%e3%82%b7%e3%83%a7%e3%83%83%e3%83%88-2026-07-07-144340\/\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340.png\" data-orig-size=\"1325,477\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2026-07-07 144340\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png\" alt=\"\" class=\"wp-image-18450\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-1024x369.png 1024w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-300x108.png 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340-768x276.png 768w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-07-07-144340.png 1325w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n<\/div>\n\n\n\n<p class=\"has-text-align-left wp-block-paragraph\">\u3082\u3057\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30d7\u30ed\u30c0\u30af\u30c8\u958b\u767a\u306b\u95a2\u3059\u308b\u3054\u8981\u671b\u304c\u3054\u3056\u3044\u307e\u3057\u305f\u3089\u3001\u304a\u6c17\u8efd\u306b\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\u3002<a href=\"https:\/\/www.ripla.co.jp\/company-whitepaper\" target=\"_blank\" rel=\"noreferrer noopener\"><\/a><\/p>\n\n\n\n<div class=\"wp-block-buttons alignwide is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-a0cd93e3 wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-background wp-element-button\" href=\"https:\/\/www.ripla.co.jp\/\" style=\"background-color:#0720e3\"><strong>\u682a\u5f0f\u4f1a\u793eripla\u306e\u4f1a\u793eHP\u306f\u3053\u3061\u3089<\/strong><\/a><\/div>\n<\/div>\n\n\n\n<p class=\"wp-block-paragraph\"><a href=\"https:\/\/www.ripla.co.jp\/company-whitepaper\" title=\"\">\u30fb\u30b5\u30fc\u30d3\u30b9\u6982\u8981\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 &gt;&gt;&gt;<\/a><br><a href=\"https:\/\/www.ripla.co.jp\/inquiries\" title=\"\">\u30fb\u304a\u554f\u5408\u305b\u30da\u30fc\u30b8\u306eURL\u306f\u3053\u3061\u3089 &gt;&gt;&gt;<\/a><br><a href=\"https:\/\/www.ripla.co.jp\/whitepaper\" title=\"\">\u30fb\u304a\u5f79\u7acb\u3061\u8cc7\u6599\u306eURL\u306f\u3053\u3061\u3089 &gt;&gt;&gt;<\/a><\/p>\n<\/div>\n\n\n\n<figure class=\"wp-block-image aligncenter size-full\"><a href=\"https:\/\/www.ripla.co.jp\/whitepaper\"><img loading=\"lazy\" decoding=\"async\" width=\"967\" height=\"573\" data-attachment-id=\"4184\" data-permalink=\"https:\/\/www.ripla.co.jp\/blog\/?attachment_id=4184\" data-orig-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\" data-orig-size=\"967,573\" data-comments-opened=\"1\" data-image-meta=\"{&quot;aperture&quot;:&quot;0&quot;,&quot;credit&quot;:&quot;&quot;,&quot;camera&quot;:&quot;&quot;,&quot;caption&quot;:&quot;&quot;,&quot;created_timestamp&quot;:&quot;0&quot;,&quot;copyright&quot;:&quot;&quot;,&quot;focal_length&quot;:&quot;0&quot;,&quot;iso&quot;:&quot;0&quot;,&quot;shutter_speed&quot;:&quot;0&quot;,&quot;title&quot;:&quot;&quot;,&quot;orientation&quot;:&quot;0&quot;,&quot;alt&quot;:&quot;&quot;}\" data-image-title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2026-02-27 145451\" data-image-description=\"\" data-image-caption=\"\" data-large-file=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png\" alt=\"\" class=\"wp-image-4184\" srcset=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451.png 967w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451-300x178.png 300w, https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-02-27-145451-768x455.png 768w\" sizes=\"auto, (max-width: 967px) 100vw, 967px\" \/><\/a><\/figure>\n\n\n<div style=\"border:1px solid #d9e2ec; border-radius:12px; padding:24px; background:#f8fbff; margin:32px 0;\">\n<div style=\"font-size:22px; font-weight:bold; margin-bottom:20px; color:#1a1a1a;\">\n    \u57f7\u7b46\u8005\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\n  <\/div>\n<div style=\"display:flex; align-items:flex-start; gap:20px; flex-wrap:wrap;\">\n<div style=\"flex:0 0 120px;\">\n      <img decoding=\"async\" src=\"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2026\/03\/\u30d7\u30ed\u30d5\u753b\u50cf.png\" alt=\"\u5f35\u7530\u8c37\u51cc\u592e\" style=\"width:120px; height:120px; object-fit:cover; border-radius:50%; display:block;\">\n    <\/div>\n<div style=\"flex:1; min-width:240px;\">\n<div style=\"font-size:20px; font-weight:bold; margin-bottom:12px; color:#1a1a1a;\">\n        \u5f35\u7530\u8c37\u51cc\u592e\n      <\/div>\n<p style=\"margin:0; line-height:1.9; color:#333333; font-size:15px;\">\n        \u682a\u5f0f\u4f1a\u793eripla \u4ee3\u8868\u53d6\u7de0\u5f79CEO\u3068\u3057\u3066\u3001\u30b7\u30b9\u30c6\u30e0\u30d1\u30c3\u30b1\u30fc\u30b8\u6d3b\u7528\u3001\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u751f\u6210AI\u6d3b\u7528\u3001SaaS\u958b\u767a\u3001\u30a2\u30d7\u30ea\u958b\u767a\u3001EC\u69cb\u7bc9\u306a\u3069\u3001\u5e45\u5e83\u3044\u9818\u57df\u3067\u4f01\u696d\u306eDX\u63a8\u9032\u3068\u4e8b\u696d\u6210\u9577\u3092\u652f\u63f4\u3057\u3066\u3044\u308b\u3002IT\u4e8b\u696d\u4f1a\u793e\u51fa\u8eab\u306e\u30d7\u30ed\u30d5\u30a7\u30c3\u30b7\u30e7\u30ca\u30eb\u304c\u96c6\u3046\u682a\u5f0f\u4f1a\u793eripla\u306b\u304a\u3044\u3066\u3001\u300cImpact-Driven\u578b\u652f\u63f4\u300d\u3092\u63b2\u3052\u3001\u5358\u306a\u308b\u30b7\u30b9\u30c6\u30e0\u7d0d\u54c1\u306b\u3068\u3069\u307e\u3089\u305a\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u540c\u3058\u76ee\u7dda\u3067\u4e8b\u696d\u6210\u679c\u306e\u5b9f\u73fe\u306b\u5411\u3051\u305f\u4f34\u8d70\u652f\u63f4\u3092\u884c\u3046\u3002\u65e9\u7a32\u7530\u5927\u5b66\u5352\u696d\u5f8c\u3001\u30e9\u30af\u30b9\u30eb\u682a\u5f0f\u4f1a\u793e\u3001LINE\u30e4\u30d5\u30fc\u682a\u5f0f\u4f1a\u793e\u306b\u3066\u4e8b\u696d\u958b\u767a\u3084DX\u63a8\u9032\u306a\u3069\u306b\u5f93\u4e8b\u3057\u305f\u5f8c\u3001\u682a\u5f0f\u4f1a\u793eripla\u3092\u5275\u696d\u3002\n      <\/p>\n<\/p>\n<\/div>\n<\/div>\n<\/div>\n<p>&nbsp;<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u4f01\u696d\u304c\u4fdd\u6709\u3059\u308b\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3068\u91cf\u306f\u5e74\u3005\u5897\u52a0\u3057\u3066\u304a\u308a\u3001IoT\u30bb\u30f3\u30b5\u30fc\u306e\u30ed\u30b0\u30c7\u30fc\u30bf\u3001SNS\u306e\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30c7\u30fc\u30bf\u306a\u3069\u3001\u3042\u3089\u3086\u308b\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u304c\u84c4\u7a4d\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u4e00\u5143\u7684\u306b\u7ba1\u7406\u3057 [&hellip;]<\/p>\n","protected":false},"author":266270553,"featured_media":48,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":false,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_feature_clip_id":0,"_jetpack_memberships_contains_paid_content":false,"footnotes":"","jetpack_publicize_message":"{title}\n\n{excerpt}\n\n{url}","jetpack_publicize_feature_enabled":true,"jetpack_social_post_already_shared":true,"jetpack_social_options":{"image_generator_settings":{"template":"highway","default_image_id":0,"font":"","enabled":false},"version":2},"_wpas_customize_per_network":false,"jetpack_post_was_ever_published":false},"categories":[234560769],"tags":[],"class_list":["post-7310","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data"],"jetpack_publicize_connections":[],"jetpack_featured_media_url":"https:\/\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/23842102.jpg","jetpack_likes_enabled":true,"jetpack_sharing_enabled":true,"jetpack_shortlink":"https:\/\/wp.me\/pgydx5-1TU","jetpack-related-posts":[{"id":2553,"url":"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-implementation-guide\/","url_meta":{"origin":7310,"position":0},"title":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\/\u958b\u767a\u306e\u9032\u3081\u65b9\/\u3084\u308a\u65b9\/\u6d41\u308c\u3084\u65b9\u6cd5\/\u624b\u6cd5\/\u5de5\u7a0b\/\u624b\u9806","author":"\u682a\u5f0f\u4f1a\u793eripla\u30e1\u30f3\u30d0\u30fc","date":"2025\u5e7411\u670824\u65e5","format":false,"excerpt":"\u8fd1\u5e74\u3001\u4f01\u696d\u304c\u4fdd\u6709\u3059\u308b\u30c7\u30fc\u30bf\u306f\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u3068\u3069\u307e\u3089\u305a\u3001IoT\u30bb\u30f3\u30b5\u30fc\u306e\u30ed\u30b0\u3001SNS\u306e\u6295\u7a3f\u3001\u97f3\u58f0\u30fb\u52d5\u753b\u2026","rel":"","context":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","block_context":{"text":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","link":"https:\/\/www.ripla.co.jp\/blog\/category\/data\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/24511883-1.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":17747,"url":"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-construction-dev-period-schedule\/","url_meta":{"origin":7310,"position":1},"title":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\/\u958b\u767a\u306e\u958b\u767a\u671f\u9593\u30fb\u30b9\u30b1\u30b8\u30e5\u30fc\u30eb\u30fb\u7d0d\u671f\u306b\u3064\u3044\u3066","author":"\u682a\u5f0f\u4f1a\u793eripla\u30e1\u30f3\u30d0\u30fc","date":"2026\u5e747\u670812\u65e5","format":false,"excerpt":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306f\u3001\u793e\u5185\u306e\u3042\u3089\u3086\u308b\u30c7\u30fc\u30bf\u3092\u300c\u751f\u30c7\u30fc\u30bf\u306e\u307e\u307e\u300d\u4f4e\u30b3\u30b9\u30c8\u3067\u84c4\u7a4d\u3057\u3066\u304a\u304f\u305f\u3081\u306e\u5de8\u5927\u306a\u8caf\u8535\u5eab\u3067\u3059\u2026","rel":"","context":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","block_context":{"text":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","link":"https:\/\/www.ripla.co.jp\/blog\/category\/data\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22064697.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22064697.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22064697.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22064697.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22064697.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22064697.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":2558,"url":"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-cost\/","url_meta":{"origin":7310,"position":2},"title":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\/\u958b\u767a\u306e\u898b\u7a4d\u76f8\u5834\u3084\u8cbb\u7528\/\u30b3\u30b9\u30c8\/\u5024\u6bb5\u306b\u3064\u3044\u3066","author":"\u682a\u5f0f\u4f1a\u793eripla\u30e1\u30f3\u30d0\u30fc","date":"2025\u5e7411\u670824\u65e5","format":false,"excerpt":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306e\u69cb\u7bc9\u3092\u691c\u8a0e\u3057\u3066\u3044\u308b\u4f01\u696d\u62c5\u5f53\u8005\u306e\u65b9\u306b\u3068\u3063\u3066\u3001\u300c\u5b9f\u969b\u3069\u306e\u304f\u3089\u3044\u306e\u8cbb\u7528\u304c\u304b\u304b\u308b\u306e\u304b\u300d\u306f\u6700\u521d\u306e\u2026","rel":"","context":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","block_context":{"text":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","link":"https:\/\/www.ripla.co.jp\/blog\/category\/data\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492820.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492820.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492820.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492820.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492820.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492820.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":17749,"url":"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-construction-poc-prototype-mockup\/","url_meta":{"origin":7310,"position":3},"title":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\/\u958b\u767a\u306ePoC\u30fb\u30d7\u30ed\u30c8\u30bf\u30a4\u30d7\u30fb\u30e2\u30c3\u30af\u30a2\u30c3\u30d7\u958b\u767a\u306b\u3064\u3044\u3066","author":"\u682a\u5f0f\u4f1a\u793eripla\u30e1\u30f3\u30d0\u30fc","date":"2026\u5e747\u670812\u65e5","format":false,"excerpt":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u306f\u3001\u793e\u5185\u306e\u3042\u3089\u3086\u308b\u30c7\u30fc\u30bf\u3092\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u4e0a\u306b\u751f\u30c7\u30fc\u30bf\u306e\u307e\u307e\u96c6\u7d04\u3057\u3001\u5c06\u6765\u306eBI\u5206\u6790\u2026","rel":"","context":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","block_context":{"text":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","link":"https:\/\/www.ripla.co.jp\/blog\/category\/data\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2483892.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2483892.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2483892.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2483892.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2483892.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2483892.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":17748,"url":"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-construction-maintenance-running-cost\/","url_meta":{"origin":7310,"position":4},"title":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\/\u958b\u767a\u306e\u4fdd\u5b88\u30fb\u904b\u7528\u8cbb\u7528\u30fb\u30e9\u30f3\u30cb\u30f3\u30b0\u30b3\u30b9\u30c8\u306b\u3064\u3044\u3066","author":"\u682a\u5f0f\u4f1a\u793eripla\u30e1\u30f3\u30d0\u30fc","date":"2026\u5e747\u670812\u65e5","format":false,"excerpt":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3092\u691c\u8a0e\u3059\u308b\u969b\u3001\u591a\u304f\u306e\u4f01\u696d\u304c\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u306e\u5b89\u3055\u306b\u6ce8\u76ee\u3059\u308b\u4e00\u65b9\u3067\u3001\u898b\u843d\u3068\u3057\u304c\u3061\u306a\u306e\u2026","rel":"","context":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","block_context":{"text":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","link":"https:\/\/www.ripla.co.jp\/blog\/category\/data\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/22404299.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]},{"id":17750,"url":"https:\/\/www.ripla.co.jp\/blog\/data\/data-lake-construction-fullscratch-ordermade\/","url_meta":{"origin":7310,"position":5},"title":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\/\u958b\u767a\u306e\u30d5\u30eb\u30b9\u30af\u30e9\u30c3\u30c1\u30fb\u30aa\u30fc\u30c0\u30fc\u30e1\u30a4\u30c9\u958b\u767a\u306b\u3064\u3044\u3066","author":"\u682a\u5f0f\u4f1a\u793eripla\u30e1\u30f3\u30d0\u30fc","date":"2026\u5e747\u670812\u65e5","format":false,"excerpt":"\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u69cb\u7bc9\u3092\u691c\u8a0e\u3059\u308b\u969b\u3001\u300c\u65e2\u88fd\u306e\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u69cb\u7bc9\u3059\u308b\u3079\u304d\u304b\u3001\u305d\u308c\u3068\u3082\u81ea\u793e\u306e\u8981\u2026","rel":"","context":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","block_context":{"text":"\u30c7\u30fc\u30bf\u6d3b\u7528 \/ BI","link":"https:\/\/www.ripla.co.jp\/blog\/category\/data\/"},"img":{"alt_text":"","src":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359.jpg?resize=350%2C200&ssl=1","width":350,"height":200,"srcset":"https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359.jpg?resize=350%2C200&ssl=1 1x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359.jpg?resize=525%2C300&ssl=1 1.5x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359.jpg?resize=700%2C400&ssl=1 2x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359.jpg?resize=1050%2C600&ssl=1 3x, https:\/\/i0.wp.com\/www.ripla.co.jp\/blog\/wp-content\/uploads\/2025\/05\/2492359.jpg?resize=1400%2C800&ssl=1 4x"},"classes":[]}],"_links":{"self":[{"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/posts\/7310","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/users\/266270553"}],"replies":[{"embeddable":true,"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/comments?post=7310"}],"version-history":[{"count":1,"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/posts\/7310\/revisions"}],"predecessor-version":[{"id":26372,"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/posts\/7310\/revisions\/26372"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/media\/48"}],"wp:attachment":[{"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/media?parent=7310"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/categories?post=7310"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.ripla.co.jp\/blog\/wp-json\/wp\/v2\/tags?post=7310"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}