{"id":9399,"date":"2025-10-14T02:36:16","date_gmt":"2025-10-14T02:36:16","guid":{"rendered":"https:\/\/pokecon.jp\/job\/?p=9399"},"modified":"2025-10-14T02:36:16","modified_gmt":"2025-10-14T02:36:16","slug":"databricks%e3%81%a8tableau%e3%81%ab%e3%82%88%e3%82%8b%e4%ba%88%e6%b8%ac%e3%83%a2%e3%83%87%e3%83%ab%e6%a7%8b%e7%af%89-apc-%e6%8a%80%e8%a1%93%e3%83%96%e3%83%ad%e3%82%b0","status":"publish","type":"post","link":"https:\/\/pokecon.jp\/job\/9399\/","title":{"rendered":"Databricks\u3068Tableau\u306b\u3088\u308b\u4e88\u6e2c\u30e2\u30c7\u30eb\u69cb\u7bc9 &#8211; APC \u6280\u8853\u30d6\u30ed\u30b0"},"content":{"rendered":"\n<\/p>\n<div id=\"\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822122913.png\" width=\"1200\" height=\"630\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/p>\n<h3 id=\"\u306f\u3058\u3081\u306b\">\u306f\u3058\u3081\u306b<\/h3>\n<p>\u3053\u3093\u306b\u3061\u306f\u3002GDAI\u4e8b\u696d\u90e8Lakehouse\u90e8\u306e\u5742\u4e0b\u3067\u3059\u3002<\/p>\n<p>\u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u306f\u3001\u5e38\u306b\u300c\u6b21\u306b\u4f55\u304c\u8d77\u3053\u308b\u304b\uff1f\u300d\u3068\u3044\u3046\u554f\u3044\u306b\u76f4\u9762\u3057\u307e\u3059\u3002\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u898b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u672a\u6765\u3092\u4e88\u6e2c\u3067\u304d\u308c\u3070\u3001\u3088\u308a\u8fc5\u901f\u3067\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002\u3057\u304b\u3057\u3001\u4e88\u6e2c\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9\u306f\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981\u3067\u30cf\u30fc\u30c9\u30eb\u304c\u9ad8\u3044\u3068\u611f\u3058\u3066\u3044\u307e\u305b\u3093\u304b\uff1f<\/p>\n<p>\u672c\u30d6\u30ed\u30b0\u3067\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u77e5\u8b58\u304c\u306a\u304f\u3066\u3082\u3001Databricks\u3068Tableau\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u3001\u305f\u3063\u305f\u6570\u30b9\u30c6\u30c3\u30d7\u3067\u58f2\u4e0a\u4e88\u6e2c\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3059\u308b\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<p>\u5177\u4f53\u7684\u306b\u306f\u3001\u307e\u305aDatabricks\u3067\u4e88\u6e2c\u306b\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3092\u884c\u3044\u3001\u6b21\u306bTableau\u3067\u4e88\u6e2c\u6a5f\u80fd\u3092\u4f7f\u3063\u3066\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u958b\u767a\u3057\u307e\u3059\u3002<\/p>\n<h3 id=\"Databricks\u7de8\u4e88\u6e2c\u7528\u30c7\u30fc\u30bf\u306e\u6e96\u5099\">Databricks\u7de8\uff1a\u4e88\u6e2c\u7528\u30c7\u30fc\u30bf\u306e\u6e96\u5099<\/h3>\n<p>\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u306b\u306f\u3001\u307e\u305a\u30e2\u30c7\u30eb\u306b\u5b66\u7fd2\u3055\u305b\u308b\u305f\u3081\u306e\u30c7\u30fc\u30bf\u304c\u5fc5\u8981\u3067\u3059\u3002Databricks\u3067\u306f\u3001CSV\u3084Parquet\u306a\u3069\u306e\u69d8\u3005\u306a\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u8fbc\u307f\u3001\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002\u4eca\u56de\u306f\u3001EC\u30b5\u30a4\u30c8\u306e\u30c8\u30e9\u30f3\u30b6\u30af\u30b7\u30e7\u30f3\u30ed\u30b0\u3092\u4f8b\u306b\u9032\u3081\u307e\u3059\u3002<\/p>\n<h4 id=\"1-\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3068\u9805\u76ee\">1. \u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3068\u9805\u76ee<\/h4>\n<p>\u307e\u305a\u3001\u30c7\u30fc\u30bf\u306e\u5185\u5bb9\u306fEC\u30b5\u30a4\u30c8\u9867\u5ba2\u306e\u500b\u3005\u306e\u884c\u52d5\u8a18\u9332\u306e\u30ed\u30b0\u3067\u3059\u3001\u4e3b\u306b\u4f7f\u7528\u3059\u308b\u9805\u76ee\u3060\u3051\u3092\u5207\u308a\u53d6\u308a\u307e\u3057\u305f\u3002\u9805\u76ee\u6982\u8981\u306f\u4ee5\u4e0b\u3067\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822060304.png\" width=\"988\" height=\"358\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<ul>\n<li>timestamp:\u3000\u65e5\u4ed8\u6642\u523b\u60c5\u5831<\/li>\n<li>device_type:\u3000\u8cfc\u5165\/\u95b2\u89a7\u3057\u305f\u30c7\u30d0\u30a4\u30b9\u306e\u30bf\u30a4\u30d7<\/li>\n<li>price: \u8cfc\u5165\/\u95b2\u89a7\u3057\u305f\u5546\u54c1\u306e\u4fa1\u683c<\/li>\n<li>product_category:\u3000\u5546\u54c1\u306e\u30ab\u30c6\u30b4\u30ea<\/li>\n<li>purchase:\u30000\u306e\u5834\u5408\u306f\u8cfc\u5165\u3057\u306a\u304b\u3063\u305f\u30011\u306e\u5834\u5408\u8cfc\u5165\u3057\u305f<\/li>\n<\/ul>\n<h4 id=\"2-Databricks\u3067\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3092\u884c\u3046\">2. Databricks\u3067\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\u3092\u884c\u3046<\/h4>\n<p>\u4e88\u6e2c\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4e88\u6e2c\u3057\u305f\u3044\u9805\u76ee\uff08\u76ee\u7684\u5909\u6570\uff09\u3068\u3001\u305d\u306e\u4e88\u6e2c\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u9805\u76ee\uff08\u7279\u5fb4\u91cf\uff09\u3092\u660e\u78ba\u306b\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002\u58f2\u4e0a\u4e88\u6e2c\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf\u3092\u7528\u610f\u4e0b\u8a18\u306e\u3088\u3046\u306b\u524d\u51e6\u7406\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n<p>timestamp\u5217\u306f\u30bb\u30c3\u30b7\u30e7\u30f3\u3054\u3068\u306b\u884c\u304c\u3042\u308b\u305f\u3081\u3001Tableau\u3067\u5206\u6790\u3057\u3084\u3059\u3044\u3088\u3046\u306b\u65e5\u6b21\u3067\u96c6\u8a08\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u30b9\u30c6\u30c3\u30d71\uff1a\u5fc5\u8981\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u306e\u30a4\u30f3\u30dd\u30fc\u30c8<\/strong><\/p>\n<p>\u307e\u305a\u3001PySpark\u3067\u30c7\u30fc\u30bf\u96c6\u8a08\u306b\u5fc5\u8981\u306a\u95a2\u6570\u3092\u30a4\u30f3\u30dd\u30fc\u30c8\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sql\" data-lang=\"sql\" data-unlink=\"\"><span class=\"synSpecial\">from<\/span> pyspark.sql.functions import col, <span class=\"synIdentifier\">sum<\/span>, <span class=\"synIdentifier\">avg<\/span>, <span class=\"synIdentifier\">max<\/span>, date_trunc, <span class=\"synSpecial\">when<\/span>\n<\/pre>\n<p><strong>\u30b9\u30c6\u30c3\u30d72\uff1a\u65e5\u6b21\u3067\u306e\u96c6\u8a08\u3068\u65b0\u3057\u3044\u5217\u306e\u4f5c\u6210<\/strong><\/p>\n<p>timestamp\u5217\u3092\u4f7f\u3063\u3066\u65e5\u3054\u3068\u306b\u30c7\u30fc\u30bf\u3092\u30b0\u30eb\u30fc\u30d7\u5316\u3057\u3001\u5404\u65e5\u306etotal_sales\uff08\u5408\u8a08\u58f2\u4e0a\uff09\u3001avg_discount\uff08\u5e73\u5747\u5272\u5f15\u7387\uff09\u3001is_promotion_day\uff08\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u306e\u6709\u7121\uff09\u3001sales_from_electronics\uff08Electronics\u30ab\u30c6\u30b4\u30ea\u304b\u3089\u306e\u58f2\u4e0a\uff09\u3092\u8a08\u7b97\u3057\u307e\u3059\u3002<\/p>\n<pre class=\"code lang-sql\" data-lang=\"sql\" data-unlink=\"\"># df \u306f\u5143\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304c\u683c\u7d0d\u3055\u308c\u305f DataFrame\n# \u4f8b\uff1adf = spark.read.<span class=\"synSpecial\">table<\/span>(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">your_original_table<\/span><span class=\"synSpecial\">\"<\/span>)\n\naggregated_df = df.groupBy(date_trunc(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">day<\/span><span class=\"synSpecial\">\"<\/span>, col(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">timestamp<\/span><span class=\"synSpecial\">\"<\/span>)).alias(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">date<\/span><span class=\"synSpecial\">\"<\/span>)) \\\n                  .agg(\n                      <span class=\"synIdentifier\">sum<\/span>(col(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">price<\/span><span class=\"synSpecial\">\"<\/span>)).alias(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">total_sales<\/span><span class=\"synSpecial\">\"<\/span>),\n                      <span class=\"synIdentifier\">avg<\/span>(col(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">discount<\/span><span class=\"synSpecial\">\"<\/span>)).alias(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">avg_discount<\/span><span class=\"synSpecial\">\"<\/span>),\n                      <span class=\"synIdentifier\">max<\/span>(<span class=\"synSpecial\">when<\/span>(col(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">discount<\/span><span class=\"synSpecial\">\"<\/span>) &gt; <span class=\"synConstant\">0<\/span>, <span class=\"synConstant\">1<\/span>).otherwise(<span class=\"synConstant\">0<\/span>)).alias(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">is_promotion_day<\/span><span class=\"synSpecial\">\"<\/span>),\n                      <span class=\"synIdentifier\">sum<\/span>(<span class=\"synSpecial\">when<\/span>(col(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">product_category<\/span><span class=\"synSpecial\">\"<\/span>) == <span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">Electronics<\/span><span class=\"synSpecial\">\"<\/span>, col(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">price<\/span><span class=\"synSpecial\">\"<\/span>)).otherwise(<span class=\"synConstant\">0<\/span>)).alias(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">sales_from_electronics<\/span><span class=\"synSpecial\">\"<\/span>)\n                  ) \\\n                  .orderBy(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">date<\/span><span class=\"synSpecial\">\"<\/span>)\n\n# \u96c6\u8a08\u7d50\u679c\u306e\u78ba\u8a8d\naggregated_df.display()\n<\/pre>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822063736.png\" width=\"868\" height=\"343\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><br \/>\n\u3053\u306e\u96c6\u8a08\u306b\u3088\u308a\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u65b0\u3057\u3044\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u4f5c\u6210\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>date: \u65e5\u5358\u4f4d\u306b\u30b0\u30eb\u30fc\u30d7\u3055\u308c\u305f\u65e5\u4ed8<\/li>\n<li>total_sales: \u305d\u306e\u65e5\u306e\u5408\u8a08\u58f2\u4e0a\uff08\u4e88\u6e2c\u3057\u305f\u3044\u9805\u76ee\uff09<\/li>\n<li>is_promotion_day: \u5404\u65e5\u306b\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u304c\u884c\u308f\u308c\u305f\u304b\u3069\u3046\u304b\u3092\u793a\u3059\u30d5\u30e9\u30b0\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/li>\n<li>avg_discount: \u305d\u306e\u65e5\u306e\u5e73\u5747\u5272\u5f15\u7387<\/li>\n<li>sales_from_electronics: Electronics\u30ab\u30c6\u30b4\u30ea\u304b\u3089\u306e\u58f2\u4e0a<\/li>\n<\/ul>\n<p><strong>\u30b9\u30c6\u30c3\u30d73\uff1a\u96c6\u8a08\u6e08\u307f\u30c7\u30fc\u30bf\u3092Delta\u30c6\u30fc\u30d6\u30eb\u3068\u3057\u3066\u4fdd\u5b58<\/strong><\/p>\n<p>\u6700\u5f8c\u306b\u3001\u4f5c\u6210\u3057\u305f\u96c6\u8a08\u6e08\u307f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u3001Tableau\u304c\u76f4\u63a5\u30a2\u30af\u30bb\u30b9\u3067\u304d\u308b\u3088\u3046\u306bDelta\u30c6\u30fc\u30d6\u30eb\u3068\u3057\u3066\u4fdd\u5b58\u3057\u307e\u3059<\/p>\n<pre class=\"code lang-sql\" data-lang=\"sql\" data-unlink=\"\">aggregated_df.write.format(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">delta<\/span><span class=\"synSpecial\">\"<\/span>).<span class=\"synSpecial\">mode<\/span>(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">overwrite<\/span><span class=\"synSpecial\">\"<\/span>).saveAsTable(<span class=\"synSpecial\">\"<\/span><span class=\"synConstant\">daily_sales_features<\/span><span class=\"synSpecial\">\"<\/span>)\n<\/pre>\n<h3 id=\"Tableau\u7de8\u4e88\u6e2c\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u4f5c\u6210\">Tableau\u7de8\uff1a\u4e88\u6e2c\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u4f5c\u6210<\/h3>\n<p>Databricks\u3067\u524d\u51e6\u7406\u3057\u305f\u30c6\u30fc\u30d6\u30eb\u3092Tableau\u306b\u63a5\u7d9a\u3057\u3001\u58f2\u4e0a\u4e88\u6e2c\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<h5 id=\"1-Databricks\u3068\u306e\u63a5\u7d9a\">1. Databricks\u3068\u306e\u63a5\u7d9a<\/h5>\n<ol>\n<li>Tableau\u3092\u958b\u304d\u3001<strong>\u300c\u30b5\u30fc\u30d0\u30fc\u306b\u63a5\u7d9a\u300d\u304b\u3089\u300cDatabricks\u300d<\/strong>\u30b3\u30cd\u30af\u30bf\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<li>\u30db\u30b9\u30c8\u540d\u3084\u30a2\u30af\u30bb\u30b9\u30c8\u30fc\u30af\u30f3\u3092\u5165\u529b\u3057\u3066\u63a5\u7d9a\u3057\u3001Databricks\u3067\u751f\u6210\u3055\u308c\u305f\u4e88\u6e2c\u7d50\u679c\u30c6\u30fc\u30d6\u30eb\u3092\u8aad\u307f\u8fbc\u307f\u307e\u3059\u3002<\/li>\n<\/ol>\n<p>\u3055\u3089\u306b\u8a73\u3057\u3044\u624b\u9806\u306f\u3053\u3061\u3089\u3092\u3054\u53c2\u7167\u304f\u3060\u3055\u3044\u3002<br \/>\n<a target=\"_blank\" href=\"https:\/\/techblog.ap-com.co.jp\/entry\/2024\/02\/16\/094756\">\u5165\u9580\u7de8\uff1aTabelau Desktop\u3092Azure Databricks\u306b\u63a5\u7d9a\u3059\u308b &#8211; APC \u6280\u8853\u30d6\u30ed\u30b0<\/a><\/p>\n<h5 id=\"2-Tableau\u3067\u58f2\u4e0a\u4e88\u6e2c\u3092\u4f5c\u6210\">2. Tableau\u3067\u58f2\u4e0a\u4e88\u6e2c\u3092\u4f5c\u6210<\/h5>\n<p>Tableau\u306e\u4e88\u6e2c\u6a5f\u80fd\u306f\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u30d1\u30bf\u30fc\u30f3\u306b\u57fa\u3065\u3044\u3066\u5c06\u6765\u306e\u4e88\u6e2c\u5024\u3092\u81ea\u52d5\u7684\u306b\u8a08\u7b97\u3057\u3001\u30b0\u30e9\u30d5\u4e0a\u306b\u8868\u793a\u3057\u307e\u3059\u3002\u3053\u306e\u6a5f\u80fd\u306f\u3001\u6307\u6570\u5e73\u6ed1\u5316\u306e\u4e00\u7a2e\u3067\u3042\u308bHolt-Winters\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4f7f\u7528\u3057\u3066\u304a\u308a\u3001\u5b63\u7bc0\u6027\u3084\u30c8\u30ec\u30f3\u30c9\u3092\u8003\u616e\u3057\u305f\u4e88\u6e2c\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n<ol>\n<li>\n<p>date\u3092\u884c\u3001total_sales\u3092\u5217\u306b\u914d\u7f6e\u3057\u3066\u30b0\u30e9\u30d5\u3092\u4f5c\u6210\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<li>\n<p>\u5de6\u5074\u306e<strong>\u300c\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u300d\u30da\u30a4\u30f3\u3092\u958b\u304d\u3001\u300c\u4e88\u6e2c\u300d<\/strong>\u3092\u30d3\u30e5\u30fc\u306b\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u3057\u307e\u3059\u3002<\/p>\n<\/li>\n<\/ol>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822100522.png\" width=\"883\" height=\"801\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<p>\u9752\u3044\u90e8\u5206\u306f\u672a\u67656\u30f6\u6708\u63a8\u5b9a\u306e\u58f2\u4e0a\u91d1\u984d\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822102329.png\" width=\"1098\" height=\"592\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<h5 id=\"3-Tableau\u3067\u8cfc\u5165\u30c8\u30ec\u30f3\u30c9\u3092\u5206\u6790\u3059\u308b\">3. Tableau\u3067\u8cfc\u5165\u30c8\u30ec\u30f3\u30c9\u3092\u5206\u6790\u3059\u308b<\/h5>\n<p>\u3053\u3053\u3067\u306f\u3001\u300c\u30c7\u30d0\u30a4\u30b9\u30bf\u30a4\u30d7\u300d\u3054\u3068\u306e\u6708\u6b21\u300c\u8cfc\u5165\u6570\u300d\u3092\u5206\u6790\u3057\u307e\u3059\u3002<br \/>\n\u3053\u306e\u5206\u6790\u306f\u3001\u3069\u306e\u30c7\u30d0\u30a4\u30b9\u304b\u3089\u306e\u8cfc\u5165\u304c\u591a\u3044\u304b\u3001\u305d\u3057\u3066\u305d\u306e\u30c8\u30ec\u30f3\u30c9\u304c\u6642\u9593\u3068\u3068\u3082\u306b\u3069\u3046\u5909\u5316\u3057\u3066\u3044\u308b\u304b\u3092\u7406\u89e3\u3059\u308b\u306e\u306b\u5f79\u7acb\u3061\u307e\u3059\u3002<br \/>\n\u4f5c\u6210\u624b\u9806\u306f\u4ee5\u4e0b\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><strong>\u30b0\u30e9\u30d5\u306e\u4f5c\u6210<\/strong><\/p>\n<ol>\n<li>date\u3092\u300c\u58f2\u4e0a\u6708\u300d\u3068\u3044\u3046\u7c92\u5ea6\u3067\u5217\u30b7\u30a7\u30eb\u30d5\u306b\u914d\u7f6e\u3057\u307e\u3059\u3002<\/li>\n<li>Device Type\u3092\u8272\u307e\u305f\u306f\u8a73\u7d30\u30b7\u30a7\u30eb\u30d5\u306b\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u3057\u307e\u3059\u3002<\/li>\n<li>Purchase\uff08\u5408\u8a08\uff09\u3092\u884c\u30b7\u30a7\u30eb\u30d5\u306b\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u3057\u307e\u3059\u3002<\/li>\n<\/ol>\n<p>\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30d0\u30a4\u30b9\u30bf\u30a4\u30d7\u5225\u306b\u6708\u6b21\u306e\u8cfc\u5165\u6570\u306e\u6298\u308c\u7dda\u30b0\u30e9\u30d5\u304c\u4f5c\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n<p><strong>\u30c8\u30ec\u30f3\u30c9\u30e9\u30a4\u30f3\u306e\u8ffd\u52a0<\/strong><\/p>\n<ol>\n<li>\u753b\u9762\u5de6\u5074\u306e<strong>\u300c\u30a2\u30ca\u30ea\u30c6\u30a3\u30af\u30b9\u300d<\/strong>\u30da\u30a4\u30f3\u306b\u5207\u308a\u66ff\u3048\u307e\u3059\u3002<br \/>\n2.\u300c\u30e2\u30c7\u30eb\u300d\u30bb\u30af\u30b7\u30e7\u30f3\u306b\u3042\u308b<strong>\u300c\u50be\u5411\u7dda\u300d<\/strong>\u3092\u30d3\u30e5\u30fc\u306b\u76f4\u63a5\u30c9\u30e9\u30c3\u30b0\uff06\u30c9\u30ed\u30c3\u30d7\u3057\u3001\u300c\u7dda\u5f62\u300d\u30e2\u30c7\u30eb\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/li>\n<li>\u4f5c\u6210\u3055\u308c\u305f\u30c8\u30ec\u30f3\u30c9\u30e9\u30a4\u30f3\u3092\u53f3\u30af\u30ea\u30c3\u30af\u3057\u3001<strong>\u300c\u50be\u5411\u30e2\u30c7\u30eb\u306e\u8aac\u660e\u300d<\/strong>\u3092\u9078\u629e\u3057\u307e\u3059\u3002<br \/>\n<span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822113844.png\" width=\"487\" height=\"340\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/li>\n<\/ol>\n<p>\u6700\u5f8c\u306b\u3001\u3053\u308c\u3089\u306e\u30b0\u30e9\u30d5\u3092\u4e00\u3064\u306e\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u307e\u3068\u3081\u308b\u3068\u4e0b\u8a18\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<br \/>\n\u30d5\u30a3\u30eb\u30bf\u30fc\u3092\u8ffd\u52a0\u3059\u308c\u3070\u3001\u3088\u308a\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p><span itemscope=\"\" itemtype=\"http:\/\/schema.org\/Photograph\"><img decoding=\"async\" src=\"https:\/\/cdn-ak.f.st-hatena.com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822114238.png\" width=\"1200\" height=\"697\" loading=\"lazy\" title=\"\" class=\"hatena-fotolife\" itemprop=\"image\"\/><\/span><\/p>\n<h5 id=\"Tableau\u306e\u4e88\u6e2c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3064\u3044\u3066\">\u203bTableau\u306e\u4e88\u6e2c\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306b\u3064\u3044\u3066<\/h5>\n<p>Tableau\u306e\u4e88\u6e2c\u6a5f\u80fd\u306f\u3001<strong>\u6307\u6570\u5e73\u6ed1\u5316\u30e2\u30c7\u30eb\uff08Exponential Smoothing Models\uff09<\/strong>\u3092\u30d9\u30fc\u30b9\u306b\u3057\u3066\u3044\u307e\u3059\u3002\u3053\u308c\u306f\u3001\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u306b\u91cd\u307f\u3092\u3064\u3051\u3066\u5c06\u6765\u3092\u4e88\u6e2c\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002\u7279\u306b\u3001\u5b63\u7bc0\u6027\u3084\u30c8\u30ec\u30f3\u30c9\u3092\u6301\u3064\u6642\u7cfb\u5217\u30c7\u30fc\u30bf\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u58f2\u4e0a\u30c7\u30fc\u30bf\u3084\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30c8\u30e9\u30d5\u30a3\u30c3\u30af\u4e88\u6e2c\u306a\u3069\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u591a\u304f\u306e\u5834\u9762\u3067\u6709\u52b9\u3067\u3059\u3002<\/p>\n<p>Tableau\u306f\u3001Holt-Winters\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u3092\u4e3b\u306b\u4f7f\u7528\u3057\u3001\u30c7\u30fc\u30bf\u306e\u30d1\u30bf\u30fc\u30f3\u3092\u81ea\u52d5\u7684\u306b\u691c\u51fa\u3057\u3066\u6700\u9069\u306a\u30e2\u30c7\u30eb\u3092\u9069\u7528\u3057\u307e\u3059\u3002\u3053\u306e\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u30c8\u30ec\u30f3\u30c9\u3001\u5b63\u7bc0\u6027\u3001\u30e9\u30f3\u30c0\u30e0\u30ce\u30a4\u30ba\u306e3\u3064\u306e\u8981\u7d20\u3092\u8003\u616e\u3057\u3066\u4e88\u6e2c\u3092\u751f\u6210\u3057\u307e\u3059\u3002<\/p>\n<p><strong>\u4fe1\u983c\u6027\u306b\u3064\u3044\u3066<\/strong><\/p>\n<p>\u63d0\u4f9b\u3055\u308c\u3066\u3044\u308b\u4e88\u6e2c\u6a5f\u80fd\u306e\u4fe1\u983c\u6027\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6027\u8cea\u306b\u5927\u304d\u304f\u4f9d\u5b58\u3057\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u9069\u7528\u3067\u304d\u308b\u30c7\u30fc\u30bf\u30d1\u30bf\u30fc\u30f3: Holt-Winters\u30a2\u30eb\u30b4\u30ea\u30ba\u30e0\u306f\u3001\u660e\u78ba\u306a\u30c8\u30ec\u30f3\u30c9\u3084\u5b63\u7bc0\u6027\u3092\u6301\u3064\u30c7\u30fc\u30bf\u306b\u7279\u306b\u6709\u52b9\u3067\u3059\u3002\u7a81\u767a\u7684\u306a\u30a4\u30d9\u30f3\u30c8\uff08\u4f8b\uff1a\u5927\u898f\u6a21\u306a\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u3001\u30d1\u30f3\u30c7\u30df\u30c3\u30af\u306a\u3069\uff09\u306b\u3088\u308b\u30c7\u30fc\u30bf\u306e\u6025\u6fc0\u306a\u5909\u52d5\u306b\u306f\u3001\u4e88\u6e2c\u306e\u7cbe\u5ea6\u304c\u4f4e\u4e0b\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/li>\n<li>\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u8cea: \u5341\u5206\u306a\u671f\u9593\u306e\u30c7\u30fc\u30bf\uff08\u6700\u4f4e\u3067\u3082\u5b63\u7bc0\u6027\u306e\u30b5\u30a4\u30af\u30eb\u30922\u56de\u4ee5\u4e0a\u542b\u3080\u30c7\u30fc\u30bf\uff09\u3068\u3001\u6b20\u640d\u5024\u304c\u5c11\u306a\u3044\u8cea\u306e\u9ad8\u3044\u30c7\u30fc\u30bf\u3092\u7528\u610f\u3059\u308b\u3053\u3068\u3067\u3001\u4e88\u6e2c\u306e\u4fe1\u983c\u6027\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/li>\n<li>\u4e88\u6e2c\u671f\u9593: \u9577\u671f\u9593\u306e\u4e88\u6e2c\u306f\u3001\u4e0d\u78ba\u5b9f\u6027\u304c\u9ad8\u307e\u308b\u305f\u3081\u3001\u77ed\u671f\u9593\u306e\u4e88\u6e2c\u306e\u65b9\u304c\u4e00\u822c\u7684\u306b\u4fe1\u983c\u3067\u304d\u307e\u3059\u3002<\/li>\n<\/ul>\n<p>\u8a73\u7d30\u306a\u4ed5\u7d44\u307f\u306b\u3064\u3044\u3066\u306f\u3001Tableau\u306e\u516c\u5f0f\u30c9\u30ad\u30e5\u30e1\u30f3\u30c8\u3067\u78ba\u8a8d\u3067\u304d\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fhelp.tableau.com%2Fcurrent%2Fpro%2Fdesktop%2Fen-us%2Fforecast_how_it_works.htm\" title=\"How Forecasting Works in Tableau\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/help.tableau.com\/current\/pro\/desktop\/en-us\/forecast_how_it_works.htm\">help.tableau.com<\/a><\/cite><\/p>\n<h3 id=\"\u307e\u3068\u3081\">\u307e\u3068\u3081<\/h3>\n<p>\u672c\u30d6\u30ed\u30b0\u3067\u306f\u3001Databricks\u3068Tableau\u3092\u9023\u643a\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u304b\u3089\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u53ef\u8996\u5316\u307e\u3067\u3092\u4e00\u8cab\u3057\u3066\u884c\u3046\u65b9\u6cd5\u3092\u89e3\u8aac\u3057\u307e\u3057\u305f\u3002<\/p>\n<p>Databricks\u3068Tableau\u3092\u7d44\u307f\u5408\u308f\u305b\u308c\u3070\u3001\u4ee5\u4e0b\u306e\u3053\u3068\u304c\u5b9f\u73fe\u3067\u304d\u307e\u3059\u3002<\/p>\n<ul>\n<li>\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u52b9\u7387\u5316: Databricks\u3067\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u3092\u9ad8\u901f\u306b\u96c6\u8a08\u30fb\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/li>\n<li>\u76f4\u611f\u7684\u306a\u5206\u6790: \u8907\u96d1\u306a\u5206\u6790\u3084\u53ef\u8996\u5316\u3092Tableau\u306e\u7c21\u5358\u306a\u64cd\u4f5c\u3067\u884c\u3048\u307e\u3059\u3002<\/li>\n<li>\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u8ca2\u732e: \u30c7\u30fc\u30bf\u304b\u3089\u5f97\u3089\u308c\u305f\u6d1e\u5bdf\u306b\u57fa\u3065\u304d\u3001\u3088\u308a\u8fc5\u901f\u3067\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/li>\n<\/ul>\n<h3 id=\"\u304a\u77e5\u3089\u305b\">\u304a\u77e5\u3089\u305b<\/h3>\n<p>\u79c1\u305f\u3061\u306fDatabricks\u3092\u7528\u3044\u305f\u30c7\u30fc\u30bf\u5206\u6790\u57fa\u76e4\u306e\u5c0e\u5165\u304b\u3089\u5185\u88fd\u5316\u652f\u63f4\u307e\u3067\u5e45\u5e83\u304f\u652f\u63f4\u3092\u3057\u3066\u304a\u308a\u307e\u3059\u3002<br \/>\n\u3082\u3057\u3054\u8208\u5473\u304c\u3042\u308b\u65b9\u306f\u3001\u304a\u554f\u3044\u5408\u308f\u305b\u9802\u3051\u308c\u3070\u5e78\u3044\u3067\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fwww.ap-com.co.jp%2Fservice%2Fdata_ai%2F\" title=\"\u30c7\u30fc\u30bf&amp;AI\u5206\u6790\u57fa\u76e4\u306e\u652f\u63f4\u30b5\u30fc\u30d3\u30b9 with Databricks | \u30b5\u30fc\u30d3\u30b9 | \u682a\u5f0f\u4f1a\u793e\u30a8\u30fc\u30d4\u30fc\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba | AP Communications (APC)\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/www.ap-com.co.jp\/service\/data_ai\/\">www.ap-com.co.jp<\/a><\/cite><\/p>\n<p>\u307e\u305f\u3001\u4e00\u7dd2\u306b\u50cd\u3044\u3066\u3044\u305f\u3060\u3051\u308b\u4ef2\u9593\u3082\u52df\u96c6\u4e2d\u3067\u3059\uff01<br \/>\nAPC\u306b\u3054\u8208\u5473\u304c\u3042\u308b\u65b9\u306e\u9023\u7d61\u3092\u304a\u5f85\u3061\u3057\u3066\u304a\u308a\u307e\u3059\u3002<\/p>\n<p><iframe src=\"https:\/\/hatenablog-parts.com\/embed?url=https%3A%2F%2Fwww.ap-com.co.jp%2Frecruit%2Finfo%2Frequirements.html%3Futm_source%3Dblog%26utm_medium%3Darticle_bottom%26utm_campaign%3Drecruit\" title=\"\u682a\u5f0f\u4f1a\u793e\u30a8\u30fc\u30d4\u30fc\u30b3\u30df\u30e5\u30cb\u30b1\u30fc\u30b7\u30e7\u30f3\u30ba \u63a1\u7528\u60c5\u5831\" class=\"embed-card embed-webcard\" scrolling=\"no\" frameborder=\"0\" style=\"display: block; width: 100%; height: 155px; max-width: 500px; margin: 10px 0px;\" loading=\"lazy\"><\/iframe><cite class=\"hatena-citation\"><a target=\"_blank\" href=\"https:\/\/www.ap-com.co.jp\/recruit\/info\/requirements.html?utm_source=blog&amp;utm_medium=article_bottom&amp;utm_campaign=recruit\">www.ap-com.co.jp<\/a><\/cite><\/p>\n<\/div>\n<p><script>(function(d, s, id) {\n  var js, fjs = d.getElementsByTagName(s)[0];\n  if (d.getElementById(id)) return;\n  js = d.createElement(s); js.id = id;\n  js.src = \"\/\/connect.facebook.net\/ja_JP\/sdk.js#xfbml=1&appId=719729204785177&version=v17.0\";\n  fjs.parentNode.insertBefore(js, fjs);\n}(document, 'script', 'facebook-jssdk'));<\/script><br \/>\n<br \/>\n<br \/><a href=\"https:\/\/techblog.ap-com.co.jp\/entry\/https%3A\/\/cdn-ak_f_st-hatena_com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822122913_png\">\u5143\u306e\u8a18\u4e8b\u3092\u78ba\u8a8d\u3059\u308b <\/a><\/p>\n","protected":false},"excerpt":{"rendered":"\u306f\u3058\u3081\u306b \u3053\u3093\u306b\u3061\u306f\u3002GDAI\u4e8b\u696d\u90e8Lakehouse\u90e8\u306e\u5742\u4e0b\u3067\u3059\u3002 \u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u306f\u3001\u5e38\u306b\u300c\u6b21\u306b\u4f55\u304c\u8d77\u3053\u308b\u304b\uff1f\u300d\u3068\u3044\u3046\u554f\u3044\u306b\u76f4\u9762\u3057\u307e\u3059\u3002\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u898b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u672a\u6765\u3092\u4e88\u6e2c\u3067\u304d\u308c\u3070\u3001\u3088\u308a\u8fc5\u901f\u3067\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd [&hellip;]","protected":false},"author":1,"featured_media":9400,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[4],"tags":[],"class_list":["post-9399","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-company-tec"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Databricks\u3068Tableau\u306b\u3088\u308b\u4e88\u6e2c\u30e2\u30c7\u30eb\u69cb\u7bc9 - APC \u6280\u8853\u30d6\u30ed\u30b0 - \u30dd\u30b1\u30b3\u30f3<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/techblog.ap-com.co.jp\/entry\/https:\/\/cdn-ak_f_st-hatena_com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822122913_png\" \/>\n<meta property=\"og:locale\" content=\"ja_JP\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Databricks\u3068Tableau\u306b\u3088\u308b\u4e88\u6e2c\u30e2\u30c7\u30eb\u69cb\u7bc9 - APC \u6280\u8853\u30d6\u30ed\u30b0 - \u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"og:description\" content=\"\u306f\u3058\u3081\u306b \u3053\u3093\u306b\u3061\u306f\u3002GDAI\u4e8b\u696d\u90e8Lakehouse\u90e8\u306e\u5742\u4e0b\u3067\u3059\u3002 \u30d3\u30b8\u30cd\u30b9\u306e\u73fe\u5834\u3067\u306f\u3001\u5e38\u306b\u300c\u6b21\u306b\u4f55\u304c\u8d77\u3053\u308b\u304b\uff1f\u300d\u3068\u3044\u3046\u554f\u3044\u306b\u76f4\u9762\u3057\u307e\u3059\u3002\u904e\u53bb\u306e\u30c7\u30fc\u30bf\u3092\u898b\u308b\u3060\u3051\u3067\u306a\u304f\u3001\u672a\u6765\u3092\u4e88\u6e2c\u3067\u304d\u308c\u3070\u3001\u3088\u308a\u8fc5\u901f\u3067\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd [&hellip;]\" \/>\n<meta property=\"og:url\" content=\"https:\/\/techblog.ap-com.co.jp\/entry\/https:\/\/cdn-ak_f_st-hatena_com\/images\/fotolife\/y\/y_sakashita\/20250822\/20250822122913_png\" \/>\n<meta property=\"og:site_name\" content=\"\u30dd\u30b1\u30b3\u30f3\" \/>\n<meta property=\"article:published_time\" content=\"2025-10-14T02:36:16+00:00\" \/>\n<meta property=\"og:image\" 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class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/techblog.ap-com.co.jp\\\/entry\\\/https%3a\\\/\\\/cdn-ak_f_st-hatena_com\\\/images\\\/fotolife\\\/y\\\/y_sakashita\\\/20250822\\\/20250822122913_png#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/9399\\\/\"},\"author\":{\"name\":\"info@pokecon.jp\",\"@id\":\"https:\\\/\\\/pokecon.jp\\\/job\\\/#\\\/schema\\\/person\\\/16c9f07b1ba984d165d9aee259bda997\"},\"headline\":\"Databricks\u3068Tableau\u306b\u3088\u308b\u4e88\u6e2c\u30e2\u30c7\u30eb\u69cb\u7bc9 &#8211; APC 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