{"id":5110,"date":"2022-07-14T07:53:44","date_gmt":"2022-07-14T15:53:44","guid":{"rendered":"https:\/\/www.gudusoft.com\/?p=5110"},"modified":"2022-07-15T05:12:40","modified_gmt":"2022-07-15T13:12:40","slug":"best-open-source-data-lineage-tools","status":"publish","type":"post","link":"https:\/\/www.gudusoft.com\/jp\/%e6%9c%80%e9%ab%98%e3%81%ae%e3%82%aa%e3%83%bc%e3%83%97%e3%83%b3-%e3%82%bd%e3%83%bc%e3%82%b9-%e3%83%87%e3%83%bc%e3%82%bf%e7%b3%bb%e7%b5%b1%e3%83%84%e3%83%bc%e3%83%ab\/","title":{"rendered":"2022 \u5e74\u306b\u691c\u8a0e\u3059\u3079\u304d 5 \u3064\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb"},"content":{"rendered":"<div class=\"fusion-fullwidth fullwidth-box fusion-builder-row-1 fusion-flex-container nonhundred-percent-fullwidth non-hundred-percent-height-scrolling\" style=\"background-color: rgba(255,255,255,0);background-position: center center;background-repeat: no-repeat;border-width: 0px 0px 0px 0px;border-color:#e8eaf0;border-style:solid;\" ><div class=\"fusion-builder-row fusion-row fusion-flex-align-items-flex-start\" style=\"max-width:1310.4px;margin-left: calc(-4% \/ 2 );margin-right: calc(-4% \/ 2 );\"><div class=\"fusion-layout-column fusion_builder_column fusion-builder-column-0 fusion_builder_column_1_1 1_1 fusion-flex-column\"><div class=\"fusion-column-wrapper fusion-flex-justify-content-flex-start fusion-content-layout-column\" style=\"background-position:left top;background-repeat:no-repeat;-webkit-background-size:cover;-moz-background-size:cover;-o-background-size:cover;background-size:cover;padding: 0px 0px 0px 0px;\"><div class=\"fusion-text fusion-text-1\" style=\"line-height:26px;\"><h2>2022 \u5e74\u306b\u691c\u8a0e\u3059\u3079\u304d 5 \u3064\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb<\/h2>\n<p>\u306e\u672c\u8cea <a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%ac%e3%83%90%e3%83%8a%e3%83%b3%e3%82%b9%e3%81%a8%e3%81%af\/\"><strong>\u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9<\/strong><\/a> \u4f01\u696d\u304c\u30c7\u30fc\u30bf\u30dd\u30ea\u30b7\u30fc\u3092\u4f5c\u6210\u3057\u3001\u4eba\u3005\u304c\u305d\u308c\u3089\u306e\u30dd\u30ea\u30b7\u30fc\u3092\u9075\u5b88\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30dd\u30ea\u30b7\u30fc\u306f\u3001\u30c7\u30fc\u30bf\u4fdd\u8b77\u3001\u691c\u8a3c\u3001\u304a\u3088\u3073\u4f7f\u7528\u306b\u95a2\u3059\u308b\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\u3092\u542b\u3080\u3001\u30c7\u30fc\u30bf\u95a2\u9023\u306e\u3055\u307e\u3056\u307e\u306a\u30d7\u30ed\u30bb\u30b9\u306b\u5bfe\u5fdc\u3057\u3066\u3044\u307e\u3059\u3002 <a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%b9%e3%83%81%e3%83%a5%e3%83%af%e3%83%bc%e3%83%89\/\"><strong>\u30c7\u30fc\u30bf\u30b9\u30c1\u30e5\u30ef\u30fc\u30c9<\/strong><\/a> \u30d3\u30b8\u30cd\u30b9 \u30e6\u30fc\u30b6\u30fc\u304b\u3089\u30c7\u30fc\u30bf\u8981\u4ef6\u3092\u6c42\u3081\u3001\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u8a55\u8b70\u4f1a\u306e\u30e1\u30f3\u30d0\u30fc\u3068\u5354\u529b\u3057\u3066\u3001\u5171\u901a\u306e\u30c7\u30fc\u30bf\u5b9a\u7fa9\u306b\u3064\u3044\u3066\u5408\u610f\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002 <a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e5%93%81%e8%b3%aa%e3%81%ae%e6%94%b9%e5%96%84%e6%96%b9%e6%b3%95\/\"><strong>\u30c7\u30fc\u30bf\u54c1\u8cea<\/strong><\/a> \u6e2c\u5b9a\u57fa\u6e96\u3092\u4f5c\u6210\u3057\u3001\u95a2\u9023\u3059\u308b\u30dd\u30ea\u30b7\u30fc\u3092\u660e\u78ba\u306b\u3057\u3001\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3092\u6e2c\u5b9a\u3059\u308b\u65b9\u6cd5\u3092\u958b\u767a\u3057\u307e\u3059\u3002<\/p>\n<div id=\"attachment_5114\" style=\"width: 919px\" class=\"wp-caption alignnone\"><img aria-describedby=\"caption-attachment-5114\" decoding=\"async\" class=\"size-full wp-image-5114\" src=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Best_Open_Source_Data_Lineage_Tools.png\" alt=\"\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb\" width=\"909\" height=\"521\" srcset=\"https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Best_Open_Source_Data_Lineage_Tools-200x115.png 200w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Best_Open_Source_Data_Lineage_Tools-300x172.png 300w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Best_Open_Source_Data_Lineage_Tools-400x229.png 400w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Best_Open_Source_Data_Lineage_Tools-600x344.png 600w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Best_Open_Source_Data_Lineage_Tools-768x440.png 768w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Best_Open_Source_Data_Lineage_Tools-800x459.png 800w, https:\/\/www.gudusoft.com\/wp-content\/uploads\/2022\/07\/Best_Open_Source_Data_Lineage_Tools.png 909w\" sizes=\"(max-width: 909px) 100vw, 909px\" \/><p id=\"caption-attachment-5114\" class=\"wp-caption-text\">\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb<\/p><\/div>\n<p>\u305f\u3060\u3057\u3001\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9 \u30dd\u30ea\u30b7\u30fc\u306e\u5b9a\u7fa9\u3068\u305d\u306e\u5b9f\u88c5\u306e\u9593\u306e\u67b6\u3051\u6a4b\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u624b\u3054\u308f\u3044\u8ab2\u984c\u3067\u3059\u3002\u3053\u308c\u3089\u306e\u6226\u7565\u306e\u76ee\u7684\u306f\u3001\u30d3\u30b8\u30cd\u30b9 \u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u5168\u4f53\u3067\u30c7\u30fc\u30bf\u8cc7\u7523\u306e\u54c1\u8cea\u3092\u5236\u5fa1\u304a\u3088\u3073\u76e3\u8996\u3059\u308b\u3053\u3068\u3067\u3059\u304c\u3001\u91cd\u8981\u306a\u30c7\u30fc\u30bf\u54c1\u8cea\u7ba1\u7406\u8cac\u4efb\u3092\u6301\u3064\u30c7\u30fc\u30bf \u30b9\u30c1\u30e5\u30ef\u30fc\u30c9\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u9069\u5207\u306a\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3092\u53d7\u3051\u3066\u3044\u306a\u3044\u304b\u3001\u8cc7\u683c\u3092\u6301\u3063\u3066\u3044\u307e\u305b\u3093\u3002\u3053\u308c\u306f\u3001 <a href=\"https:\/\/www.dpriver.com\/blog\/2022\/05\/11\/best-data-lineage-tools\/\"><strong>\u30c7\u30fc\u30bf\u7cfb\u7d71\u30c4\u30fc\u30eb<\/strong><\/a> \u3053\u306e\u8a18\u4e8b\u3067\u306f\u3001<strong> 5 \u3064\u306e\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb<\/strong> 2022\u5e74\u306e\u5e02\u5834\u3067\u898b\u3064\u3051\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<h3>\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb \u2013 1. Tokenn<\/h3>\n<p><strong>\u30c8\u30fc\u30af\u30f3\u306e\u6982\u8981:<\/strong><\/p>\n<p>\u30c8\u30fc\u30af\u30f3\u306f\u30af\u30e9\u30a6\u30c9\u5411\u3051\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%82%a6%e3%82%a7%e3%82%a2%e3%83%8f%e3%82%a6%e3%82%b9%e3%81%a8%e3%81%af\/\">\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9<\/a><\/strong> \u3068 <strong><a href=\"https:\/\/www.gudusoft.com\/jp\/%e3%83%87%e3%83%bc%e3%82%bf%e3%83%ac%e3%82%a4%e3%82%af%e3%81%a8%e3%81%af\/\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af<\/a><\/strong>\u3067\u3042\u308a\u3001Google BigQuery\u3001AWS Redshift\u3001\u304a\u3088\u3073 Snowflake \u3067\u30db\u30b9\u30c8\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304a\u3088\u3073\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u304b\u3089\u5217\u30ec\u30d9\u30eb\u306e\u30c7\u30fc\u30bf\u7cfb\u7d71\u3092\u53d6\u5f97\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u305f\u3081\u306e\u5c02\u7528\u306e\u30a2\u30d7\u30ed\u30fc\u30c1\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3055\u3089\u306b\u3001SparkSQL\u3001AWS Athena\u3001Presto \u306a\u3069\u3001\u3055\u3089\u306b\u591a\u304f\u306e\u30ea\u30bd\u30fc\u30b9\u304c\u958b\u767a\u4e2d\u3067\u3059\u3002 Tokenn \u306f\u3001\u307b\u3068\u3093\u3069\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u304a\u3088\u3073 ETL \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3068\u3046\u307e\u304f\u9023\u643a\u3059\u308b\u305f\u3081\u3001\u304b\u306a\u308a\u306e\u7d71\u5408\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>\u30c8\u30fc\u30af\u30f3 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8\u30e5\u306e\u6a5f\u80fd: <\/strong><\/p>\n<p>Token \u306f\u5c11\u3057\u524d\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u305f\u3082\u306e\u3067\u3001\u6700\u65b0\u306e\u30c7\u30fc\u30bf \u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3068\u8a2d\u8a08\u30d1\u30bf\u30fc\u30f3\u304c\u8003\u616e\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u305d\u306e\u3088\u3046\u306a\u4f8b\u306e 1 \u3064\u306f\u3001\u5efa\u7269\u306b\u52a0\u3048\u3066 <a href=\"https:\/\/www.gudusoft.com\/jp\/whats-data-lineage-why-important\/\"><strong>\u30c7\u30fc\u30bf\u7cfb\u7d71<\/strong><\/a> DBCAT (\u30c7\u30fc\u30bf \u30c7\u30a3\u30ec\u30af\u30c8\u30ea) \u304b\u3089\u3001Tokern \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30af\u30a8\u30ea\u5c65\u6b74\u307e\u305f\u306f ETL \u30b9\u30af\u30ea\u30d7\u30c8\u304b\u3089\u30c7\u30fc\u30bf\u7cfb\u5217\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u308b\u305f\u3081\u3001BI \u304a\u3088\u3073 ETL \u30c4\u30fc\u30eb\u306e\u7d71\u5408\u306b\u6700\u9069\u3067\u3059\u3002 Tokenn \u306f\u3001\u30c7\u30fc\u30bf \u30ab\u30bf\u30ed\u30b0\u3068\u7cfb\u5217\u3092 PostgreSQL \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3057\u307e\u3059\u3002\u30e6\u30fc\u30b6\u30fc\u306f\u3001SQL \u3092\u4f7f\u7528\u3057\u3066\u3055\u3089\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u3053\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u30a2\u30af\u30bb\u30b9\u3057\u305f\u308a\u3001\u4ed6\u306e\u8996\u899a\u5316\u304a\u3088\u3073\u5206\u6790\u30a8\u30f3\u30b8\u30f3\u306b\u30d5\u30a3\u30fc\u30c9\u3057\u305f\u308a\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u53ef\u8996\u5316\u30a8\u30f3\u30b8\u30f3 Kedro-Viz \u3068 NetworkX \u3068\u547c\u3070\u308c\u308b\u30cd\u30c3\u30c8\u30ef\u30fc\u30af \u30b0\u30e9\u30d5\u5206\u6790\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001Tokenn \u306e\u512a\u308c\u305f\u53ef\u8996\u5316\u304a\u3088\u3073\u5206\u6790\u6a5f\u80fd\u306e\u80cc\u5f8c\u306b\u3042\u308a\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u306f\u3001\u5217\u30ec\u30d9\u30eb\u306e\u7cfb\u5217\u30c7\u30fc\u30bf\u3092\u8ffd\u8de1\u3001\u8996\u899a\u5316\u3001\u304a\u3088\u3073\u5206\u6790\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002 Token \u306e SDK \u307e\u305f\u306f API \u3092\u4f7f\u7528\u3057\u3066\u7cfb\u7d71\u30c7\u30fc\u30bf\u3092\u64cd\u4f5c\u3059\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u6700\u5148\u7aef\u306e\u30c7\u30fc\u30bf\u7cfb\u5217\u6a5f\u80fd\u306b\u52a0\u3048\u3066\u3001Tokern \u306f PIICatcher \u3092\u4f7f\u7528\u3057\u3066\u3001PII (\u500b\u4eba\u3092\u7279\u5b9a\u3067\u304d\u308b\u60c5\u5831) \u3068 PHI (\u500b\u4eba\u306e\u5065\u5eb7\u60c5\u5831) \u306e\u691c\u51fa\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u7d44\u307f\u8fbc\u307f\u30c4\u30fc\u30eb\u306f\u3001\u6b63\u898f\u8868\u73fe\u3092\u3001Spacy \u3084 Stanford NER \u306a\u3069\u306e PII \u691c\u51fa\u7528\u306e\u3044\u304f\u3064\u304b\u306e\u6a19\u6e96 NLP \u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u7d44\u307f\u5408\u308f\u305b\u307e\u3059\u3002<\/p>\n<h3>\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb \u2013 2. Egeria<\/h3>\n<p><strong>\u30a8\u30b2\u30ea\u30a2\u6982\u8981\uff1a<\/strong><\/p>\n<p>\u4e16\u754c\u521d\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30e1\u30bf\u30c7\u30fc\u30bf\u6a19\u6e96\u3068\u3057\u3066\u8aac\u660e\u3055\u308c\u3066\u3044\u308b Egeria \u306f\u3001\u30c7\u30fc\u30bf \u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0 \u30c4\u30fc\u30eb\u3092\u30b7\u30fc\u30e0\u30ec\u30b9\u306b\u7d71\u5408\u3057\u3066\u3001\u4fe1\u983c\u3067\u304d\u308b\u4e00\u8cab\u3057\u305f\u30e1\u30bf\u30c7\u30fc\u30bf \u30d3\u30e5\u30fc\u3092\u5b9f\u73fe\u3059\u308b\u65b9\u6cd5\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u30ab\u30bf\u30ed\u30b0\u5316\u3068\u691c\u7d22\u306b\u52a0\u3048\u3066\u3001\u3053\u306e\u6a19\u6e96\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u7cfb\u5217\u306e\u8ffd\u8de1\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u30c1\u30a7\u30c3\u30af\u3001PII \u8b58\u5225\u306a\u3069\u306e\u305f\u3081\u306e\u3088\u308a\u9ad8\u5ea6\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>\u591a\u304f\u306e\u30c7\u30fc\u30bf \u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0 \u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf \u30c4\u30fc\u30eb\u9593\u3067\u56de\u907f\u53ef\u80fd\u306a\u5927\u91cf\u306e\u3084\u308a\u53d6\u308a\u304c\u542b\u307e\u308c\u307e\u3059\u3002 Egeria \u306f\u3053\u308c\u3092\u3084\u3081\u3001\u3059\u3079\u3066\u304c Egeria \u3092\u901a\u904e\u3059\u308b\u30b9\u30dd\u30fc\u30af \u30a2\u30f3\u30c9 \u30db\u30a4\u30fc\u30eb \u30e2\u30c7\u30eb\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u3088\u3046\u306b\u3001\u30e6\u30fc\u30b6\u30fc\u306f 1 \u3064\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u4f1a\u8a71\u3059\u308b\u3060\u3051\u3067\u6e08\u307f\u307e\u3059\u3002<\/p>\n<p><strong>Egeria \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8\u30e5\u306e\u6a5f\u80fd:<\/strong><\/p>\n<p>Egeria \u306e\u30c7\u30fc\u30bf\u7cfb\u7d71\u306f\u3001\u3088\u304f\u77e5\u3089\u308c\u3066\u3044\u308b\u30aa\u30fc\u30d7\u30f3 \u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3092\u5229\u7528\u3057\u3066\u3001OpenLineage \u3068\u547c\u3070\u308c\u308b\u30c7\u30fc\u30bf\u7cfb\u7d71\u3092\u30ad\u30e3\u30d7\u30c1\u30e3\u3057\u3066\u4fdd\u5b58\u3057\u307e\u3059\u3002 OpenLineage \u306f\u307e\u305f\u3001\u8ffd\u8de1\u30c7\u30fc\u30bf\u306e\u6c34\u5e73\u304a\u3088\u3073\u5782\u76f4\u7cfb\u7d71\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306b\u5bfe\u3059\u308b\u3088\u308a\u6df1\u3044\u6d1e\u5bdf\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<p>Egeria \u306f\u3001\u30bd\u30fc\u30b9 \u30b7\u30b9\u30c6\u30e0\u306b\u3088\u3063\u3066\u767a\u884c\u3055\u308c\u305f Kafka \u30a4\u30d9\u30f3\u30c8\u3092\u30ea\u30c3\u30b9\u30f3\u3057\u3066\u3001\u30c7\u30fc\u30bf\u7cfb\u7d71\u60c5\u5831\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u7cfb\u7d71\u60c5\u5831\u3092\u53d6\u5f97\u3057\u305f\u5f8c\u3001Egeria \u306f\u3001Egeria \u304c\u3067\u304d\u306a\u3044\u7cfb\u7d71\u56f3\u306e\u7167\u5408\u3068\u30ea\u30f3\u30af\u3092\u7cfb\u7d71\u7ba1\u7406\u8005\u306b\u6307\u793a\u3057\u307e\u3059\u3002\u305d\u306e\u5f8c\u3001\u7cfb\u7d71\u306f\u5546\u696d\u6d88\u8cbb\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Egeria \u306e\u30c7\u30fc\u30bf\u7cfb\u5217\u6a5f\u80fd\u306f\u3001\u30c7\u30fc\u30bf\u306e\u691c\u51fa\u3068\u7ba1\u7406\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u306e\u6765\u6b74\u306a\u3069\u306e\u6a5f\u80fd\u3068\u3046\u307e\u304f\u9023\u643a\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6a5f\u80fd\u3068 Egeria \u306e\u7cfb\u5217\u8a2d\u8a08\u304a\u3088\u3073\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001Egeria \u306f\u9b45\u529b\u7684\u3067\u3088\u304f\u8003\u3048\u629c\u304b\u308c\u305f\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u304a\u3088\u3073\u30c7\u30fc\u30bf\u7cfb\u5217\u30c4\u30fc\u30eb\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3>\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb \u2013 3. Pachyderm<\/h3>\n<p><strong>\u539a\u76ae\u52d5\u7269\u306e\u6982\u8981:<\/strong><\/p>\n<p>\u5148\u307b\u3069\u8ff0\u3079\u305f Tokenn \u3068\u540c\u69d8\u306b\u3001Pachyderm \u306f\u5225\u306e\u7279\u6b8a\u306a\u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb\u3067\u3059\u3002\u30af\u30e9\u30a6\u30c9 \u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u7126\u70b9\u3092\u5f53\u3066\u308b\u306e\u3067\u306f\u306a\u304f\u3001\u958b\u767a\u8005\u304c\u8a00\u8a9e\u3067\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u306b\u4f9d\u5b58\u3057\u306a\u3044\u65b9\u6cd5\u3067\u6a5f\u68b0\u5b66\u7fd2\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u3059\u308b\u3053\u3068\u3092\u76ee\u7684\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>\u30c7\u30fc\u30bf \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7cfb\u5217\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u3001lakeFS \u3084 Git \u306a\u3069\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u304c\u5b9f\u88c5\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u3078\u306e\u5909\u66f4 (\u30b3\u30df\u30c3\u30c8\u3092\u8003\u3048\u3066\u304f\u3060\u3055\u3044) \u306f\u3001\u30a4\u30d9\u30f3\u30c8\u306e\u5b8c\u5168\u3067\u4e0d\u5909\u306e\u76e3\u67fb\u8a3c\u8de1\u3092\u7dad\u6301\u3059\u308b\u305f\u3081\u306b\u3001Pachyderm \u306b\u3088\u3063\u3066\u30ad\u30e3\u30d7\u30c1\u30e3\u304a\u3088\u3073\u4fdd\u5b58\u3055\u308c\u307e\u3059\u3002\u76e3\u67fb\u8a3c\u8de1\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u8868\u793a\u304a\u3088\u3073\u5206\u6790\u7528\u306e\u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30de\u30c3\u30d7\u3092\u4f5c\u6210\u3067\u304d\u3001\u30c7\u30d0\u30c3\u30b0\u307e\u305f\u306f\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u7406\u7531\u3067\u3044\u3064\u3067\u3082\u30c7\u30fc\u30bf\u3068\u30b3\u30fc\u30c9\u3092\u518d\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><strong>Pachyderm \u30c7\u30fc\u30bf\u7cfb\u7d71\u306e\u6a5f\u80fd:<\/strong><\/p>\n<p>Pachyderm \u306f\u3001\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u30c7\u30fc\u30bf\u7cfb\u7d71\u306e\u8ffd\u8de1\u3068\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3092\u5b9f\u73fe\u3059\u308b\u305f\u3081\u306b\u3001PFS (Pachyderm File System) \u3068\u547c\u3070\u308c\u308b\u30ab\u30b9\u30bf\u30e0 \u30d5\u30a1\u30a4\u30eb \u30b7\u30b9\u30c6\u30e0\u3067 AWS S3 \u306a\u3069\u306e\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30b9\u30c8\u30a2\u3092\u4f7f\u7528\u3059\u308b\u4e2d\u592e\u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u4f7f\u7528\u3057\u307e\u3059\u3002 PFS \u306f\u3001\u30aa\u30d6\u30b8\u30a7\u30af\u30c8 \u30b9\u30c8\u30a2 (S3 \u306a\u3069) \u304c\u5b8c\u5168\u306a\u5c65\u6b74\u3092\u6301\u3064\u30c7\u30fc\u30bf\u306e\u552f\u4e00\u306e\u771f\u306e\u30bd\u30fc\u30b9\u306b\u306a\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<\/p>\n<p>Pachyderm \u306f\u307e\u305f\u3001\u30c7\u30fc\u30bf \u30bd\u30fc\u30b9\u306b\u4e0d\u5909\u6027\u3092\u9069\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u7cfb\u7d71\u30a4\u30d9\u30f3\u30c8\u3068\u30c7\u30fc\u30bf \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u30b0\u30ed\u30fc\u30d0\u30eb ID \u3092\u5272\u308a\u5f53\u3066\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002 Pachyderm \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u4e0d\u5909\u306e\u30c7\u30fc\u30bf\u7cfb\u7d71\u56f3\u3092 UI \u3067 DAG \u3068\u3057\u3066\u6271\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u3053\u308c\u3089\u306e\u6a5f\u80fd\u306f\u4e21\u65b9\u3068\u3082 ML \u30d1\u30a4\u30d7\u3092\u4f7f\u7528\u3059\u308b\u5834\u5408\u306b\u6709\u76ca\u3067\u3042\u308a\u3001\u7d50\u679c\u3092\u5165\u529b\u307e\u3067\u8ffd\u8de1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p>Pachyderm \u306f\u3001\u6700\u3082\u5e83\u304f\u4f7f\u7528\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30c7\u30fc\u30bf \u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf \u30ec\u30a4\u30af\u3068\u7d71\u5408\u3057\u307e\u3059\u3002\u3055\u3089\u306b\u3001SQL \u30d9\u30fc\u30b9\u306e\u53d6\u308a\u8fbc\u307f\u30c4\u30fc\u30eb\u3092\u4f7f\u7528\u3057\u3066\u3001\u4efb\u610f\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089 Pachyderm \u306b\u30c7\u30fc\u30bf\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3067\u304d\u307e\u3059\u3002\u305f\u3060\u3057\u3001Pachyderm \u306b\u306f\u6c4e\u7528\u306e\u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb\u3068\u3057\u3066\u306e\u5236\u9650\u304c\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001Pachyderm \u306e\u4f01\u696d\u9867\u5ba2\u306e\u307b\u3068\u3093\u3069\u304c MLOps\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf ETL\u3001\u304a\u3088\u3073 NLP \u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u51e6\u7406\u3059\u308b\u305f\u3081\u306b\u4f7f\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3><strong>\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb \u2013 4. OpenLineage<\/strong><\/h3>\n<p><strong>OpenLineage \u306e\u6982\u8981:<\/strong><\/p>\n<p>OpenLineage \u306f\u3001WeWork \u304c\u30aa\u30fc\u30d7\u30f3\u3057\u305f\u5f8c\u3001Marquez \u306e\u958b\u767a\u3092\u5f15\u304d\u7d99\u3044\u3060 DataKin \u306b\u3088\u3063\u3066\u8a2d\u7acb\u3055\u308c\u307e\u3057\u305f\u3002 DataKin \u306f\u30012021 \u5e74\u534a\u3070\u306b OpenLineage \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u30b5\u30f3\u30c9\u30dc\u30c3\u30af\u30b9 \u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3068\u3057\u3066 Linux Foundation \u306b\u5f15\u304d\u6e21\u3057\u307e\u3057\u305f\u3002 OpenLineage \u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u89b3\u6e2c\u6027\u306e\u5206\u91ce\u3067\u30e6\u30d3\u30ad\u30bf\u30b9\u306a OpenTelemetry \u306b\u5f37\u304f\u5f71\u97ff\u3092\u53d7\u3051\u3001\u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8\u306e\u53ce\u96c6\u3068\u5206\u6790\u306e\u305f\u3081\u306e\u30aa\u30fc\u30d7\u30f3 \u30b9\u30bf\u30f3\u30c0\u30fc\u30c9\u3092\u78ba\u7acb\u3059\u308b\u3053\u3068\u3092\u76ee\u6307\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<p><strong>OpenLineage \u6a5f\u80fd:<\/strong><\/p>\n<p>\u7d71\u5408\u306f\u3001OpenLineage \u306e\u8a2d\u8a08\u3068\u4f7f\u547d\u306e\u4e2d\u5fc3\u3067\u3059\u3002 ETL \u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3001\u30c7\u30fc\u30bf \u30aa\u30fc\u30b1\u30b9\u30c8\u30ec\u30fc\u30b7\u30e7\u30f3 \u30a8\u30f3\u30b8\u30f3\u3001\u30e1\u30bf\u30c7\u30fc\u30bf \u30c7\u30a3\u30ec\u30af\u30c8\u30ea\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u30a8\u30f3\u30b8\u30f3\u3001\u304a\u3088\u3073\u30c7\u30fc\u30bf\u7cfb\u7d71\u30c4\u30fc\u30eb\u3068\u7d71\u5408\u3055\u308c\u307e\u3059\u3002 OpenLineage \u306f JSONSchema \u3092 API \u5b9a\u7fa9\u3068\u3057\u3066\u4f7f\u7528\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u8a00\u8a9e\u3068\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002 Egeria \u306f\u4eba\u6c17\u306e\u3042\u308b\u30c7\u30fc\u30bf \u30c4\u30fc\u30eb\u306e 1 \u3064\u3067\u3042\u308a\u3001\u305d\u306e\u30b3\u30a2 \u30e1\u30bf\u30c7\u30fc\u30bf \u30ec\u30a4\u30e4\u30fc\u306f OpenLineage \u4e0a\u306b\u69cb\u7bc9\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<p>Marquez \u306f UI \u3068\u30e1\u30bf\u30c7\u30fc\u30bf \u30ea\u30dd\u30b8\u30c8\u30ea\u3092\u63d0\u4f9b\u3057\u3001\u30e1\u30bf\u30c7\u30fc\u30bf \u30b3\u30ec\u30af\u30b7\u30e7\u30f3 API \u306f OpenLineage \u304b\u3089\u63d0\u4f9b\u3055\u308c\u308b\u305f\u3081\u3001WeWork \u306e Marquez \u306f OpenLineage \u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u4e2d\u5fc3\u3067\u3082\u3042\u308a\u307e\u3059\u3002 OpenLineage \u306f\u3001GraphQL \u304a\u3088\u3073 REST API \u7d4c\u7531\u3067\u3082\u516c\u958b\u3055\u308c\u307e\u3059\u3002<\/p>\n<p>OpenLineage \u306f\u3001\u65e2\u5b58\u306e\u307b\u3068\u3093\u3069\u306e\u30c7\u30fc\u30bf \u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0 \u30b9\u30bf\u30c3\u30af\u3067\u7c21\u5358\u306b\u4f7f\u7528\u3067\u304d\u3001\u30c7\u30fc\u30bf\u7cfb\u7d71\u3092\u5305\u62ec\u7684\u306b\u53ce\u96c6\u3001\u8ffd\u8de1\u3001\u304a\u3088\u3073\u5206\u6790\u3067\u304d\u308b\u3088\u3046\u306b\u3001\u30a8\u30ad\u30b5\u30a4\u30c6\u30a3\u30f3\u30b0\u3067\u4fa1\u5024\u306e\u3042\u308b\u6a5f\u80fd\u3092\u5e45\u5e83\u304f\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u9b45\u529b\u7684\u306a\u9078\u629e\u80a2\u3067\u3059\u3002<\/p>\n<h3>\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8 \u30c4\u30fc\u30eb \u2013 5. TrueDat<\/h3>\n<p><strong>TrueDat \u306e\u6982\u8981:<\/strong><\/p>\n<p>\u5b8c\u5168\u306a\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9 \u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308b TrueDat \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u3092\u8a73\u7d30\u306b\u5206\u985e\u3001\u691c\u7d22\u3001\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002 TrueDat \u306f\u3001\u305d\u306e\u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8\u6a5f\u80fd\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u30e9\u30a4\u30d5 \u30b5\u30a4\u30af\u30eb\u5168\u4f53\u3092\u8996\u899a\u5316\u3059\u308b\u306e\u306b\u3082\u5f79\u7acb\u3061\u3001\u6642\u9593\u306e\u7d4c\u904e\u306b\u4f34\u3046\u30c7\u30fc\u30bf\u306e\u79fb\u52d5\u306b\u3064\u3044\u3066\u306e\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n<p>TrueDat \u306f 2017 \u5e74\u306b BlueTab (IBM \u4f01\u696d) \u306b\u3088\u3063\u3066\u69cb\u7bc9\u3055\u308c\u3001\u305d\u308c\u4ee5\u6765\u6d3b\u767a\u306b\u958b\u767a\u3055\u308c\u3066\u304a\u308a\u3001\u6700\u65b0\u30d0\u30fc\u30b8\u30e7\u30f3\u306e V4.39 \u304c 2022 \u5e74 3 \u6708\u306b\u30ea\u30ea\u30fc\u30b9\u3055\u308c\u307e\u3057\u305f\u3002<\/p>\n<p><strong>TrueDat \u30c7\u30fc\u30bf\u7cfb\u7d71\u306e\u6a5f\u80fd:<\/strong><\/p>\n<p>TrueDat \u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u30c7\u30fc\u30bf\u7cfb\u7d71\u3092\u4f7f\u7528\u3057\u3066\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u5909\u66f4\u306e\u5f71\u97ff\u3092\u5206\u6790\u3057\u3001\u30ec\u30dd\u30fc\u30c8\u306e\u30d3\u30b8\u30cd\u30b9 \u30ed\u30b8\u30c3\u30af\u3092\u3088\u308a\u3088\u304f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002\u30dd\u30a4\u30f3\u30c8\u30a4\u30f3\u30bf\u30a4\u30e0\u306e\u53ef\u8996\u6027\u3092\u4f7f\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306e\u7cfb\u7d71\u3092\u8ffd\u8de1\u3067\u304d\u307e\u3059\u3002\u9ad8\u5ea6\u306a\u5206\u6790\u306e\u305f\u3081\u306b\u3001\u30ea\u30cd\u30fc\u30b8 \u30aa\u30d6\u30b8\u30a7\u30af\u30c8\u306b\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u9069\u7528\u3057\u3066\u3001\u30ea\u30cd\u30fc\u30b8 \u30c0\u30a4\u30a2\u30b0\u30e9\u30e0\u306e\u7279\u5b9a\u306e\u90e8\u5206\u3092\u8abf\u3079\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002 UI \u306b\u8868\u793a\u3055\u308c\u308b\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u8868\u73fe\u306b\u52a0\u3048\u3066\u3001\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u7cfb\u7d71\u60c5\u5831\u3092 CSV \u30d5\u30a1\u30a4\u30eb\u306b\u30c0\u30a6\u30f3\u30ed\u30fc\u30c9\u3067\u304d\u307e\u3059\u3002 TrueDat \u306f\u4e00\u9023\u306e\u512a\u308c\u305f\u30c7\u30fc\u30bf \u30ac\u30d0\u30ca\u30f3\u30b9\u3068\u30ea\u30cd\u30fc\u30b8\u6a5f\u80fd\u3092\u63d0\u4f9b\u3059\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8\u306e\u554f\u984c\u3092\u89e3\u6c7a\u3059\u308b\u771f\u306e\u5019\u88dc\u3067\u3059\u3002<\/p>\n<h3>\u7d50\u8ad6<\/h3>\n<p>\u3053\u306e\u8a18\u4e8b\u3092\u304a\u8aad\u307f\u3044\u305f\u3060\u304d\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3059\u3002 <strong>\u6700\u9ad8\u306e\u30aa\u30fc\u30d7\u30f3 \u30bd\u30fc\u30b9 \u30c7\u30fc\u30bf\u7cfb\u7d71\u30c4\u30fc\u30eb<\/strong>.\u30c7\u30fc\u30bf \u30ea\u30cd\u30fc\u30b8\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u77e5\u308a\u305f\u3044\u5834\u5408\u306f\u3001\u6b21\u306e\u30b5\u30a4\u30c8\u3092\u3054\u89a7\u306b\u306a\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002 <a href=\"https:\/\/www.gudusoft.com\/jp\/\"><strong>Gudu SQLFlow<\/strong><\/a> \u8a73\u7d30\u306b\u3064\u3044\u3066\u306f\u3002<\/p>\n<p>\u305d\u306e\u4e00\u3064\u3068\u3057\u3066\u00a0<strong>\u6700\u9ad8\u306e\u30c7\u30fc\u30bf\u7cfb\u7d71\u30c4\u30fc\u30eb<\/strong>\u00a0\u73fe\u5728\u5e02\u5834\u306b\u51fa\u56de\u3063\u3066\u3044\u308b Gudu SQLFlow \u306f\u3001SQL \u30b9\u30af\u30ea\u30d7\u30c8 \u30d5\u30a1\u30a4\u30eb\u3092\u5206\u6790\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u00a0<strong>\u30c7\u30fc\u30bf\u7cfb\u7d71<\/strong>\u3001\u304a\u3088\u3073\u8996\u899a\u7684\u306a\u8868\u793a\u3092\u5b9f\u884c\u3059\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u30e6\u30fc\u30b6\u30fc\u304c CSV \u5f62\u5f0f\u3067\u30c7\u30fc\u30bf\u7cfb\u7d71\u3092\u63d0\u4f9b\u3057\u3001\u8996\u899a\u7684\u306a\u8868\u793a\u3092\u5b9f\u884c\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002\u00a0<strong>(2022 \u5e74 7 \u6708 14 \u65e5\u306b Ryan \u306b\u3088\u308a\u516c\u958b)<\/strong><\/p>\n<\/div><\/div><\/div><style type=\"text\/css\">.fusion-body 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