{"id":7738,"date":"2026-03-19T16:24:19","date_gmt":"2026-03-19T07:24:19","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=7738"},"modified":"2026-03-19T16:25:24","modified_gmt":"2026-03-19T07:25:24","slug":"output-verification-in-dataiku","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/output-verification-in-dataiku\/","title":{"rendered":"Dataiku\u306b\u304a\u3051\u308b\u51fa\u529b\u4e00\u81f4\u691c\u8a3c"},"content":{"rendered":"\n<p>Dataiku\u306e Integration Test \u3068 Dataset Schema Equals\u3092\u6d3b\u7528\u3057\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u51fa\u529b\u3092\u30c7\u30fc\u30bf\u306e\u5024\u30fb\u30b9\u30ad\u30fc\u30de\u306e\u4e21\u9762\u304b\u3089\u81ea\u52d5\u691c\u8a3c\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u30a4\u30f3\u30c8\u30ed\u30c0\u30af\u30b7\u30e7\u30f3<\/h2>\n<p>\u4eca\u56de\u306f\u3001Dataiku\u3067\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u51fa\u529b\u304c\u671f\u5f85\u901a\u308a\u304b\u3069\u3046\u304b\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306e2\u3064\u306e\u6a5f\u80fd\u3001Integration Test\uff08\u7d71\u5408\u30c6\u30b9\u30c8\uff09<strong>\u3068<\/strong>Dataset Schema Equals\uff08DQ\u30eb\u30fc\u30eb\uff09\u306b\u3064\u3044\u3066\u3001\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac\u3057\u3066\u3044\u304d\u305f\u3044\u3068\u601d\u3044\u307e\u3059\u3002<\/p>\r\n<p>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u904b\u7528\u3057\u3066\u3044\u308b\u3068\u3001\u300c\u30ec\u30b7\u30d4\u3092\u3061\u3087\u3063\u3068\u5909\u3048\u305f\u3089\u4e0b\u6d41\u306e\u30c7\u30fc\u30bf\u304c\u58ca\u308c\u3066\u3044\u305f\u300d\u300c\u30ab\u30e9\u30e0\u306e\u578b\u304c\u3044\u3064\u306e\u9593\u306b\u304b\u5909\u308f\u3063\u3066\u3044\u305f\u300d\u3068\u3044\u3063\u305f\u554f\u984c\u306b\u906d\u9047\u3059\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u3053\u3046\u3057\u305f\u30ea\u30b9\u30af\u306b\u5bfe\u51e6\u3059\u308b\u305f\u3081\u306b\u3001Dataiku\u306b\u306f\u51fa\u529b\u306e\u4e00\u81f4\u6027\u3092\u691c\u8a3c\u3059\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u304c\u7528\u610f\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<b>\u306a\u305c\u51fa\u529b\u4e00\u81f4\u691c\u8a3c\u304c\u5fc5\u8981\u306a\u306e\uff1f<\/b>\r\n<p>Dataiku\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306f\u3001Flow\u306e\u4e2d\u306b\u591a\u6570\u306e\u30ec\u30b7\u30d4\u3084\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u9023\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3069\u3053\u304b1\u7b87\u6240\u306e\u5909\u66f4\u304c\u3001\u4e0b\u6d41\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u4e88\u671f\u3057\u306a\u3044\u5f71\u97ff\u3092\u53ca\u307c\u3059\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002\u672c\u756a\u74b0\u5883\u306b\u30c7\u30d7\u30ed\u30a4\u3059\u308b\u524d\u306b\u300c\u51fa\u529b\u304c\u5909\u308f\u3063\u3066\u3044\u306a\u3044\u3053\u3068\u300d\u3092\u78ba\u8a8d\u3067\u304d\u308c\u3070\u3001\u5b89\u5168\u306b\u30ea\u30ea\u30fc\u30b9\u3092\u9032\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\r\n<p>\u3053\u306e\u691c\u8a3c\u306b\u306f\u5927\u304d\u304f\u5206\u3051\u30662\u3064\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.00.34.png\" alt=\"\" width=\"661\" height=\"188\" class=\"alignnone size-full wp-image-7740\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.00.34.png 661w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.00.34-300x85.png 300w\" sizes=\"(max-width: 661px) 100vw, 661px\" \/><\/p>\r\n<p>&nbsp;<\/p>\r\n<p>\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u90e8\u5206\u3067\u306e\u691c\u8a3c\u3092\u62c5\u3063\u3066\u304a\u308a\u3001\u7d44\u307f\u5408\u308f\u305b\u3066\u4f7f\u3046\u3053\u3068\u3067\u5805\u7262\u306a\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: 86870111-9851-4d24-b506-55493dcdd796 --><\/p>\n\n<h2>\u8a73\u7d30\u8aac\u660e<\/h2>\n<b>Integration Test\uff08\u7d71\u5408\u30c6\u30b9\u30c8\uff09<\/b>\r\n<p>Integration Test\u306f\u3001Dataiku\u306e<strong>\u30b7\u30ca\u30ea\u30aa\u30b9\u30c6\u30c3\u30d7<\/strong>\u3068\u3057\u3066\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u975e\u56de\u5e30\u30c6\u30b9\u30c8\u6a5f\u80fd\u3067\u3059\u3002\u4ee5\u4e0b\u306e3\u30b9\u30c6\u30c3\u30d7\u3067\u52d5\u4f5c\u3057\u307e\u3059\u3002<\/p>\r\n<ol>\r\n\t<li>Flow\u306e\u5165\u529b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u3001\u3042\u3089\u304b\u3058\u3081\u7528\u610f\u3057\u305f<strong>\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u5165\u529b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>\u306b\u5dee\u3057\u66ff\u3048\u308b<\/li>\r\n\t<li>\u6307\u5b9a\u3057\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092<strong>\u30d3\u30eb\u30c9<\/strong>\u3057\u3066\u3001\u65b0\u3057\u3044\u51fa\u529b\u3092\u751f\u6210\u3059\u308b<\/li>\r\n\t<li>\u751f\u6210\u3055\u308c\u305f\u51fa\u529b\u3092<strong>\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u51fa\u529b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8<\/strong>\u3068\u6bd4\u8f03\u3059\u308b<\/li>\r\n<\/ol>\r\n<p>\u3064\u307e\u308a\u300c\u65e2\u77e5\u306e\u5165\u529b\u3092\u4e0e\u3048\u305f\u3068\u304d\u3001\u65e2\u77e5\u306e\u51fa\u529b\u304c\u5f97\u3089\u308c\u308b\u304b\uff1f\u300d\u3092\u81ea\u52d5\u3067\u691c\u8a3c\u3057\u3066\u304f\u308c\u308b\u4ed5\u7d44\u307f\u3067\u3059\u3002\u8a2d\u5b9a\u3067\u306f<strong>Reference inputs\uff08\u5165\u529b\u306e\u5dee\u3057\u66ff\u3048\uff09<\/strong>\u3001<strong>Builds\uff08\u30d3\u30eb\u30c9\u5bfe\u8c61\uff09<\/strong>\u3001Results validation\uff08\u51fa\u529b\u306e\u6bd4\u8f03\uff09\u306e3\u8981\u7d20\u3092\u6307\u5b9a\u3057\u307e\u3059\u3002\u6bd4\u8f03\u306f\u5168\u30ab\u30e9\u30e0\u5bfe\u8c61\u306b\u3082\u3001\u7279\u5b9a\u30ab\u30e9\u30e0\u3060\u3051\u306b\u7d5e\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<p>\u4ee5\u4e0b\u306f\u3001Integration Test\u30b9\u30c6\u30c3\u30d7\u306e\u8a2d\u5b9a\u753b\u9762\u3067\u3059\u3002Reference inputs\u3067\u5165\u529b\u306e\u5dee\u3057\u66ff\u3048\u3001Builds\u3067\u30d3\u30eb\u30c9\u5bfe\u8c61\u3001Results validation\u3067\u51fa\u529b\u306e\u6bd4\u8f03\u5148\u3092\u305d\u308c\u305e\u308c\u6307\u5b9a\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.06.55.jpg\" alt=\"\" width=\"2940\" height=\"1602\" class=\"alignnone size-full wp-image-7744\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.06.55.jpg 2940w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.06.55-300x163.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.06.55-1024x558.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.06.55-768x418.jpg 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.06.55-1536x837.jpg 1536w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.06.55-2048x1116.jpg 2048w\" sizes=\"(max-width: 2940px) 100vw, 2940px\" \/><\/p>\r\n<p>\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3059\u308b\u3068\u3001\u5404\u51e6\u7406\u306e\u7d50\u679c\u304c\u30b9\u30c6\u30c3\u30d7\u3054\u3068\u306b\u8868\u793a\u3055\u308c\u307e\u3059\u3002\u4ee5\u4e0b\u306e\u4f8b\u3067\u306f\u3001\u5165\u529b\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u5dee\u3057\u66ff\u3048\u30fb\u30d3\u30eb\u30c9\u306f\u6210\u529f\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u6700\u7d42\u7684\u306a\u51fa\u529b\u6bd4\u8f03\uff08<code>revenue_loss<\/code> \u3068 <code>test_reference_revenue_loss<\/code> \u306e\u6bd4\u8f03\uff09\u3067\u30a8\u30e9\u30fc\u304c\u691c\u51fa\u3055\u308c\u3001\u30c6\u30b9\u30c8\u304c\u5931\u6557\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.07.14.png\" alt=\"\" width=\"2940\" height=\"870\" class=\"alignnone size-full wp-image-7745\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.07.14.png 2940w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.07.14-300x89.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.07.14-1024x303.png 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.07.14-768x227.png 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.07.14-1536x455.png 1536w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.07.14-2048x606.png 2048w\" sizes=\"(max-width: 2940px) 100vw, 2940px\" \/><\/p>\r\n<p>\u6ce8\u610f\u70b9\u3068\u3057\u3066\u3001\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306f\u51e6\u7406\u30d1\u30bf\u30fc\u30f3\u3092\u5341\u5206\u306b\u30ab\u30d0\u30fc\u3059\u308b\u3088\u3046\u610f\u56f3\u7684\u306b\u8a2d\u8a08\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002\u307e\u305f\u3001Python\u30ec\u30b7\u30d4\u3067\u306f\u30c6\u30fc\u30d6\u30eb\u540d\u3092\u30cf\u30fc\u30c9\u30b3\u30fc\u30c9\u3059\u308b\u3068\u30c6\u30b9\u30c8\u6642\u306e\u5dee\u3057\u66ff\u3048\u304c\u6a5f\u80fd\u3057\u306a\u3044\u305f\u3081\u3001<code>dataiku.Dataset(\"DATASET_NAME\")<\/code>\u7d4c\u7531\u3067\u540d\u524d\u3092\u53d6\u5f97\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<hr \/>\r\n<b>Dataset Schema Equals\uff08DQ\u30eb\u30fc\u30eb\uff09<\/b>\r\n<p>Dataset Schema Equals\u306f\u3001Dataiku\u306e<strong>Data Quality\uff08DQ\uff09\u30eb\u30fc\u30eb<\/strong>\u306e\u4e00\u3064\u3067\u3001\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306e\u30b9\u30ad\u30fc\u30de\u304c\u671f\u5f85\u901a\u308a\u306e\u69cb\u9020\u304b\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002\u3042\u3089\u304b\u3058\u3081\u5b9a\u7fa9\u3057\u305f\u300c\u671f\u5f85\u30b9\u30ad\u30fc\u30de\u300d\u3068\u5b9f\u969b\u306e\u30b9\u30ad\u30fc\u30de\u3092\u6bd4\u8f03\u3057\u3001\u4ee5\u4e0b\u306e\u9805\u76ee\u3092\u53b3\u5bc6\u306b\u30c1\u30a7\u30c3\u30af\u3057\u307e\u3059\u3002<\/p>\r\n<ul>\r\n\t<li><strong>\u30ab\u30e9\u30e0\u306e\u5b58\u5728<\/strong>\uff1a\u6b20\u843d\u304c\u3042\u308c\u3070\u30a8\u30e9\u30fc<\/li>\r\n\t<li><strong>\u30ab\u30e9\u30e0\u306e\u578b<\/strong>\uff1acomplex\u578b\uff08array\u3001map\u7b49\uff09\u306f\u30b5\u30d6\u30d5\u30a3\u30fc\u30eb\u30c9\u307e\u3067\u518d\u5e30\u7684\u306b\u30c1\u30a7\u30c3\u30af<\/li>\r\n\t<li><strong>\u30ab\u30e9\u30e0\u306e\u610f\u5473\uff08Meaning\uff09<\/strong>\uff1a&#8221;Any&#8221;\u306b\u8a2d\u5b9a\u3059\u308c\u3070\u30b9\u30ad\u30c3\u30d7\u3082\u53ef\u80fd<\/li>\r\n\t<li><strong>\u30ab\u30e9\u30e0\u306e\u9806\u5e8f<\/strong>\uff1a\u4e26\u3073\u9806\u304c\u7570\u306a\u308c\u3070\u30a8\u30e9\u30fc<\/li>\r\n\t<li><strong>\u4e88\u671f\u3057\u306a\u3044\u30ab\u30e9\u30e0<\/strong>\uff1a\u671f\u5f85\u30b9\u30ad\u30fc\u30de\u306b\u306a\u3044\u30ab\u30e9\u30e0\u304c\u3042\u308c\u3070\u30a8\u30e9\u30fc<\/li>\r\n\t<li><strong>\u6587\u5b57\u5217\u306e\u6700\u5927\u9577<\/strong>\uff1astring\u578b\u306f\u30c7\u30d5\u30a9\u30eb\u30c8&#8221;-1&#8243;\uff08\u7121\u5236\u9650\uff09\u3067\u30c1\u30a7\u30c3\u30af<\/li>\r\n<\/ul>\r\n<p>\u4ee5\u4e0b\u306f\u3001Dataset Schema Equals\u30eb\u30fc\u30eb\u306e\u8a2d\u5b9a\u753b\u9762\u3067\u3059\u3002\u671f\u5f85\u30b9\u30ad\u30fc\u30de\u3068\u3057\u3066\u30ab\u30e9\u30e0\u540d\u30fb\u578b\u30fbMeaning\u304c\u4e00\u89a7\u8868\u793a\u3055\u308c\u3066\u304a\u308a\u3001\u300cRUN TEST\u300d\u30dc\u30bf\u30f3\u3067\u30c6\u30b9\u30c8\u3092\u5b9f\u884c\u3057\u305f\u7d50\u679c\u3001\u73fe\u5728\u306e\u30b9\u30ad\u30fc\u30de\u304c\u671f\u5f85\u901a\u308a\u3067\u3042\u308b\u3053\u3068\u3092\u793a\u3059\u300cOK\u300d\u304c\u8fd4\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.08.15.jpg\" alt=\"\" width=\"2940\" height=\"1394\" class=\"alignnone size-full wp-image-7746\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.08.15.jpg 2940w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.08.15-300x142.jpg 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.08.15-1024x486.jpg 1024w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.08.15-768x364.jpg 768w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.08.15-1536x728.jpg 1536w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.08.15-2048x971.jpg 2048w\" sizes=\"(max-width: 2940px) 100vw, 2940px\" \/><\/p>\r\n<p>\u9806\u5e8f\u3092\u554f\u308f\u305a\u300c\u7279\u5b9a\u30ab\u30e9\u30e0\u304c\u542b\u307e\u308c\u308b\u304b\u300d\u3060\u3051\u3092\u78ba\u8a8d\u3057\u305f\u3044\u5834\u5408\u306f\u3001\u5225\u9014<strong>Dataset Schema Contains<\/strong>\u30eb\u30fc\u30eb\u304c\u4f7f\u3048\u307e\u3059\u3002\u307e\u305f\u300cReset to current schema\u300d\u30dc\u30bf\u30f3\u3067\u3001\u73fe\u5728\u306e\u30b9\u30ad\u30fc\u30de\u3092\u30ef\u30f3\u30af\u30ea\u30c3\u30af\u3067\u671f\u5f85\u30b9\u30ad\u30fc\u30de\u306b\u53d6\u308a\u8fbc\u3080\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<p><!-- notionvc: aa05dc31-2b82-4f9e-b455-33493f610d91 --><\/p>\n\n<h2>\u904b\u7528\u30d5\u30ed\u30fc<\/h2>\n<b>\u30c6\u30b9\u30c8\u30b7\u30ca\u30ea\u30aa\u3068\u3057\u3066\u306e\u904b\u7528<\/b>\r\n<p>Dataiku\u3067\u306f\u3001\u30b7\u30ca\u30ea\u30aa\u306b\u300cMark as a test scenario\u300d\u30d5\u30e9\u30b0\u3092\u7acb\u3066\u308b\u3053\u3068\u3067\u3001\u30c6\u30b9\u30c8\u7528\u30b7\u30ca\u30ea\u30aa\u3068\u3057\u3066\u7ba1\u7406\u3067\u304d\u307e\u3059\u3002\u30c6\u30b9\u30c8\u30b7\u30ca\u30ea\u30aa\u306e\u5b9f\u884c\u7d50\u679c\u306f<strong>Test Dashboard<\/strong>\u306b\u8868\u793a\u3055\u308c\u3001\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u306e\u30c6\u30b9\u30c8\u72b6\u6cc1\u3092\u4e00\u89a7\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u904b\u7528\u30d5\u30ed\u30fc\u306e\u4e00\u4f8b\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\r\n<p><strong>STEP 1\uff1a\u5165\u51fa\u529b\u30c7\u30fc\u30bf\u3092\u53d6\u5f97<\/strong> \u691c\u8a3c\u5bfe\u8c61\u306e\u30d5\u30ed\u30fc\u3092\u5b9f\u884c\u3057\u3001\u5165\u529b\u30c7\u30fc\u30bf\u3068\u51fa\u529b\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u3053\u308c\u304c\u300c\u6b63\u89e3\u30c7\u30fc\u30bf\u300d\u3068\u3057\u3066\u306e\u57fa\u6e96\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p><strong>STEP 2\uff1aDataiku\u306b\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9DS\u3068\u3057\u3066\u767b\u9332<\/strong> \u53d6\u5f97\u3057\u305f\u5165\u51fa\u529b\u30c7\u30fc\u30bf\u3092Dataiku\u306b\u30a2\u30c3\u30d7\u30ed\u30fc\u30c9\u3057\u3001\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3068\u3057\u3066\u767b\u9332\u3057\u307e\u3059\u3002Integration Test\u306e\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u5165\u529b\u30fb\u30ea\u30d5\u30a1\u30ec\u30f3\u30b9\u51fa\u529b\u3001\u304a\u3088\u3073Dataset Schema Equals\u306e\u671f\u5f85\u30b9\u30ad\u30fc\u30de\u306e\u5143\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\r\n<p><strong>STEP 3\uff1aDataiku\u3067\u30d5\u30ed\u30fc\u3092\u518d\u69cb\u7bc9<\/strong> \u5bfe\u8c61\u306e\u51e6\u7406\u3092Dataiku\u306e\u30ec\u30b7\u30d4\uff08Prepare\u3001Python\u3001SQL\u306a\u3069\uff09\u3067\u69cb\u7bc9\u3057\u307e\u3059\u3002<\/p>\r\n<p><strong>STEP 4\uff1a\u7d71\u5408\u30c6\u30b9\u30c8\u3001Schema Equals\u3067\u51fa\u529b\u4e00\u81f4\u3092\u81ea\u52d5\u691c\u8a3c<\/strong> \u69cb\u7bc9\u3057\u305f\u30d5\u30ed\u30fc\u306b\u5bfe\u3057\u3066\u3001Integration Test\u3067\u51fa\u529b\u30c7\u30fc\u30bf\u306e\u5024\u30ec\u30d9\u30eb\u306e\u4e00\u81f4\u3092\u691c\u8a3c\u3057\u3001Dataset Schema Equals\u3067\u30b9\u30ad\u30fc\u30de\u306e\u69cb\u9020\u4e00\u81f4\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30b9\u30c6\u30c3\u30d7\u3092\u30c6\u30b9\u30c8\u30b7\u30ca\u30ea\u30aa\uff08\u300cMark as a test scenario\u300d\u3092ON\u306b\u3057\u305f\u30b7\u30ca\u30ea\u30aa\uff09\u306b\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\r\n<p><strong>STEP 5\uff1aTest Dashboard\u3067\u691c\u8a3c\u72b6\u6cc1\u3092\u4e00\u5143\u7ba1\u7406<\/strong> \u30c6\u30b9\u30c8\u30b7\u30ca\u30ea\u30aa\u306e\u5b9f\u884c\u7d50\u679c\u306fTest Dashboard\u306b\u96c6\u7d04\u3055\u308c\u307e\u3059\u3002\u5168\u30c6\u30b9\u30c8\u306e\u6210\u529f\/\u5931\u6557\u304c\u3072\u3068\u76ee\u3067\u78ba\u8a8d\u3067\u304d\u3001JUnit XML\u3084HTML\u5f62\u5f0f\u3067\u30ec\u30dd\u30fc\u30c8\u3092\u51fa\u529b\u3059\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<\/p>\r\n<p><!-- notionvc: 2ad081c3-60a0-44d1-8bed-68903cb729b5 --><\/p>\n\n<h2>\u5229\u70b9\u3068\u8ab2\u984c<\/h2>\n<b>\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8<\/b>\r\n<p><strong>Integration Test<\/strong><\/p>\r\n<p><!-- notionvc: c6fb8123-e05d-4078-856e-2a306b2835cf --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.11.38.png\" alt=\"\" width=\"796\" height=\"153\" class=\"alignnone size-full wp-image-7747\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.11.38.png 796w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.11.38-300x58.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.11.38-768x148.png 768w\" sizes=\"(max-width: 796px) 100vw, 796px\" \/><\/p>\r\n<p><strong><span data-token-index=\"0\" class=\"notion-enable-hover\">Dataset Schema Equals<\/span><\/strong><!-- notionvc: 0c4d769e-8147-44ac-a9d4-07c9eedb7808 --><\/p>\r\n<p><img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.11.52.png\" alt=\"\" width=\"790\" height=\"149\" class=\"alignnone size-full wp-image-7748\" srcset=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.11.52.png 790w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.11.52-300x57.png 300w, https:\/\/since2020.jp\/media\/wp-content\/uploads\/2026\/03\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2026-03-19-16.11.52-768x145.png 768w\" sizes=\"(max-width: 790px) 100vw, 790px\" \/><\/p>\r\n<b>\u4e21\u6a5f\u80fd\u306e\u4f7f\u3044\u5206\u3051<\/b>\r\n<p>Integration Test\u306f\u300c\u30c7\u30fc\u30bf\u306e\u4e2d\u8eab\u304c\u6b63\u3057\u3044\u304b\u300d\u3092\u3001Dataset Schema Equals\u306f\u300c\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u304c\u6b63\u3057\u3044\u304b\u300d\u3092\u691c\u8a3c\u3057\u307e\u3059\u3002\u3053\u306e2\u3064\u306f\u88dc\u5b8c\u95a2\u4fc2\u306b\u3042\u308a\u3001\u4f75\u7528\u3059\u308b\u3053\u3068\u3067\u300c\u69cb\u9020\u3082\u5024\u3082\u5909\u308f\u3063\u3066\u3044\u306a\u3044\u300d\u3053\u3068\u3092\u591a\u5c64\u7684\u306b\u4fdd\u8a3c\u3067\u304d\u307e\u3059\u3002<\/p>\r\n<p>\u305f\u3060\u3057\u3001\u3069\u3061\u3089\u3082<strong>\u9023\u7d9a\u30d1\u30e9\u30e1\u30fc\u30bf\u306e\u5fae\u5c0f\u306a\u5dee\u5206<\/strong>\uff08\u6d6e\u52d5\u5c0f\u6570\u70b9\u306e\u4e38\u3081\u8aa4\u5dee\u306a\u3069\uff09\u306b\u306f\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002Integration Test\u3067\u6570\u5024\u30ab\u30e9\u30e0\u3092\u6bd4\u8f03\u3059\u308b\u5834\u5408\u3001\u8a31\u5bb9\u7bc4\u56f2\u306e\u8a2d\u5b9a\u3084\u30ab\u30e9\u30e0\u306e\u9078\u629e\u3092\u614e\u91cd\u306b\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\r\n<p><!-- notionvc: ed27cff6-0b1c-4d47-a79f-d8f6ff5d0b68 --><\/p>\n\n<h2>\u307e\u3068\u3081<\/h2>\n<ul>\r\n\t<li><strong>Integration Test<\/strong>\u306fFlow\u306e\u51fa\u529b\u30c7\u30fc\u30bf\u3092\u5024\u30ec\u30d9\u30eb\u3067\u691c\u8a3c\u3059\u308b<strong>\u975e\u56de\u5e30\u30c6\u30b9\u30c8\u6a5f\u80fd<\/strong><\/li>\r\n\t<li><strong>Dataset Schema Equals<\/strong>\u306f\u30b9\u30ad\u30fc\u30de\u306e\u69cb\u9020\u4e00\u81f4\u3092\u691c\u8a3c\u3059\u308b<strong>DQ\u30eb\u30fc\u30eb<\/strong><\/li>\r\n\t<li>\u4e21\u8005\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001<strong>\u69cb\u9020\u3068\u5024\u306e\u4e21\u9762\u304b\u3089\u51fa\u529b\u306e\u4e00\u81f4\u6027\u3092\u4fdd\u8a3c<\/strong>\u3067\u304d\u308b<\/li>\r\n\t<li>\u30c6\u30b9\u30c8\u30b7\u30ca\u30ea\u30aa\u3068Test Dashboard\u3092\u6d3b\u7528\u3059\u308c\u3070\u3001<strong>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u5168\u4f53\u306e\u30c6\u30b9\u30c8\u72b6\u6cc1\u3092\u53ef\u8996\u5316<\/strong>\u3067\u304d\u308b<\/li>\r\n<\/ul>\r\n<p>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u54c1\u8cea\u3092\u5b88\u308b\u305f\u3081\u306b\u306f\u3001\u300c\u58ca\u308c\u3066\u304b\u3089\u6c17\u3065\u304f\u300d\u306e\u3067\u306f\u306a\u304f\u300c\u58ca\u308c\u308b\u524d\u306b\u691c\u77e5\u3059\u308b\u300d\u4ed5\u7d44\u307f\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002Dataiku\u306e\u51fa\u529b\u4e00\u81f4\u691c\u8a3c\u6a5f\u80fd\u3092\u6d3b\u7528\u3057\u3066\u3001\u5b89\u5168\u306a\u30c7\u30d7\u30ed\u30a4\u904b\u7528\u3092\u76ee\u6307\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\r\n<p><!-- notionvc: 151aff0d-460e-4765-ae57-54abeb435b9d --><\/p>","protected":false},"excerpt":{"rendered":"<p>Dataiku\u306e Integration Test \u3068 Dataset Schema Equals\u3092\u6d3b\u7528\u3057\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u51fa\u529b\u3092\u30c7\u30fc\u30bf\u306e\u5024\u30fb\u30b9\u30ad\u30fc\u30de\u306e\u4e21\u9762\u304b\u3089\u81ea\u52d5\u691c\u8a3c\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002 \u30a4\u30f3\u30c8\u30ed\u30c0\u30af\u30b7\u30e7\u30f3 \u4eca\u56de [&hellip;]<\/p>\n","protected":false},"author":77,"featured_media":3371,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"content-type":"","swell_btn_cv_data":"","footnotes":"","_wp_rev_ctl_limit":""},"categories":[1249],"tags":[199,878,486,921],"class_list":["post-7738","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge","tag-dataiku","tag-dataiku-scenario","tag-486","tag-921"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/7738","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/users\/77"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=7738"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/7738\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/3371"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=7738"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=7738"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=7738"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}