{"id":4324,"date":"2024-01-22T09:07:03","date_gmt":"2024-01-22T00:07:03","guid":{"rendered":"https:\/\/blog.since2020.jp\/?p=4324"},"modified":"2024-01-22T09:07:03","modified_gmt":"2024-01-22T00:07:03","slug":"how-to-create-data_mart","status":"publish","type":"post","link":"https:\/\/since2020.jp\/media\/how-to-create-data_mart\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306e\u4f5c\u6210\u65b9\u6cd5\u3068\u30e1\u30ea\u30c3\u30c8"},"content":{"rendered":"\n<p>\u672c\u8a18\u4e8b\u3067\u306fBigquery\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3084\u3001\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u5f97\u3089\u308c\u308b\u30e1\u30ea\u30c3\u30c8\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002<\/p>\n\n\n<h2>\u305d\u3082\u305d\u3082\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3068\u306f\uff1f<\/h2>\n\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3068\u306f\u76ee\u7684\u306b\u5fdc\u3058\u3066\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u62bd\u51fa\u30fb\u7d50\u5408\u3057\u3001\u65b0\u305f\u306b\u4e00\u3064\u306e\u30c6\u30fc\u30d6\u30eb\u306b\u3059\u308b\u3053\u3068\u3092\u6307\u3057\u307e\u3059\u3002\u30a4\u30e1\u30fc\u30b8\u304c\u3053\u306e\u3088\u3046\u306a\u611f\u3058\u3067\u3059\u3002\r\n\r\nBI\u30c4\u30fc\u30eb\u3067\u30c7\u30fc\u30bf\u5185\u306e\u6570\u5b57\u3092\u53ef\u8996\u5316\u3059\u308b\u3068\u304d\u3001\u53c2\u7167\u5143\u306e\u30c6\u30fc\u30d6\u30eb\u304cA,B,C\u3068\u3042\u308a\u3001\u5168\u30c7\u30fc\u30bf\u306e\u5185\u53ef\u8996\u5316\u3059\u308b\u305f\u3081\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092A\u2019,B\u2019,C\u2019\u3068\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u305f\u5834\u5408\u3068\u4f5c\u6210\u3057\u306a\u304b\u3063\u305f\u5834\u5408\u3067\u306f\u3001\u3053\u3093\u306a\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002\r\n<img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/01\/image_\u30c7\u30fc\u30bf\u30de\u30fc\u30c8-2-1.png\" alt=\"convinience of data-mart\" \/>\r\n\r\n\u4e00\u898b\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u624b\u9593\u304c\u5897\u3048\u3001\u304b\u3048\u3063\u3066\u4e0d\u4fbf\u306b\u306a\u3063\u3066\u3044\u308b\u3088\u3046\u306b\u611f\u3058\u308b\u65b9\u3082\u3044\u308b\u3067\u3057\u3087\u3046\u3002\u3057\u304b\u3057\u3001\u5b9f\u969b\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f7f\u3046\u30e1\u30ea\u30c3\u30c8\u306b\u3064\u3044\u3066\u3001\u7b46\u8005\u306f\u4e8c\u3064\u3042\u308b\u3068\u5b9f\u611f\u3057\u3066\u3044\u307e\u3059\u3002\r\n\r\n<strong>1. \u30c6\u30fc\u30d6\u30eb\u306e\u4e2d\u8eab\u304c\u30b7\u30f3\u30d7\u30eb\u306b\u306a\u308b<\/strong>\r\n\r\n\u4fdd\u7ba1\u3055\u308c\u305f\u30c7\u30fc\u30bf(\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9)\u3092\u305d\u306e\u307e\u307eBI\u30c4\u30fc\u30eb\u3078\u63a5\u7d9a\u3059\u308b\u3068\u3001\u5fc5\u8981\u306e\u306a\u3044\u5024\u304c\u305f\u304f\u3055\u3093\u542b\u307e\u308c\u3066\u304a\u308a\u3001\u672c\u6765\u5fc5\u8981\u306a\u5024\u304c\u898b\u3048\u3065\u3089\u304f\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u3057\u304b\u3057\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306e\u4f5c\u6210\u6bb5\u968e\u3067\u5fc5\u8981\u306a\u30ab\u30e9\u30e0\u306e\u307f\u62bd\u51fa\u30fb\u7d50\u5408\u3059\u308b\u3053\u3068\u3067\u5f8c\u304b\u3089\u30c7\u30fc\u30bf\u3092\u898b\u308b\u3068\u304d\u306b\u975e\u5e38\u306b\u898b\u3084\u3059\u3044\u3067\u3059\uff01\r\n\r\n<strong>2,\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u901f\u5ea6\u304c\u901f\u304f\u306a\u308b<\/strong>\r\n\r\n\u30c7\u30fc\u30bf\u306e\u5229\u7528\u76ee\u7684\u306b\u5408\u308f\u305b\u305f\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3068\u3001\u6700\u9069\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3092\u4f7f\u7528\u4e14\u3064\u53c2\u7167\u3059\u308b\u30c7\u30fc\u30bf\u3084\u30c7\u30fc\u30bf\u540c\u58eb\u306e\u51e6\u7406\u304c\u5c11\u306a\u3044\u3053\u3068\u304b\u3089\u3001\u51e6\u7406\u30b9\u30d4\u30fc\u30c9\u304c\u683c\u6bb5\u306b\u4e0a\u304c\u308a\u307e\u3059\u3002\u5b9f\u969b\u7b46\u8005\u304cBigquery\u3068Looker studio\u3092\u63a5\u7d9a\u3057\u3066\u30b0\u30e9\u30d5\u3092\u8868\u793a\u3059\u308b\u307e\u3067\u3001\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u5f15\u7528\u3057\u305f\u308910\u79d2\u3082\u304b\u304b\u308a\u307e\u305b\u3093\u3067\u3057\u305f\uff01\uff08\u305d\u308c\u307e\u3067\u306f\u8868\u793a\u3055\u308c\u308b\u307e\u30671\u5206\u4ee5\u4e0a\u8981\u3057\u3066\u3044\u307e\u3057\u305f\uff08 ;  ; \uff09\uff09\n\n<h2>\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306e\u4f5c\u6210\u65b9\u6cd5<\/h2>\n<strong>1,\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u76ee\u7684\u3092\u660e\u78ba\u306b\u3059\u308b<\/strong>\r\n\r\n\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u57fa\u306b\u4f55\u3092\u53ef\u8996\u5316\u3057\u305f\u3044\u306e\u304b\u3001\u305d\u308c\u306b\u3088\u3063\u3066\u5024\u306e\u5fc5\u8981\u30fb\u4e0d\u5fc5\u8981\u306f\u5909\u308f\u3063\u3066\u304d\u307e\u3059\u3002\u307e\u305f\u660e\u78ba\u306b\u3057\u3066\u304a\u304b\u306a\u3051\u308c\u3070\u3001\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u4f5c\u6210\u6bb5\u968e\u3067\u30a8\u30e9\u30fc\u304c\u751f\u3058\u3066\u3057\u307e\u3063\u305f\u308a\u3001\u5b8c\u6210\u3067\u304d\u305f\u3068\u3057\u3066\u3082\u4ed6\u306e\u4eba\u304b\u3089\u898b\u3066\u300c\u4f55\u3067\u3053\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3057\u305f\u306e\u304b\u3001\u5206\u304b\u3089\u306a\u3044\u300d\u72b6\u614b\u304c\u751f\u307e\u308c\u3066\u3057\u307e\u3044\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u306f\u3058\u3081\u306b\r\n\r\n&#8211; \u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u308b\u76ee\u7684\r\n&#8211; \u305d\u306e\u305f\u3081\u306b\u7528\u3044\u308b\u30c6\u30fc\u30d6\u30eb\u3084\u5024\r\n&#8211; \u30ab\u30e9\u30e0\u306e\u610f\u5473\r\n\r\n\u306a\u3069\u306f\u660e\u78ba\u306b\u3057\u3066\u304a\u304f\u3088\u3046\u306b\u3057\u307e\u3057\u3087\u3046\u3002\r\n\r\n<strong>2,\u30c7\u30fc\u30bf\u306e\u578b\u3092\u78ba\u8a8d\u3059\u308b<\/strong>\r\n\r\n\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u4e0a\u3067\u3001\u307e\u305a\u306f\u30c7\u30fc\u30bf\u306e\u578b\u3092\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002\u4f8b\u3048\u3070\u30c6\u30fc\u30d6\u30eb\u306b\u65e5\u4ed8\u30c7\u30fc\u30bf\u304c\u201d2024-01-01\u201d\u3068\u683c\u7d0d\u3055\u308c\u3066\u3044\u308b\u5834\u5408\u3001\u3053\u308c\u304cDate(\u65e5\u4ed8\u578b)\u306a\u306e\u304bString(\u6587\u5b57\u5217\u578b)\u306b\u3088\u3063\u3066\u3001\u30c7\u30fc\u30bf\u578b\u306e\u9055\u3044\u304b\u3089\u30c7\u30fc\u30bf\u7d50\u5408\u304c\u4e0a\u624b\u304f\u3044\u304b\u306a\u3044\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\uff08\u3061\u306a\u307f\u306bBigquery\u3067\u306f\u30b9\u30ad\u30fc\u30de\u304b\u3089\u30c7\u30fc\u30bf\u306e\u578b\u3092\u78ba\u8a8d\u3067\u304d\u307e\u3059\uff09\r\n\r\n<strong>3,\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316<\/strong>\r\n\r\n\u30b0\u30eb\u30fc\u30d7\u5316\u51e6\u7406\u304c\u3069\u3093\u306a\u3053\u3068\u3092\u3057\u3066\u3044\u308b\u304b\u3054\u5b58\u3058\u3067\u3059\u304b\uff1f\u300c\u6539\u3081\u3066\u805e\u304b\u308c\u308b\u3068\u5206\u304b\u3089\u306a\u3044\u304b\u3082\uff01\u300d\u3068\u3044\u3046\u65b9\u306b\u5411\u3051\u3066\u3001\u7c21\u5358\u306b\u8aac\u660e\u3055\u305b\u3066\u3044\u305f\u3060\u304d\u307e\u3059\u3002\u4f8b\u3048\u3070\u540c\u3058\u201d2024-01-01\u201d\u306e\u58f2\u4e0a\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u305f\u3044\u3068\u3057\u307e\u3059\u3002\u58f2\u4e0a\u30c7\u30fc\u30bf\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u5f62\u3060\u3068\u3057\u307e\u3059\u3002\r\n\r\n<img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-01-18-17.51.06.png\" alt=\"sample_data_before\" \/>\r\n\r\n\u3053\u306e\u6642\u65e5\u4ed8\u3001\u5546\u54c1\u3054\u3068\u306e\u58f2\u4e0a\u3092\u898b\u305f\u3044\u6642\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u306d\uff01\r\n\r\nTABLE_2\r\n\r\n<img decoding=\"async\" src=\"https:\/\/since2020.jp\/media\/wp-content\/uploads\/2024\/01\/\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8-2024-01-18-17.52.25.png\" alt=\"sample_data_after\" \/>\r\n\r\nday_count\u304c2024-01-01\u4e14\u3064Key_product\u304cA001\u306e\u884c\u306f\u4e8c\u3064\u3042\u308a\u3001\u305d\u308c\u305e\u308csales\u306e\u6570\u5b57\u306f\u9055\u3044\u307e\u3059\u3002\u305d\u3053\u3067\u95a2\u6570\u3092\u4f7f\u3063\u3066\u307e\u3068\u3081\u308b\u306e\u3067\u3059\u3002\u3053\u3053\u3067\u306fSUM\uff08\u5408\u8a08\uff09\u3092\u4f7f\u3044\u307e\u3057\u305f\u304c\u3001\u4ed6\u306b\u3082\r\n\r\n&#8211; \u5e73\u5747(avg)\r\n&#8211; \u6700\u5927\u5024(max)\r\n&#8211; \u4e2d\u592e\u5024(med)\r\n\r\n\u306a\u3069\u306a\u3069\u69d8\u3005\u306a\u7a2e\u985e\u306e\u95a2\u6570\u304c\u3042\u308a\u307e\u3059\u306d\uff01\r\n\r\n\u3061\u306a\u307f\u306bTABLE_1\u304b\u3089TABLE_2\u3092\u4f5c\u6210\u3059\u308b\u3068\u304d\u306eSQL\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\r\n\r\n<code class=\"language-python\"><\/code><\/pre>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>\r\nSELECT day_count, key_product, SUM(sales) AS total_sales\r\nFROM TABLE_1\r\nGROUP BY day_count, key_product;<\/code><\/pre>\r\n<\/div>\r\n<pre><code class=\"language-python\"><\/code><\/pre>\r\n\r\n<strong>4,\u30c6\u30fc\u30d6\u30eb\u3092\u7d50\u5408<\/strong>\r\n\r\n\u30c6\u30fc\u30d6\u30eb\u540c\u58eb\u3092\u7d50\u5408\u3059\u308b\u969b\u3001\u7d50\u5408\u306e\u9375\u3068\u306a\u308b\u30ad\u30fc\u540c\u58eb\u3067\u7d50\u5408(JOIN)\u3092\u884c\u3044\u307e\u3059\uff01\r\n\u4e3b\u306b\u4f7f\u308f\u308c\u3084\u3059\u3044\u7d50\u5408\u306e\u7a2e\u985e\u306f\u4ee5\u4e0b\u306e5\u7a2e\u985e\u3067\u3059\u3002\r\n\r\n1. INNER JOIN\uff08\u5185\u90e8\u7d50\u5408\uff09:\r\n    &#8211; `INNER JOIN`\u306f\u3001\u7d50\u5408\u6761\u4ef6\u306b\u4e00\u81f4\u3059\u308b\u884c\u306e\u307f\u3092\u8fd4\u3057\u307e\u3059\u3002\u4e21\u65b9\u306e\u30c6\u30fc\u30d6\u30eb\u306b\u5171\u901a\u3059\u308b\u884c\u306e\u307f\u304c\u7d50\u679c\u3068\u3057\u3066\u8fd4\u3055\u308c\u307e\u3059\u3002\r\n<code class=\"language-python\"><\/code><\/pre>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>SELECT *\r\nFROM table1\r\nINNER JOIN table2 ON table1.column = table2.column;<\/code><\/pre>\r\n<\/div>\r\n<pre><code class=\"language-python\"><\/code><\/pre>\r\n\r\n2. LEFT JOIN\uff08\u5de6\u7d50\u5408\uff09:\r\n&#8211; `LEFT JOIN`\u306f\u3001\u5de6\u5074\u306e\u30c6\u30fc\u30d6\u30eb\u306e\u3059\u3079\u3066\u306e\u884c\u3068\u3001\u53f3\u5074\u306e\u30c6\u30fc\u30d6\u30eb\u3067\u4e00\u81f4\u3059\u308b\u884c\u3092\u8fd4\u3057\u307e\u3059\u3002\u53f3\u5074\u306e\u30c6\u30fc\u30d6\u30eb\u306b\u4e00\u81f4\u3059\u308b\u884c\u304c\u306a\u3044\u5834\u5408\u3001NULL\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\r\n<code class=\"language-python\"><\/code><\/pre>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>SELECT *\r\nFROM table1\r\nLEFT JOIN table2 ON table1.column = table2.column;<\/code><\/pre>\r\n<\/div>\r\n<pre><code class=\"language-python\"><\/code><\/pre>\r\n\r\n3. RIGHT JOIN\uff08\u53f3\u7d50\u5408\uff09:\r\n    &#8211; `RIGHT JOIN`\u306f\u3001\u5de6\u5074\u306e\u30c6\u30fc\u30d6\u30eb\u3067\u4e00\u81f4\u3059\u308b\u884c\u3068\u53f3\u5074\u306e\u30c6\u30fc\u30d6\u30eb\u306e\u3059\u3079\u3066\u306e\u884c\u3092\u8fd4\u3057\u307e\u3059\u3002\u5de6\u5074\u306e\u30c6\u30fc\u30d6\u30eb\u306b\u4e00\u81f4\u3059\u308b\u884c\u304c\u306a\u3044\u5834\u5408\u3001NULL\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\r\n<code class=\"language-python\"><\/code><\/pre>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>SELECT *\r\nFROM table1\r\nRIGHT JOIN table2 ON table1.column = table2.column;<\/code><\/pre>\r\n<\/div>\r\n<pre><code class=\"language-python\"><\/code><\/pre>\r\n\r\n4. FULL JOIN\uff08\u30d5\u30eb\u5916\u90e8\u7d50\u5408\uff09:\r\n    &#8211; `FULL JOIN`\u306f\u3001\u4e21\u65b9\u306e\u30c6\u30fc\u30d6\u30eb\u306e\u3059\u3079\u3066\u306e\u884c\u3092\u8fd4\u3057\u307e\u3059\u3002\u4e00\u81f4\u3057\u306a\u3044\u884c\u306e\u5834\u5408\u3001NULL\u304c\u8868\u793a\u3055\u308c\u307e\u3059\u3002\r\n<code class=\"language-python\"><\/code><\/pre>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>SELECT *\r\nFROM table1\r\nFULL JOIN table2 ON table1.column = table2.column;<\/code><\/pre>\r\n<\/div>\r\n<pre><code class=\"language-python\"><\/code><\/pre>\r\n\r\n5. CROSS JOIN\uff08\u30af\u30ed\u30b9\u7d50\u5408\uff09:\r\n    &#8211; `CROSS JOIN`\u306f\u3001\u5de6\u5074\u306e\u30c6\u30fc\u30d6\u30eb\u306e\u3059\u3079\u3066\u306e\u884c\u3068\u53f3\u5074\u306e\u30c6\u30fc\u30d6\u30eb\u306e\u3059\u3079\u3066\u306e\u884c\u306e\u7d44\u307f\u5408\u308f\u305b\u3092\u8fd4\u3057\u307e\u3059\u3002\u6761\u4ef6\u3092\u6307\u5b9a\u3057\u306a\u3044\u9650\u308a\u3001\u3059\u3079\u3066\u306e\u7d44\u307f\u5408\u308f\u305b\u304c\u8fd4\u3055\u308c\u307e\u3059\u3002\r\n<code class=\"language-python\"><\/code><\/pre>\r\n<div class=\"hcb_wrap\">\r\n<pre class=\"prism line-numbers lang-python\" data-lang=\"Python\"><code>SELECT *\r\nFROM table1\r\nCROSS JOIN table2;<\/code><\/pre>\r\n<\/div>\r\n<pre><code class=\"language-python\"><\/code><\/pre>\r\n\r\n\u3053\u308c\u3089\u306e\u30c6\u30fc\u30d6\u30eb\u306e\u7279\u6027\u306b\u5408\u308f\u305b\u305f\u7d50\u5408\u3092\u884c\u3046\u3053\u3068\u3067\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\r\n\r\n\u6700\u5f8c\u306b\u30de\u30fc\u30b8\u3057\u305f\u30c6\u30fc\u30d6\u30eb\u306e\u5024\u304c\u9593\u9055\u3063\u3066\u3044\u306a\u3044\u304b\u3001\u5b9f\u969b\u306bBI\u753b\u9762\u3067\u898b\u3066\u307f\u305f\u308a\u30af\u30a8\u30ea\u3067\u66f8\u304d\u51fa\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002\n\n<h2>\u307e\u3068\u3081<\/h2>\n\u672c\u8a18\u4e8b\u3067\u306f\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u30e1\u30ea\u30c3\u30c8\u53ca\u3073\u4f5c\u6210\u65b9\u6cd5\u3092\u304a\u4f1d\u3048\u3057\u307e\u3057\u305f\u3002\u3082\u3057\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u4f5c\u6210\u4e2d\u306b\u56f0\u3063\u305f\u3053\u3068\u304c\u3042\u308c\u3070\u3001\u662f\u975e\u3053\u306e\u8a18\u4e8b\u3092\u898b\u8fd4\u3057\u3066\u307f\u305f\u308a\u4e0b\u306e\u30dc\u30bf\u30f3\u304b\u3089\u304a\u554f\u3044\u5408\u308f\u305b\u304f\u3060\u3055\u3044\uff01\u6700\u5f8c\u307e\u3067\u8aad\u3093\u3067\u3044\u305f\u3060\u304d\u3001\u3042\u308a\u304c\u3068\u3046\u3054\u3056\u3044\u307e\u3057\u305f\u3002","protected":false},"excerpt":{"rendered":"<p>\u672c\u8a18\u4e8b\u3067\u306fBigquery\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3084\u3001\u4f5c\u6210\u3059\u308b\u3053\u3068\u3067\u5f97\u3089\u308c\u308b\u30e1\u30ea\u30c3\u30c8\u306b\u3064\u3044\u3066\u3054\u7d39\u4ecb\u3057\u307e\u3059\u3002 \u305d\u3082\u305d\u3082\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3068\u306f\uff1f \u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u3068\u306f\u76ee\u7684\u306b\u5fdc\u3058\u3066\u8907\u6570\u306e\u30c6\u30fc\u30d6\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u62bd\u51fa\u30fb\u7d50\u5408\u3057\u3001\u65b0\u305f\u306b\u4e00 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":4328,"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":[],"class_list":["post-4324","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-knowledge"],"_links":{"self":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/4324","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\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/comments?post=4324"}],"version-history":[{"count":0,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/posts\/4324\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media\/4328"}],"wp:attachment":[{"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/media?parent=4324"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/categories?post=4324"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/since2020.jp\/media\/wp-json\/wp\/v2\/tags?post=4324"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}