{"id":5290,"date":"2025-04-04T18:41:29","date_gmt":"2025-04-04T09:41:29","guid":{"rendered":"https:\/\/www.engineer-factory.com\/media\/?p=5290"},"modified":"2025-04-04T18:41:30","modified_gmt":"2025-04-04T09:41:30","slug":"%e3%82%af%e3%83%a9%e3%82%a6%e3%83%89%e5%9e%8b%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%e6%af%94%e8%bc%83%ef%bc%9abigquery%e3%83%bbredshift%e3%83%bbsnowflake","status":"publish","type":"post","link":"https:\/\/www.engineer-factory.com\/media\/skill\/5290\/","title":{"rendered":"\u30af\u30e9\u30a6\u30c9\u578b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u6bd4\u8f03\uff1aBigQuery\u30fbRedshift\u30fbSnowflake\u30fbDatabricks\u306e\u9055\u3044\u3068\u9078\u3073\u65b9"},"content":{"rendered":"\n<p>\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u3067\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u69cb\u7bc9\u3059\u308b\u969b\u306b\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u3068\u306f\u7570\u306a\u308b\u89b3\u70b9\u3067\u30b5\u30fc\u30d3\u30b9\u3092\u9078\u5b9a\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u8fd1\u5e74\u306f\u5404\u30af\u30e9\u30a6\u30c9\u30d9\u30f3\u30c0\u30fc\u304b\u3089\u9ad8\u6027\u80fd\u304b\u3064\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u57fa\u76e4\u30b5\u30fc\u30d3\u30b9\u304c\u5145\u5b9f\u3057\u3066\u304a\u308a\u3001\u3053\u308c\u3089\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u30a8\u30f3\u30c9\u30fb\u30c4\u30fc\u30fb\u30a8\u30f3\u30c9\u3067\u30c7\u30fc\u30bf\u5206\u6790\u74b0\u5883\u3092\u5b9f\u88c5\u3059\u308b\u30b1\u30fc\u30b9\u304c\u5897\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u672c\u8a18\u4e8b\u3067\u306f\u3001<strong><span 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wp-block-group-is-layout-constrained\">\n<div class=\"wp-block-group\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<figure class=\"wp-block-image size-full\"><img decoding=\"async\" width=\"1090\" height=\"558\" src=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp\" alt=\"\" class=\"wp-image-6584\" srcset=\"https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV.webp 1090w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-300x154.webp 300w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-1024x524.webp 1024w, https:\/\/www.engineer-factory.com\/media\/wp-content\/uploads\/2025\/01\/KV-768x393.webp 768w\" sizes=\"(max-width: 1090px) 100vw, 1090px\" \/><\/figure>\n\n\n\n<p><strong><mark style=\"background-color:rgba(0, 0, 0, 0)\" class=\"has-inline-color has-vivid-red-color\">\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc<\/mark><\/strong>\u3067\u306f\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6848\u4ef6\u30fb\u6c42\u4eba\u3092\u3054\u7d39\u4ecb\u3002<strong><span class=\"swl-marker mark_yellow\">\u63b2\u8f09\u4e2d\u306e\u6848\u4ef6\u306f10,000\u4ef6\u4ee5\u4e0a\u3002\u7d39\u4ecb\u3059\u308b\u6848\u4ef6\u306e\u5e73\u5747\u5e74\u5546\u306f810\u4e07\u5186\uff08\u203b2023\u5e744\u6708 \u9996\u90fd\u570f\u8fd1\u90ca\u306eIT\u30a8\u30f3\u30b8\u30cb\u30a2\u5bfe\u8c61\uff09\u3067\u3001\u3054\u7d4c\u9a13\u30fb\u5fd7\u5411\u306b\u5408\u3063\u305f\u6848\u4ef6\u3068\u51fa\u4f1a\u3048\u307e\u3059\u3002<\/span><\/strong><br><br>\u7c21\u5358\u306a\u30d7\u30ed\u30d5\u30a3\u30fc\u30eb\u5165\u529b\u3067\u3059\u3050\u306b\u30b5\u30dd\u30fc\u30c8\u3092\u958b\u59cb\u3002\u6848\u4ef6\u306b\u304a\u56f0\u308a\u306eIT\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u65b9\u3084\u3088\u308a\u9ad8\u6761\u4ef6\u306e\u6848\u4ef6\u3068\u5de1\u308a\u5408\u3044\u305f\u3044\u3068\u8003\u3048\u3066\u3044\u308b\u65b9\u306f\u3001\u305c\u3072\u3054\u767b\u9332\u304f\u3060\u3055\u3044\u3002<\/p>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-16018d1d wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button has-custom-width wp-block-button__width-75 is-style-fill u-mb-ctrl u-mb-0\"><a class=\"wp-block-button__link has-luminous-vivid-orange-background-color has-background wp-element-button\" href=\"https:\/\/www.engineer-factory.com\/freelance\/jobs?utm_source=EF_media&amp;utm_medium=post_top_cta\" style=\"border-radius:20px\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc\u3067\u4eca\u3059\u3050\u6848\u4ef6\u3092\u898b\u3066\u307f\u308b<\/strong><\/a><\/div>\n<\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n\n<div id=\"rtoc-mokuji-wrapper\" class=\"rtoc-mokuji-content frame2 preset1 animation-fade rtoc_open default\" data-id=\"5290\" data-theme=\"SWELL CHILD\">\n\t\t\t<div id=\"rtoc-mokuji-title\" class=\"rtoc_btn_none rtoc_left\">\n\t\t\t\n\t\t\t<span>\u3053\u306e\u8a18\u4e8b\u306e\u76ee\u6b21<\/span>\n\t\t\t<\/div><ol class=\"rtoc-mokuji decimal_ol level-1\"><li class=\"rtoc-item\"><a href=\"#rtoc-1\"><a><\/a>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3068\u306f\uff1f<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-2\">BigQuery\u306e\u7279\u5fb4<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-3\"><a><\/a>Redshift\u306e\u7279\u5fb4\u3092\u89e3\u8aac<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-4\">Snowflake\u306e\u7279\u5fb4<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-5\">Databricks\u306e\u7279\u5fb4<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-6\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6848\u4ef6\u63a2\u3057\u306a\u3089\u30a8\u30f3\u30b8\u30cb\u30a2\u30d5\u30a1\u30af\u30c8\u30ea\u30fc<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-7\"><a><\/a>\u307e\u3068\u3081<\/a><\/li><\/ol><\/div><h2 id=\"rtoc-1\"  class=\"wp-block-heading\"><a><\/a>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3068\u306f\uff1f<strong><\/strong><\/h2>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\uff08DWH\uff09\u3068\u306f\u3001\u4f01\u696d\u5185\u306e\u3055\u307e\u3056\u307e\u306a\u60c5\u5831\u6e90\u304b\u3089\u30c7\u30fc\u30bf\u3092\u96c6\u7d04\u3057\u3001\u5206\u6790\u3084\u610f\u601d\u6c7a\u5b9a\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306b\u4e00\u5143\u7ba1\u7406\u3059\u308b\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30b9\u30c8\u30ec\u30fc\u30b8\u3067\u3059\u3002<strong><\/strong><\/p>\n\n\n\n<p>\u4f01\u696d\u306f\u65e5\u3005\u3001\u591a\u7a2e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u751f\u6210\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u306f\u7570\u306a\u308b\u30b7\u30b9\u30c6\u30e0(\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3084\u57fa\u5e79\u30b7\u30b9\u30c6\u30e0\u306a\u3069\uff09\u3084\u5f62\u5f0f\u3067\u4fdd\u5b58\u3055\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u7d71\u5408\u7684\u306a\u5206\u6790\u304c\u96e3\u3057\u3044\u5834\u5408\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u30fb\u84c4\u7a4d\u3057\u3001\u5206\u6790\u306b\u9069\u3057\u305f\u5f62\u3067\u4fdd\u5b58\u3059\u308b\u3053\u3068\u3067\u3001\u8fc5\u901f\u304b\u3064\u7684\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p>\u5b9f\u969b\u306b\u5c0f\u58f2\u696d\u3092\u4f8b\u306b\u3042\u3052\u308b\u3068\u3001\u8ca9\u58f2\u30c7\u30fc\u30bf\u3001\u5728\u5eab\u30c7\u30fc\u30bf\u3001\u9867\u5ba2\u30c7\u30fc\u30bf\u306a\u3069\u3092\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u96c6\u7d04\u3057\u3001\u58f2\u4e0a\u5206\u6790\u3084\u9700\u8981\u4e88\u6e2c\u306b\u6d3b\u7528\u3057\u307e\u3059\u3002\u30a8\u30f3\u30b8\u30cb\u30a2\u5411\u3051\u306b\u3044\u3046\u3068\u3001\u7b2c3\u6b63\u898f\u5f62\u306e\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3092\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u6d3b\u7528\u3057\u3066\u3044\u308b\u3068\u8003\u3048\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<strong><\/strong><\/p>\n\n\n\n<p>\u7e70\u308a\u8fd4\u3057\u306b\u306a\u308a\u307e\u3059\u304c\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3001\u4f01\u696d\u304c\u4fdd\u6709\u3059\u308b\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u30fb\u7ba1\u7406\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3084\u5206\u6790\u306e\u57fa\u76e4\u3068\u3057\u3066\u3001\u7af6\u4e89\u529b\u306e\u3042\u308b\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3059\u308b\u91cd\u8981\u306a\u30b7\u30b9\u30c6\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u6c42\u3081\u3089\u308c\u308b\u3053\u3068<strong><\/strong><\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u306f\u3001<strong><span class=\"swl-marker mark_yellow\">\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u304b\u3064\u9ad8\u901f\u306b\u51e6\u7406\u3067\u304d\u308b\u6027\u80fd\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u3001\u305d\u3057\u3066\u5c06\u6765\u7684\u306a\u30c7\u30fc\u30bf\u91cf\u306e\u5897\u52a0\u3084\u30d3\u30b8\u30cd\u30b9\u8981\u4ef6\u306e\u5909\u5316\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306a\u3069\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/span><\/strong><\/p>\n\n\n\n<p>\u7406\u7531\u3068\u3057\u3066\u306f\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3068\u8fc5\u901f\u306b\u51e6\u7406\u30fb\u5206\u6790\u3067\u304d\u308b\u74b0\u5883\u304c\u5fc5\u8981\u3060\u304b\u3089\u3067\u3059\u3002\u307e\u305f\u3001\u30c7\u30fc\u30bf\u306e\u6a5f\u5bc6\u6027\u3092\u5b88\u308b\u305f\u3081\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u3084\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u4f34\u3046\u30c7\u30fc\u30bf\u91cf\u306e\u5897\u52a0\u306b\u5bfe\u5fdc\u3059\u308b\u67d4\u8edf\u6027\u3082\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b9f\u969b\u306b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u306f\u6027\u80fd\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u30fb\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306b\u3064\u3044\u3066\u4e0b\u8a18\u306e\u3088\u3046\u306a\u6280\u8853\u3092\u7528\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-simple\"><table><tbody><tr><td><strong>\u6027\u80fd<\/strong><\/td><td>\u8d85\u4e26\u5217\u51e6\u7406\u3001\u5217\u6307\u5411\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u5206\u96e2<\/td><\/tr><tr><td><strong>\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1<\/strong><\/td><td>\u884c\u3084\u5217\u5358\u4f4d\u3067\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u8a2d\u5b9a\u3057\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u5f79\u5272\u3084\u5fc5\u8981\u6027\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u306e\u4e00\u90e8\u306e\u307f\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3092\u8a31\u53ef\u3068\u6697\u53f7\u5316\u3092\u65bd\u3059\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6a5f\u5bc6\u6027\u3068\u5b89\u5168\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u6226\u7565\u306e\u4e2d\u6838\u3092\u62c5\u3046\u30b7\u30b9\u30c6\u30e0\u3067\u3042\u308a\u3001\u6027\u80fd\u3001\u30c7\u30fc\u30bf\u7d71\u5408\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u3044\u3063\u305f\u8981\u4ef6\u3092\u6e80\u305f\u3059\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u3068\u7af6\u4e89\u529b\u306e\u7dad\u6301\u306b\u8ca2\u732e\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u578b\u3068\u30af\u30e9\u30a6\u30c9\u578b\u306e\u6bd4\u8f03<strong><\/strong><\/h3>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u5c0e\u5165\u5f62\u614b\u306b\u306f\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u578b\u3068\u30af\u30e9\u30a6\u30c9\u578b\u304c\u3042\u308a\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u8a2d\u7f6e\u5834\u6240\u3001\u30b3\u30b9\u30c8\u3001\u7ba1\u7406\u306e\u67d4\u8edf\u6027\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u306a\u3069\u306b\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-simple min_width20_\"><table><tbody><tr><td><strong>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u578b<\/strong><\/td><td>\u81ea\u793e\u5185\u306b\u30b5\u30fc\u30d0\u30fc\u3084\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u8a2d\u7f6e\u3059\u308b\u305f\u3081\u3001\u521d\u671f\u5c0e\u5165\u30b3\u30b9\u30c8\u304c\u9ad8\u304f\u3001\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u306e\u7ba1\u7406\u3084\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u5fc5\u8981\u3067\u3059\u304c\u3001\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3084\u30ab\u30b9\u30bf\u30de\u30a4\u30ba\u6027\u306b\u512a\u308c\u3066\u3044\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>\u30af\u30e9\u30a6\u30c9\u578b<\/strong><\/td><td>\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u3001\u521d\u671f\u8cbb\u7528\u3092\u6291\u3048\u3084\u3059\u304f\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30ea\u30bd\u30fc\u30b9\u3092\u67d4\u8edf\u306b\u62e1\u5f35\u3067\u304d\u307e\u3059\u3002\u307e\u305f\u3001\u30a4\u30f3\u30d5\u30e9\u306e\u7ba1\u7406\u8ca0\u8377\u304c\u8efd\u6e1b\u3055\u308c\u308b\u4e00\u65b9\u3067\u30c7\u30fc\u30bf\u306e\u6240\u5728\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306b\u95a2\u3059\u308b\u8003\u616e\u304c\u5fc5\u8981\u3067\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u4e0b\u8a18\u3067\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u578b\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3068\u30af\u30e9\u30a6\u30c9\u578b\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u4f8b\u3092\u6319\u3052\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong>\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u578b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u4f8b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table min_width20_ is-style-stripes\"><table><tbody><tr><td><strong>Teradata<\/strong><\/td><td>DWH\u306e\u30d1\u30a4\u30aa\u30cb\u30a2\u7684\u5b58\u5728\u3067\u3042\u308a\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u9ad8\u901f\u51e6\u7406\u3068\u9ad8\u5ea6\u306a\u5206\u6790\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>IBM Netezza<\/strong><\/td><td>\u5c02\u7528\u30cf\u30fc\u30c9\u30a6\u30a7\u30a2\u3092\u7528\u3044\u305f\u9ad8\u6027\u80fdDWH\u30a2\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u3067\u3001\u8fc5\u901f\u306a\u30c7\u30fc\u30bf\u30af\u30a8\u30ea\u3068\u5206\u6790\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>Oracle Exadata<\/strong><\/td><td>Oracle\u304c\u63d0\u4f9b\u3059\u308b\u7d71\u5408\u578b\u30b7\u30b9\u30c6\u30e0\u3067\u3001\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u9ad8\u3044\u53ef\u7528\u6027\u3092\u7279\u5fb4\u3068\u3057\u3066\u3044\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p><strong>\u30af\u30e9\u30a6\u30c9\u578b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u4f8b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><tbody><tr><td><strong>Google BigQuery<\/strong><\/td><td>Google Cloud\u306e\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9DWH\u3067\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u30af\u30a8\u30ea\u3092\u9ad8\u901f\u306b\u5b9f\u884c\u3057\u3001\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>Amazon Redshift<\/strong><\/td><td>AWS\u304c\u63d0\u4f9b\u3059\u308b\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e\u30af\u30e9\u30a6\u30c9DWH\u3067\u3001\u30da\u30bf\u30d0\u30a4\u30c8\u7d1a\u306e\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>Snowflake<\/strong><\/td><td>\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3067SaaS\u3068\u3057\u3066DWH\u3092\u4f7f\u3048\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u306e\u5206\u96e2\u306b\u3088\u308a\u3001\u67d4\u8edf\u306a\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3068\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>Databricks<\/strong><\/td><td>\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306eApache Spark\u3092\u57fa\u76e4\u3068\u3057\u305f\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0 \u3067\u3059\u3002AWS\u3001Azure\u3001Google Cloud\u306e\u4e3b\u8981\u306a\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u5229\u7528\u53ef\u80fd\u3067\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3084\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u5206\u6790\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u5c0e\u5165\u306b\u969b\u3057\u3066\u306f\u3001<strong><span class=\"swl-marker mark_yellow\">\u7d44\u7e54\u306e\u6240\u6709\u3057\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u8981\u4ef6\u3001\u30b3\u30b9\u30c8\u3001\u904b\u7528\u4f53\u5236\u3001\u5c06\u6765\u7684\u306a\u62e1\u5f35\u6027\u306a\u3069\u3092\u7dcf\u5408\u7684\u306b\u8003\u616e\u3057\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u578b\u3068\u30af\u30e9\u30a6\u30c9\u578b\u306e\u3044\u305a\u308c\u304c\u9069\u3057\u3066\u3044\u308b\u304b\u3092\u5224\u65ad\u3059\u308b\u3053\u3068\u304c\u91cd\u8981<\/span><\/strong>\u3067\u3059\u3002<\/p>\n\n\n\n<p>\u4ee5\u964d\u3067\u306fBigQuery\u3001Redshift\u3001Snowflake\u3001Databricks\u306b\u3064\u3044\u3066\u7279\u5fb4\u3084\u5f37\u307f\u3092\u89e3\u8aac\u3057\u3066\u3044\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"rtoc-2\"  class=\"wp-block-heading\">BigQuery\u306e\u7279\u5fb4<\/h2>\n\n\n\n<p>BigQuery\u306f\u3001Google Cloud\u304c\u63d0\u4f9b\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u3042\u308a\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u304b\u3064\u52b9\u7387\u7684\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<strong><\/strong><\/p>\n\n\n\n<p>\u305d\u306e\u305f\u3081<strong><span class=\"swl-marker mark_yellow\">\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u306e\u5fc5\u8981\u304c\u306a\u304f\u3001\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u5206\u6790\u3092\u53ef\u80fd\u306b\u3059\u308b\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528<\/span><\/strong>\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u30fc\u306f\u30c7\u30fc\u30bf\u306e\u30a4\u30f3\u30dd\u30fc\u30c8\u3084\u30af\u30a8\u30ea\u306e\u5b9f\u884c\u306a\u3069\u3001\u5206\u6790\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u74b0\u5883\u304c\u6574\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">BigQuery\u306f\u3001\u30da\u30bf\u30d0\u30a4\u30c8\u7d1a\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u5bfe\u3057\u3066\u3082\u3001\u6570\u79d2\u304b\u3089\u6570\u5206\u3067\u30af\u30a8\u30ea\u7d50\u679c\u3092\u8fd4\u3059\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u304c\u3067\u304d\u307e\u3059<\/span><\/strong>\u3002\u307e\u305f\u3001\u4f7f\u7528\u3057\u305f\u30c7\u30fc\u30bf\u91cf\u306b\u5fdc\u3058\u305f\u5f93\u91cf\u8ab2\u91d1\u5236\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002 <\/p>\n\n\n\n<p>\u7e70\u308a\u8fd4\u3057\u306b\u306a\u308a\u307e\u3059\u304cBigQuery\u306f\u3001\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u3067\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30c7\u30fc\u30bf\u5206\u6790\u74b0\u5883\u3092\u63d0\u4f9b\u3057\u3001\u9ad8\u901f\u306a\u51e6\u7406\u80fd\u529b\u3068\u67d4\u8edf\u306a\u6599\u91d1\u4f53\u7cfb\u306b\u3088\u308a\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a>BigQuery\u306e\u5f37\u307f<strong><\/strong><\/h3>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">BigQuery\u306e\u5f37\u307f\u306f\u3001\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u80fd\u529b\u3001\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u306b\u3088\u308b\u904b\u7528\u8ca0\u8377\u306e\u8efd\u6e1b\u3001\u67d4\u8edf\u306a\u6599\u91d1\u4f53\u7cfb\u3001\u305d\u3057\u3066\u4ed6\u306eGoogle\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u9ad8\u3044\u9023\u643a\u6027<\/span><\/strong>\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table min_width20_ is-style-stripes\"><table><tbody><tr><td><strong>\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u51e6\u7406<\/strong><\/td><td>\u5217\u6307\u5411\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30c4\u30ea\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u77ed\u6642\u9593\u3067\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u306b\u3088\u308b\u904b\u7528\u8ca0\u8377\u306e\u8efd\u6e1b<\/strong><\/td><td>\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u304c\u4e0d\u8981\u3067\u3001\u30ea\u30bd\u30fc\u30b9\u306e\u81ea\u52d5\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u306b\u3088\u308a\u3001\u904b\u7528\u8ca0\u8377\u3092\u5927\u5e45\u306b\u8efd\u6e1b\u3057\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>\u5f93\u91cf\u8ab2\u91d1\u5236\u306b\u3088\u308b\u67d4\u8edf\u306a\u6599\u91d1\u4f53\u7cfb<\/strong><\/td><td>\u30af\u30a8\u30ea\u306e\u51e6\u7406\u306b\u304b\u304b\u308b\u8cbb\u7528\u3068\u30b9\u30c8\u30ec\u30fc\u30b8\u6599\u91d1\u306b\u5bfe\u3057\u3066\u8ab2\u91d1\u3055\u308c\u307e\u3059\u3002<\/td><\/tr><tr><td><strong>\u4ed6\u306eGoogle\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u9ad8\u3044\u9023\u643a\u6027<\/strong><\/td><td>Google Analytics\u3084Google Ads\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u5bb9\u6613\u306b\u7d71\u5408\u30fb\u5206\u6790\u3067\u304d\u307e\u3059\u3002<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>BigQuery\u306f\u3001\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u80fd\u529b\u3001\u904b\u7528\u8ca0\u8377\u306e\u8efd\u6e1b\u3001\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u826f\u3055\u3001\u305d\u3057\u3066Google\u30b5\u30fc\u30d3\u30b9\u3068\u306e\u30b7\u30fc\u30e0\u30ec\u30b9\u306a\u9023\u643a\u306b\u3088\u308a\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u3068\u3057\u3066\u975e\u5e38\u306b\u512a\u308c\u305f\u9078\u629e\u80a2\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7279\u306b<strong><span class=\"swl-marker mark_yellow\">dbt\u3084dataform\u306a\u3069\u306eDataOps\u30c4\u30fc\u30eb\u3068BigQuery\u3092\u4f75\u7528\u3059\u308b\u3053\u3068\u3067\u3001ELT\u3092\u69cb\u7bc9\u3057\u3066\u3044\u308b\u4f01\u696d\u304c\u591a\u3044<\/span><\/strong>\u3068\u611f\u3058\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h2 id=\"rtoc-3\"  class=\"wp-block-heading\"><a><\/a>Redshift\u306e\u7279\u5fb4\u3092\u89e3\u8aac<strong><\/strong><\/h2>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">Amazon Redshift\u306f\u3001AWS\u304c\u63d0\u4f9b\u3059\u308b\u30d5\u30eb\u30de\u30cd\u30fc\u30b8\u30c9\u578b\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u3002<\/span><\/strong>\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u304b\u3064\u52b9\u7387\u7684\u306b\u5206\u6790\u3059\u308b\u305f\u3081\u306b\u8a2d\u8a08\u3055\u308c\u3066\u304a\u308a\u3001\u8d85\u4e26\u5217\u51e6\u7406\uff08MPP\uff09\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3068\u5217\u6307\u5411\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3092\u8fc5\u901f\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30b5\u30fc\u30d3\u30b9\u3067\u3042\u308b\u305f\u3081\u3001\u30aa\u30f3\u30d7\u30ec\u30df\u30b9\u578b\u3088\u308a\u3082\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3084\u30b3\u30b9\u30c8\u52b9\u7387\u306b\u512a\u308c\u3066\u3044\u307e\u3059<\/span><\/strong>\u3002edshift\u306e\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u304a\u3088\u3073\u30b9\u30b1\u30fc\u30eb\u30c0\u30a6\u30f3\u306e\u4ed5\u7d44\u307f\u306f\u3001 \u30af\u30e9\u30b9\u30bf\u30d9\u30fc\u30b9\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u57fa\u3065\u3044\u3066\u304a\u308a\u3001\u30ce\u30fc\u30c9\u306e\u8ffd\u52a0\u30fb\u524a\u9664\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ea\u30bd\u30fc\u30b9\u306e\u8abf\u6574\u306b\u3088\u3063\u3066\u5b9f\u73fe\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u7e70\u308a\u8fd4\u3057\u306b\u306a\u308a\u307e\u3059\u304cRedshift\u306f\u3001\u9ad8\u6027\u80fd\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u80fd\u529b\u3068\u67d4\u8edf\u306a\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u5099\u3048\u305f\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30b5\u30fc\u30d3\u30b9\u3068\u3057\u3066\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306b\u6700\u9069\u306a\u9078\u629e\u80a2\u306e1\u3064\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a>BigQuery\u3068Redshift\u306e\u6bd4\u8f03<strong><\/strong><\/h3>\n\n\n\n<p>Redshift\u3068BigQuery\u306f\u3001\u3044\u305a\u308c\u3082\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30b5\u30fc\u30d3\u30b9\u3067\u3059\u304c\u3001\u305d\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u9055\u3044\u304c\u3042\u308a\u307e\u3059<strong><\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes min_width20_\"><table><thead><tr><th>\u6bd4\u8f03\u9805\u76ee<\/th><th>Redshift<\/th><th>BigQuery<\/th><\/tr><\/thead><tbody><tr><td><strong>\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u69cb\u6210<\/strong><\/td><td>\u30fb\u30af\u30e9\u30b9\u30bf\u30d9\u30fc\u30b9\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<br>\u30fb\u30e6\u30fc\u30b6\u30fc\u304c\u30ea\u30fc\u30c0\u30fc\u30ce\u30fc\u30c9\u3068\u8907\u6570\u306e\u30b3\u30f3\u30d4\u30e5\u30fc\u30c6\u30a3\u30f3\u30b0\u30ce\u30fc\u30c9\u304b\u3089\u306a\u308b\u30af\u30e9\u30b9\u30bf\u30fc\u3092\u30d7\u30ed\u30d3\u30b8\u30e7\u30cb\u30f3\u30b0<br>\u30fb\u30ce\u30fc\u30c9\u306e\u30bf\u30a4\u30d7\u3084\u6570\u3092\u8a2d\u5b9a\u3059\u308b\u5fc5\u8981\u3042\u308a<\/td><td>\u30fb\u30b5\u30fc\u30d0\u30fc\u30ec\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<br>\u30fb\u30e6\u30fc\u30b6\u30fc\u306b\u3088\u308b\u30a4\u30f3\u30d5\u30e9\u7ba1\u7406\u306f\u4e0d\u8981<\/td><\/tr><tr><td><strong>\u30c7\u30fc\u30bf\u306e\u683c\u7d0d\u65b9\u5f0f<\/strong><\/td><td>\u30fb\u5217\u6307\u5411\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u4f7f\u7528<br>\u30fb\u7279\u5b9a\u306e\u5217\u306b\u5bfe\u3059\u308b\u30af\u30a8\u30ea\u6027\u80fd\u304c\u9ad8\u3044<br>\u30fb\u30c7\u30fc\u30bf\u5727\u7e2e\u7387\u304c\u9ad8\u3044<\/td><td>\u30fb\u5217\u6307\u5411\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3092\u4f7f\u7528<br>\u30fb\u72ec\u81ea\u306e\u30c4\u30ea\u30fc\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6700\u9069\u5316<br>\u30fb\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u3092\u6700\u5c0f\u5316\u3057\u3064\u3064\u3001\u9ad8\u901f\u306a\u30c7\u30fc\u30bf\u5206\u6790\u304c\u53ef\u80fd<\/td><\/tr><tr><td><strong>\u30b3\u30b9\u30c8\u9762<\/strong><\/td><td>\u30fb\u30af\u30e9\u30b9\u30bf\u30fc\u30ce\u30fc\u30c9\u306e\u6570\u3068\u7a2e\u985e\u3001\u4f7f\u7528\u6642\u9593\u306b\u5fdc\u3058\u3066\u8ab2\u91d1<\/td><td>\u30fb\u30c7\u30fc\u30bf\u306e\u30b9\u30c8\u30ec\u30fc\u30b8\u4f7f\u7528\u91cf\u3068\u30af\u30a8\u30ea\u5b9f\u884c\u6642\u306e\u30c7\u30fc\u30bf\u51e6\u7406\u91cf\u306b\u5fdc\u3058\u3066\u8ab2\u91d1<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Redshift\u3068BigQuery\u306e\u9055\u3044\u306f\u4e0a\u8a18\u304c\u3059\u3079\u3066\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u304c\u3001\u3053\u3046\u3057\u305f\u7279\u5fb4\u3092\u8e0f\u307e\u3048\u305f\u3046\u3048\u3067\u3001\u4f01\u696d\u304c\u4fdd\u6709\u3059\u308b\u30c7\u30fc\u30bf\u306e\u898f\u6a21\u3084\u7528\u9014\u3001\u904b\u7528\u4f53\u5236\u306b\u5408\u3063\u305f\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u9078\u3076\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"rtoc-4\"  class=\"wp-block-heading\">Snowflake\u306e\u7279\u5fb4<\/h2>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">Snowflake\u306f\u3001\u30af\u30e9\u30a6\u30c9\u74b0\u5883\u306b\u6700\u9069\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/span><\/strong>\u3067\u3059\u3002\u30c7\u30fc\u30bf\u306e\u84c4\u7a4d\u3001\u7ba1\u7406\u3001\u5206\u6790\u3092\u52b9\u7387\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u3068\u30b3\u30f3\u30d4\u30e5\u30fc\u30c8\u3092\u5206\u96e2\u3057\u305f\u72ec\u81ea\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u9ad8\u3044\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3068\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001\u30de\u30eb\u30c1\u30af\u30e9\u30a6\u30c9\u5bfe\u5fdc\u3084\u30c7\u30fc\u30bf\u5171\u6709\u6a5f\u80fd\u306a\u3069\u3001\u591a\u5f69\u306a\u7279\u5fb4\u3092\u5099\u3048\u3066\u3044\u308b\u70b9\u3082Snowflake\u306e\u9b45\u529b\u3067\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a>Snowflake\u306e\u5f37\u307f<strong><\/strong><\/h3>\n\n\n\n<p>Snowflake\u306f\u3001\u30b9\u30c8\u30ec\u30fc\u30b8\u30fb\u51e6\u7406\u30fb\u7ba1\u7406\u306e3\u3064\u3092\u660e\u78ba\u306b\u5206\u96e2\u3057\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u63a1\u7528\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u306e\u69cb\u6210\u306b\u3088\u308a\u3001<strong><span class=\"swl-marker mark_yellow\">\u67d4\u8edf\u306a\u30b9\u30b1\u30fc\u30ea\u30f3\u30b0\u3001\u5b89\u5b9a\u3057\u305f\u30af\u30a8\u30ea\u6027\u80fd\u3001\u30b7\u30f3\u30d7\u30eb\u306a\u904b\u7528\u7ba1\u7406\u304c\u540c\u6642\u306b\u5b9f\u73fe\u3055\u308c\u3066\u3044\u308b\u306e\u304c\u7279\u5fb4<\/span><\/strong>\u3067\u3059\u3002\u4ee5\u4e0b\u306b\u3001\u5404\u30ec\u30a4\u30e4\u30fc\u306e\u5f79\u5272\u3092\u307e\u3068\u3081\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><tbody><tr><td><strong>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b9\u30c8\u30ec\u30fc\u30b8\u30ec\u30a4\u30e4\u30fc\uff08\u30c7\u30fc\u30bf\u4fdd\u5b58\u3068\u6700\u9069\u5316\uff09<\/strong><\/td><td>\u30fb\u30c7\u30fc\u30bf\u306f\u5217\u6307\u5411\u5f62\u5f0f\u306b\u6700\u9069\u5316\u30fb\u5727\u7e2e\u3055\u308c\u3001\u30af\u30e9\u30a6\u30c9\u30b9\u30c8\u30ec\u30fc\u30b8\u306b\u4fdd\u5b58\u3055\u308c\u308b<br>\u30fb\u30d5\u30a1\u30a4\u30eb\u30b5\u30a4\u30ba\u3084\u5727\u7e2e\u3001\u7d71\u8a08\u60c5\u5831\u306a\u3069\u306e\u7ba1\u7406\u306f\u81ea\u52d5<br>\u30fbSQL\u30af\u30a8\u30ea\u4ee5\u5916\u304b\u3089\u306f\u30a2\u30af\u30bb\u30b9\u4e0d\u53ef<\/td><\/tr><tr><td><strong>\u30af\u30a8\u30ea\u51e6\u7406\u30ec\u30a4\u30e4\u30fc\uff08\u30af\u30a8\u30ea\u51e6\u7406\uff09<\/strong><\/td><td>\u30fb\u4eee\u60f3\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u3088\u308bMPP\uff08\u8d85\u4e26\u5217\u51e6\u7406\uff09\u3067\u9ad8\u901f\u30af\u30a8\u30ea\u5b9f\u884c<br>\u30fb\u5404\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306f\u30ea\u30bd\u30fc\u30b9\u3092\u5171\u6709\u305b\u305a\u3001\u51e6\u7406\u304c\u5e72\u6e09\u3057\u306a\u3044<\/td><\/tr><tr><td><strong>\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u30ec\u30a4\u30e4\u30fc\uff08\u7ba1\u7406\u3068\u5236\u5fa1\uff09<\/strong><\/td><td>\u30fb\u8a8d\u8a3c\u3001\u30e1\u30bf\u30c7\u30fc\u30bf\u7ba1\u7406\u3001\u30a2\u30af\u30bb\u30b9\u5236\u5fa1\u306a\u3069\u3092\u62c5\u3046<br>\u30fb\u30e6\u30fc\u30b6\u30fc\u64cd\u4f5c\uff08\u30ed\u30b0\u30a4\u30f3\u301c\u30af\u30a8\u30ea\u5b9f\u884c\uff09\u3092\u51e6\u7406\u3057\u3001\u5404\u6a5f\u80fd\u3092\u3064\u306a\u3050\u5f79\u5272<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Snowflake\u306f\u3001\u67d4\u8edf\u306a\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u3001\u5e83\u7bc4\u306a\u30af\u30e9\u30a6\u30c9\u5bfe\u5fdc\u3001\u5b89\u5168\u306a\u30c7\u30fc\u30bf\u5171\u6709\u3001\u305d\u3057\u3066\u4f4e\u3044\u904b\u7528\u8ca0\u8377\u306b\u52a0\u3048\u30013\u3064\u306e\u7279\u5fb4\u7684\u306a\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u6226\u7565\u3092\u652f\u63f4\u3059\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002<\/p>\n\n\n\n<h2 id=\"rtoc-5\"  class=\"wp-block-heading\">Databricks\u306e\u7279\u5fb4<\/h2>\n\n\n\n<p>Databricks\u306f\u3001<strong><span class=\"swl-marker mark_yellow\">\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u5229\u70b9\u3092\u878d\u5408\u3057\u305f\u300c\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/span>\u300d<\/strong>\u3092\u63d0\u4f9b\u3059\u308b\u3001\u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u3059\u3002\u3053\u306e\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3068\u3044\u3063\u305f\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u3001\u5358\u4e00\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u4e0a\u3067\u52b9\u7387\u7684\u306b\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u307e\u305f\u3001Databricks\u306fApache Spark\u3092\u57fa\u76e4\u3068\u3057\u3001Delta Lake\u3084MLflow\u306a\u3069\u306e\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u9ad8\u901f\u304b\u3064\u67d4\u8edf\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7ba1\u7406\u3092\u5b9f\u73fe\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><a><\/a>Databricks\u306e\u5f37\u307f<\/h3>\n\n\n\n<p><strong><span class=\"swl-marker mark_yellow\">Databricks\u306e\u5f37\u307f\u306f\u3001\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u5229\u70b9\u3092\u878d\u5408\u3057\u305f\u300c\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u300d\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u7ba1\u7406\u3068\u591a\u69d8\u306a\u5206\u6790\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3067\u304d\u308b\u70b9<\/span><\/strong>\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3001\u4fe1\u983c\u6027\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3057\u3064\u3064\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u4e21\u65b9\u3092\u5358\u4e00\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u51e6\u7406\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30ed\u3092\u89e3\u6d88\u3057\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u30c7\u30fc\u30bf\u30ef\u30fc\u30af\u30ed\u30fc\u30c9\u3092\u52b9\u7387\u7684\u306b\u7d71\u5408\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table is-style-stripes\"><table><tbody><tr><td><strong>Delta Lake\u306e\u6d3b\u7528<\/strong><\/td><td>\u30fb\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3042\u308bDelta Lake\uff08\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\uff09\u3092\u6d3b\u7528<br>\u30fbACID\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u3001\u30b9\u30ad\u30fc\u30de\u7ba1\u7406\u3001\u30c7\u30fc\u30bf\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u306b\u5bfe\u5fdc<br>\u30fb\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u3068\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u3001\u9ad8\u3044\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3092\u767a\u63ee<\/td><\/tr><tr><td><strong>MLflow\u306e\u7d71\u5408<\/strong><\/td><td>\u30fb\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30e9\u30a4\u30d5\u30b5\u30a4\u30af\u30eb\u7ba1\u7406\u3092\u652f\u63f4<br>\u30fb\u30e2\u30c7\u30eb\u306e\u30c8\u30e9\u30c3\u30ad\u30f3\u30b0\u3001\u30d1\u30c3\u30b1\u30fc\u30b8\u5316\u3001\u30c7\u30d7\u30ed\u30a4\u30e1\u30f3\u30c8\u304c\u5bb9\u6613<br>\u30fb\u52b9\u7387\u7684\u306a\u30e2\u30c7\u30eb\u958b\u767a\u30fb\u904b\u7528\u3092\u5b9f\u73fe<\/td><\/tr><tr><td><strong>\u30af\u30e9\u30a6\u30c9\u30cd\u30a4\u30c6\u30a3\u30d6\u306a\u8a2d\u8a08<\/strong><\/td><td>\u30fb\u4e3b\u8981\u30af\u30e9\u30a6\u30c9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\uff08AWS\u3001Azure\u3001GCP\uff09\u306b\u5bfe\u5fdc<br>\u30fb\u30e6\u30fc\u30b6\u30fc\u306f\u6700\u9069\u306a\u74b0\u5883\u3092\u9078\u629e\u53ef\u80fd<br>\u30fb\u67d4\u8edf\u306a\u30ea\u30bd\u30fc\u30b9\u7ba1\u7406\u3068\u30b3\u30b9\u30c8\u52b9\u7387\u306e\u9ad8\u3044\u904b\u7528\u304c\u53ef\u80fd<\/td><\/tr><tr><td><strong>\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3<\/strong><\/td><td>\u30fb\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3068\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u6a5f\u80fd\u3092\u7d71\u5408<br>\u30fb\u30d0\u30c3\u30c1\u51e6\u7406\u3068\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u51e6\u7406\u306e\u4e21\u65b9\u306b\u5bfe\u5fdc<br>\u30fb\u69cb\u9020\u5316\uff0f\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3092\u5358\u4e00\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3067\u5b9f\u73fe<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Databricks\u306f\u3001\u30ec\u30a4\u30af\u30cf\u30a6\u30b9\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u3092\u901a\u3058\u3066\u3001\u30c7\u30fc\u30bf\u306e\u7d71\u5408\u7ba1\u7406\u3068\u591a\u69d8\u306a\u5206\u6790\u30cb\u30fc\u30ba\u306b\u5bfe\u5fdc\u3059\u308b\u67d4\u8edf\u3067\u9ad8\u6027\u80fd\u306a\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3057\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u5b9f\u969b\u306bDatabricks\u3092\u6a5f\u68b0\u5b66\u7fd2\u30b7\u30b9\u30c6\u30e0\u306e\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3068\u3057\u3066\u6d3b\u7528\u3057\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u308a\u8fbc\u307f\u304b\u3089\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u30fb\u904b\u7528\u307e\u3067\u3092Databricks\u3067\u4e00\u5143\u7ba1\u7406\u3059\u308b\u3053\u3068\u3067\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u3092\u751f\u307f\u51fa\u3057\u3066\u3044\u308b\u4f01\u696d\u304c\u5897\u3048\u3066\u304d\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">\u300c\u3069\u308c\u304c\u512a\u308c\u3066\u3044\u308b\u304b\u300d\u3067\u306f\u306a\u304f\u300c\u4f55\u3092\u3057\u305f\u3044\u304b\u300d\u3067\u9078\u3076<\/h3>\n\n\n\n<p>BigQuery\u3001Redshift\u3001Snowflake\u3001Databricks\u306f\u3044\u305a\u308c\u3082\u512a\u308c\u305f\u30af\u30e9\u30a6\u30c9\u578b\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3067\u3059\u304c\u3001\u7528\u9014\u3084\u7d44\u7e54\u306e\u4f53\u5236\u306b\u3088\u3063\u3066\u9069\u3057\u305f\u9078\u629e\u80a2\u306f\u5909\u308f\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p>\u305f\u3068\u3048\u3070\u3001<\/p>\n\n\n\n<ul 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