\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u306b\u751f\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u304b\uff1f
\n\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3067\u6d3b\u7528\u3055\u308c\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u8cea\u3092\u5411\u4e0a\u3055\u305b\u3001\u52b9\u7387\u3092\u9ad8\u3081\u3001\u53ce\u76ca\u3092\u5897\u3084\u3059\u624b\u52a9\u3051\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u30d3\u30b8\u30cd\u30b9\u306b\u751f\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u304b\u3001\u305d\u3057\u3066\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
1. \u30c7\u30fc\u30bf\u5206\u6790\u3068\u610f\u601d\u6c7a\u5b9a\u306e\u6700\u9069\u5316<\/p>\n
\u6d3b\u7528\u65b9\u6cd5
\n\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u5206\u6790\u306e\u52b9\u7387\u3092\u9ad8\u3081\u3001\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08DBMS\uff09\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u3092\u6574\u7406\u3057\u3084\u3059\u304f\u3057\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3057\u3066\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u306e\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f97\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001\u884c\u3068\u5217\u306b\u6574\u7136\u3068\u7d44\u7e54\u5316\u3055\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u30af\u30a8\u30ea\u3092\u4f7f\u3063\u3066\u8fc5\u901f\u306b\u691c\u7d22\u30fb\u96c6\u8a08\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u305d\u306e\u7d50\u679c\u3001\u4f01\u696d\u306f\u5e02\u5834\u52d5\u5411\u3084\u6d88\u8cbb\u8005\u884c\u52d5\u306e\u5909\u5316\u3092\u3044\u3061\u65e9\u304f\u5bdf\u77e5\u3057\u3001\u6226\u7565\u7684\u306a\u5bfe\u5fdc\u3092\u53d6\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
2. \u9867\u5ba2\u4f53\u9a13\u306e\u5411\u4e0a<\/p>\n
\u6d3b\u7528\u65b9\u6cd5
\n\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3068\u3057\u3066\u7ba1\u7406\u3059\u308b\u3068\u3001\u500b\u3005\u306e\u9867\u5ba2\u306e\u30cb\u30fc\u30ba\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3057\u3001\u30d1\u30fc\u30bd\u30ca\u30e9\u30a4\u30ba\u3055\u308c\u305f\u30b5\u30fc\u30d3\u30b9\u3084\u30d7\u30ed\u30e2\u30fc\u30b7\u30e7\u30f3\u3092\u63d0\u4f9b\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u4f01\u696d\u304cCRM\uff08\u9867\u5ba2\u95a2\u4fc2\u7ba1\u7406\uff09\u30b7\u30b9\u30c6\u30e0\u3092\u4f7f\u7528\u3057\u3066\u9867\u5ba2\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3068\u30ed\u30a4\u30e4\u30ea\u30c6\u30a3\u306e\u5411\u4e0a\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u9867\u5ba2\u306e\u751f\u6daf\u4fa1\u5024\uff08CLV\uff09\u306e\u6700\u5927\u5316\u3092\u56f3\u308a\u3001\u7d50\u679c\u3068\u3057\u3066\u53ce\u76ca\u306e\u5897\u52a0\u306b\u5bc4\u4e0e\u3057\u307e\u3059\u3002<\/p>\n
3. \u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u52b9\u7387\u5316<\/p>\n
\u6d3b\u7528\u65b9\u6cd5
\n\u5728\u5eab\u7ba1\u7406\u3084\u30b5\u30d7\u30e9\u30a4\u30c1\u30a7\u30fc\u30f3\u306e\u6700\u9069\u5316\u306a\u3069\u3001\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u30d7\u30ed\u30bb\u30b9\u3092\u52b9\u7387\u5316\u3059\u308b\u305f\u3081\u306b\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u9700\u8981\u4e88\u6e2c\u306e\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u904e\u5270\u5728\u5eab\u3084\u54c1\u5207\u308c\u3092\u9632\u3050\u306a\u3069\u306e\u30ea\u30b9\u30af\u30b3\u30f3\u30c8\u30ed\u30fc\u30eb\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u3088\u3046\u306b\u3001\u7d4c\u55b6\u8cc7\u6e90\u306e\u6700\u9069\u914d\u5206\u304c\u56f3\u3089\u308c\u3001\u7d50\u679c\u3068\u3057\u3066\u30b3\u30b9\u30c8\u306e\u524a\u6e1b\u3084\u8cc7\u672c\u52b9\u7387\u306e\u5411\u4e0a\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n
4. \u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u306e\u5f37\u5316<\/p>\n
\u6d3b\u7528\u65b9\u6cd5
\n\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u3088\u308a\u3001\u5e02\u5834\u30bb\u30b0\u30e1\u30f3\u30c6\u30fc\u30b7\u30e7\u30f3\u3084\u30bf\u30fc\u30b2\u30c3\u30c8\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u304c\u7cbe\u7dfb\u5316\u3055\u308c\u3001\u5e83\u544a\u30ad\u30e3\u30f3\u30da\u30fc\u30f3\u306eROI\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u30c7\u30e2\u30b0\u30e9\u30d5\u30a3\u30c3\u30af\u60c5\u5831\u3084\u8cfc\u8cb7\u5c65\u6b74\u306a\u3069\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u679c\u7684\u306a\u5e02\u5834\u30bb\u30b0\u30e1\u30f3\u30c8\u3092\u7279\u5b9a\u3057\u3001\u30e1\u30c3\u30bb\u30fc\u30b8\u3092\u6700\u9069\u5316\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u65e2\u5b58\u9867\u5ba2\u306e\u96e2\u8131\u9632\u6b62\u3084\u65b0\u898f\u9867\u5ba2\u306e\u7372\u5f97\u52b9\u7387\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
5. \u30ea\u30b9\u30af\u7ba1\u7406\u3068\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9<\/p>\n
\u6d3b\u7528\u65b9\u6cd5
\n\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001\u30ea\u30b9\u30af\u7ba1\u7406\u3084\u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u8981\u4ef6\u306e\u9075\u5b88\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n
\u91d1\u878d\u6a5f\u95a2\u3067\u306e\u53d6\u5f15\u5c65\u6b74\u3084\u9867\u5ba2\u60c5\u5831\u306e\u78ba\u8a8d\u3001\u76e3\u67fb\u5bfe\u5fdc\u306e\u52b9\u7387\u5316\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u91d1\u878d\u696d\u754c\u3084\u30d8\u30eb\u30b9\u30b1\u30a2\u696d\u754c\u3067\u306f\u3001\u898f\u5236\u6a5f\u95a2\u306e\u8981\u6c42\u306b\u5fdc\u3058\u591a\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u4fdd\u7ba1\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u4f7f\u7528\u3059\u308b\u3068\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u8fc5\u901f\u306b\u62bd\u51fa\u3067\u304d\u3001\u30ea\u30b9\u30af\u304c\u6700\u5c0f\u5316\u3055\u308c\u307e\u3059\u3002<\/p>\n
6. \u65b0\u898f\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u306e\u5275\u51fa<\/p>\n
\u6d3b\u7528\u65b9\u6cd5
\n\u5206\u6790\u7d50\u679c\u304b\u3089\u5f97\u3089\u308c\u305f\u6d1e\u5bdf\u306b\u3088\u3063\u3066\u3001\u65b0\u3057\u3044\u30b5\u30fc\u30d3\u30b9\u3084\u88fd\u54c1\u306e\u958b\u767a\u3001\u30b5\u30d6\u30b9\u30af\u30ea\u30d7\u30b7\u30e7\u30f3\u30e2\u30c7\u30eb\u306a\u3069\u306e\u65b0\u305f\u306a\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u3092\u69cb\u7bc9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0
\n\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u304f\u65b0\u3057\u3044\u30a2\u30a4\u30c7\u30a2\u3084\u9867\u5ba2\u30cb\u30fc\u30ba\u306e\u767a\u898b\u306b\u3088\u308a\u3001\u9769\u65b0\u304c\u4fc3\u9032\u3055\u308c\u3001\u7af6\u4e89\u512a\u4f4d\u6027\u3092\u7bc9\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u7d50\u8ad6<\/p>\n
\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u306f\u3001\u60c5\u5831\u306e\u6574\u5099\u3068\u5206\u6790\u3092\u5186\u6ed1\u306b\u3057\u3001\u3088\u308a\u52b9\u7387\u7684\u3067\u52b9\u679c\u7684\u306a\u30d3\u30b8\u30cd\u30b9\u6d3b\u52d5\u3092\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n
\u305d\u306e\u7d50\u679c\u3001\u4f01\u696d\u306f\u6226\u7565\u7684\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u30b5\u30dd\u30fc\u30c8\u3057\u3001\u30ea\u30b9\u30af\u306e\u8efd\u6e1b\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u306e\u5411\u4e0a\u3001\u305d\u3057\u3066\u53ce\u76ca\u306e\u6700\u5927\u5316\u3092\u5b9f\u73fe\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u5229\u70b9\u306f\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u30d3\u30b8\u30cd\u30b9\u74b0\u5883\u306b\u304a\u3044\u3066\u3001\u4f01\u696d\u304c\u7af6\u4e89\u529b\u3092\u7dad\u6301\u3057\u7d9a\u3051\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u306a\u8981\u7d20\u3067\u3059\u3002<\/p>\n
\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3067\u3069\u306e\u3088\u3046\u306a\u30c4\u30fc\u30eb\u3084\u6280\u8853\u304c\u52b9\u679c\u7684\u304b\uff1f
\n\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306b\u304a\u3044\u3066\u52b9\u679c\u7684\u306a\u30c4\u30fc\u30eb\u3084\u6280\u8853\u306f\u3044\u304f\u3064\u304b\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u305d\u308c\u305e\u308c\u306e\u30c4\u30fc\u30eb\u3084\u6280\u8853\u306f\u30c7\u30fc\u30bf\u306e\u898f\u6a21\u3001\u5206\u6790\u306e\u76ee\u7684\u3001\u5229\u7528\u3059\u308b\u4eba\u306e\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u306b\u3088\u3063\u3066\u9069\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4e3b\u306a\u30c4\u30fc\u30eb\u3068\u6280\u8853\u3092\u3044\u304f\u3064\u304b\u7d39\u4ecb\u3057\u3001\u305d\u306e\u6839\u62e0\u306b\u3064\u3044\u3066\u3082\u8ff0\u3079\u307e\u3059\u3002<\/p>\n
1. SQL (Structured Query Language)<\/p>\n
SQL\u306f\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u64cd\u4f5c\u3068\u5206\u6790\u306b\u5e83\u304f\u7528\u3044\u3089\u308c\u308b\u6700\u3082\u57fa\u672c\u7684\u306a\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08DBMS\uff09\u3068\u9023\u643a\u3057\u3001\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u3001\u633f\u5165\u3001\u66f4\u65b0\u3001\u524a\u9664\u304c\u3067\u304d\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3084\u63a2\u7d22\u7684\u30c7\u30fc\u30bf\u5206\u6790\uff08EDA\uff09\u306b\u304a\u3044\u3066\u975e\u5e38\u306b\u6709\u7528\u3067\u3059\u3002<\/p>\n
\u6839\u62e0 SQL\u306f\u975e\u5e38\u306b\u6210\u719f\u3057\u305f\u6280\u8853\u3067\u3042\u308a\u3001\u591a\u304f\u306e\u5546\u7528\u304a\u3088\u3073\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u306e\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08MySQL, PostgreSQL, Oracle\u306a\u3069\uff09\u3067\u30b5\u30dd\u30fc\u30c8\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u696d\u754c\u6a19\u6e96\u3068\u3057\u3066\u8a8d\u77e5\u3055\u308c\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u5897\u3048\u3066\u3082\u52b9\u7387\u7684\u306b\u51e6\u7406\u3067\u304d\u308b\u6700\u9069\u5316\u6a5f\u80fd\u3092\u5099\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n
2. BI (Business Intelligence) \u30c4\u30fc\u30eb<\/p>\n
Tableau, Power BI, Looker \u306a\u3069\u306eBI\u30c4\u30fc\u30eb\u306f\u3001\u30d3\u30b8\u30e5\u30a2\u30eb\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u3092\u901a\u3058\u3066\u7c21\u5358\u306b\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3068\u30ec\u30dd\u30fc\u30c8\u751f\u6210\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u30ce\u30fc\u30b3\u30fc\u30c9\u3042\u308b\u3044\u306f\u30ed\u30fc\u30b3\u30fc\u30c9\u3067\u5229\u7528\u3067\u304d\u3001\u591a\u304f\u306e\u30e6\u30fc\u30b6\u306b\u3068\u3063\u3066\u4f7f\u3044\u3084\u3059\u3044\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 BI\u30c4\u30fc\u30eb\u306f\u7279\u306b\u610f\u601d\u6c7a\u5b9a\u8005\u306b\u3068\u3063\u3066\u91cd\u8981\u306a\u300c\u6d1e\u5bdf\u300d\u3092\u8996\u899a\u7684\u306b\u63d0\u4f9b\u3067\u304d\u308b\u305f\u3081\u3001\u8fc5\u901f\u306a\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u30a4\u30f3\u30bf\u30e9\u30af\u30c6\u30a3\u30d6\u306a\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306b\u3088\u308a\u3001\u30e6\u30fc\u30b6\u306f\u52d5\u7684\u306b\u30c7\u30fc\u30bf\u3092\u63a2\u7d22\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
3. Python \u304a\u3088\u3073 R<\/p>\n
\u3053\u308c\u3089\u306e\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u306f\u3001\u30c7\u30fc\u30bf\u5206\u6790\u306b\u304a\u3044\u3066\u4eba\u6c17\u304c\u9ad8\u304f\u3001Python\u306epandas\u3084R\u306edplyr\u7b49\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u64cd\u4f5c\u3084\u7d71\u8a08\u5206\u6790\u3092\u52b9\u7387\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u7279\u306b\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u6a5f\u68b0\u5b66\u7fd2\u306b\u95a2\u9023\u3059\u308b\u5206\u6790\u306b\u304a\u3044\u3066\u5f37\u529b\u3067\u3059\u3002<\/p>\n
\u6839\u62e0 Python\u3068R\u306f\u305d\u308c\u305e\u308c\u8c4a\u5bcc\u306a\u30e9\u30a4\u30d6\u30e9\u30ea\u3068\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306e\u30b5\u30dd\u30fc\u30c8\u3092\u53d7\u3051\u3066\u3044\u308b\u305f\u3081\u3001\u591a\u69d8\u306a\u5206\u6790\u624b\u6cd5\u3084\u30e2\u30c7\u30eb\u3092\u7c21\u5358\u306b\u5b9f\u88c5\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u30aa\u30fc\u30d7\u30f3\u30bd\u30fc\u30b9\u3067\u3042\u308b\u305f\u3081\u3001\u30b3\u30b9\u30c8\u9762\u3067\u3082\u512a\u4f4d\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
4. \u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0 (\u4f8b AWS, Google Cloud, Azure)<\/p>\n
\u30af\u30e9\u30a6\u30c9\u57fa\u76e4\u306f\u3001\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u3001\u51e6\u7406\u3001\u5206\u6790\u3092\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306b\u884c\u3046\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n
\u7279\u306b\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306b\u304a\u3044\u3066\u3001Amazon Redshift\u3084Google BigQuery\u306e\u3088\u3046\u306a\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u30c4\u30fc\u30eb\u306f\u591a\u304f\u306e\u30c7\u30fc\u30bf\u3092\u77ed\u6642\u9593\u3067\u51e6\u7406\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u5bb9\u91cf\u3068\u8a08\u7b97\u80fd\u529b\u306e\u70b9\u3067\u67d4\u8edf\u6027\u304c\u3042\u308a\u3001\u30d4\u30fc\u30af\u6642\u306e\u8ca0\u8377\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u904b\u7528\u30b3\u30b9\u30c8\u3092\u52b9\u7387\u7684\u306b\u7ba1\u7406\u3067\u304d\u308b\u305f\u3081\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u6210\u9577\u306b\u5408\u308f\u305b\u3066\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\/\u30c0\u30a6\u30f3\u304c\u5bb9\u6613\u3067\u3059\u3002<\/p>\n
5. ETL\u30c4\u30fc\u30eb (Extract, Transform, Load)<\/p>\n
Airflow\u3084Talend\u3001Apache Nifi\u306a\u3069\u306fETL\u30d7\u30ed\u30bb\u30b9\u3092\u81ea\u52d5\u5316\u3059\u308b\u305f\u3081\u306e\u30c4\u30fc\u30eb\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u5fc5\u8981\u306a\u5f62\u306b\u5909\u63db\u3057\u305f\u5f8c\u3001\u6307\u5b9a\u3055\u308c\u305f\u5834\u6240\u306b\u30ed\u30fc\u30c9\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 ETL\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u306e\u91cd\u8981\u306a\u4e00\u90e8\u3067\u3042\u308a\u3001\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u79fb\u52d5\u3084\u5909\u63db\u30d7\u30ed\u30bb\u30b9\u3092\u52b9\u7387\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u3068\u4e00\u8cab\u6027\u3092\u4fdd\u3061\u307e\u3059\u3002<\/p>\n
\u7dcf\u5408\u7684\u306a\u307e\u3068\u3081<\/p>\n
\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u5206\u6790\u306b\u306f\u3001\u305d\u308c\u305e\u308c\u306e\u30cb\u30fc\u30ba\u306b\u5fdc\u3058\u305f\u6700\u9069\u306a\u30c4\u30fc\u30eb\u3084\u6280\u8853\u3092\u9078\u5b9a\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
SQL\u306f\u30c7\u30fc\u30bf\u64cd\u4f5c\u306e\u57fa\u672c\u3068\u3057\u3066\u666e\u904d\u7684\u306b\u7528\u3044\u3089\u308c\u3001BI\u30c4\u30fc\u30eb\u306f\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u3084\u30d3\u30b8\u30cd\u30b9\u4e0a\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001Python\u3084R\u306f\u9ad8\u5ea6\u306a\u5206\u6790\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306f\u30b9\u30b1\u30fc\u30e9\u30d6\u30eb\u306a\u30a4\u30f3\u30d5\u30e9\u30b9\u30c8\u30e9\u30af\u30c1\u30e3\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
ETL\u30c4\u30fc\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u306e\u79fb\u52d5\u3068\u5909\u63db\u306e\u81ea\u52d5\u5316\u3092\u901a\u3058\u3066\u5168\u4f53\u7684\u306a\u30c7\u30fc\u30bf\u30d7\u30ed\u30bb\u30b9\u3092\u5186\u6ed1\u306b\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u30c4\u30fc\u30eb\u3068\u6280\u8853\u3092\u7d44\u307f\u5408\u308f\u305b\u3066\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u3092\u6700\u5927\u9650\u306b\u5f15\u304d\u51fa\u3059\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u9078\u629e\u3059\u308b\u969b\u306f\u3001\u500b\u3005\u306e\u8981\u4ef6\u3084\u73fe\u72b6\u306e\u30b7\u30b9\u30c6\u30e0\u74b0\u5883\u3001\u30b9\u30bf\u30c3\u30d5\u306e\u30b9\u30ad\u30eb\u30ec\u30d9\u30eb\u3092\u8003\u616e\u3057\u3001\u6700\u9069\u306a\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3092\u30c7\u30b6\u30a4\u30f3\u3057\u307e\u3059\u3002<\/p>\n
\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u3067\u76f4\u9762\u3059\u308b\u4e00\u822c\u7684\u306a\u8ab2\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56\u306f\u4f55\u304b\uff1f
\n\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u306b\u304a\u3044\u3066\u76f4\u9762\u3059\u308b\u4e00\u822c\u7684\u306a\u8ab2\u984c\u3068\u305d\u306e\u89e3\u6c7a\u7b56\u306b\u3064\u3044\u3066\u4ee5\u4e0b\u306b\u8a73\u3057\u304f\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
\u8ab2\u984c1 \u30c7\u30fc\u30bf\u306e\u30b5\u30a4\u30ed\u5316<\/p>\n
\u8ab2\u984c \u7570\u306a\u308b\u90e8\u9580\u3084\u30b7\u30b9\u30c6\u30e0\u3067\u30c7\u30fc\u30bf\u304c\u5206\u65ad\u3055\u308c\u3001\u76f8\u4e92\u306b\u9023\u643a\u304c\u96e3\u3057\u304f\u3001\u5168\u4f53\u7684\u306a\u30c7\u30fc\u30bf\u6d3b\u7528\u304c\u56f0\u96e3\u306b\u306a\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u89e3\u6c7a\u7b56
\n– \u30c7\u30fc\u30bf\u7d71\u5408\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u5c0e\u5165 \u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u3084\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3092\u5229\u7528\u3057\u3066\u7570\u306a\u308b\u30c7\u30fc\u30bf\u6e90\u3092\u7d71\u5408\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u4e00\u5143\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3078\u306e\u30a2\u30af\u30bb\u30b9\u3068\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
– \u30c7\u30fc\u30bf\u30ac\u30d0\u30ca\u30f3\u30b9\u306e\u78ba\u7acb \u30c7\u30fc\u30bf\u306e\u6240\u6709\u6a29\u3084\u30a2\u30af\u30bb\u30b9\u30dd\u30ea\u30b7\u30fc\u3092\u660e\u78ba\u306b\u3057\u3001\u5168\u793e\u7684\u306b\u4e00\u8cab\u3057\u305f\u30c7\u30fc\u30bf\u306e\u5229\u7528\u3092\u63a8\u9032\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u304c\u4e00\u5143\u5316\u3055\u308c\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u5168\u4f53\u306e\u610f\u601d\u6c7a\u5b9a\u304c\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u306a\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u306e\u654f\u6377\u6027\u304c\u5411\u4e0a\u3059\u308b\u3068\u591a\u304f\u306e\u7814\u7a76\u3067\u793a\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u8ab2\u984c2 \u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u4f4e\u4e0b<\/p>\n
\u8ab2\u984c \u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u4e2d\u306b\u306f\u3001\u4e0d\u6b63\u78ba\u306a\u30c7\u30fc\u30bf\u3084\u91cd\u8907\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u3066\u3044\u308b\u3053\u3068\u304c\u3042\u308a\u3001\u3053\u308c\u304c\u5206\u6790\u7d50\u679c\u306b\u60aa\u5f71\u97ff\u3092\u4e0e\u3048\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u89e3\u6c7a\u7b56
\n– \u30c7\u30fc\u30bf\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u30c4\u30fc\u30eb\u306e\u4f7f\u7528 \u4e0d\u6b63\u78ba\u306a\u30c7\u30fc\u30bf\u3084\u91cd\u8907\u3092\u81ea\u52d5\u7684\u306b\u691c\u51fa\u3057\u4fee\u6b63\u3059\u308b\u30c4\u30fc\u30eb\u306e\u5c0e\u5165\u3002<\/p>\n
– \u30c7\u30fc\u30bf\u54c1\u8cea\u6307\u6a19\u306e\u8a2d\u5b9a \u30c7\u30fc\u30bf\u306e\u691c\u8a3c\u3084\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306e\u57fa\u6e96\u3092\u8a2d\u3051\u3001\u5b9a\u671f\u7684\u306b\u54c1\u8cea\u5411\u4e0a\u6d3b\u52d5\u3092\u5b9f\u65bd\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u9ad8\u54c1\u8cea\u306e\u30c7\u30fc\u30bf\u306f\u3088\u308a\u4fe1\u983c\u6027\u306e\u9ad8\u3044\u5206\u6790\u7d50\u679c\u3092\u751f\u3080\u305f\u3081\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u306e\u52b9\u679c\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n
\u8ab2\u984c3 \u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3<\/p>\n
\u8ab2\u984c \u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306b\u306f\u3001\u500b\u4eba\u60c5\u5831\u306a\u3069\u306e\u6a5f\u5bc6\u30c7\u30fc\u30bf\u304c\u542b\u307e\u308c\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u4fdd\u8b77\u3068\u60c5\u5831\u6f0f\u6d29\u9632\u6b62\u304c\u8ab2\u984c\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u89e3\u6c7a\u7b56
\n– \u30c7\u30fc\u30bf\u6697\u53f7\u5316\u3068\u30a2\u30af\u30bb\u30b9\u5236\u5fa1 \u30c7\u30fc\u30bf\u6697\u53f7\u5316\u6280\u8853\u3092\u7528\u3044\u3066\u30c7\u30fc\u30bf\u306e\u5b89\u5168\u6027\u3092\u78ba\u4fdd\u3057\u3001\u30a2\u30af\u30bb\u30b9\u6a29\u9650\u3092\u53b3\u683c\u306b\u7ba1\u7406\u3057\u307e\u3059\u3002<\/p>\n
– \u30b3\u30f3\u30d7\u30e9\u30a4\u30a2\u30f3\u30b9\u306e\u5f37\u5316 GDPR\u3084CCPA\u306a\u3069\u306e\u898f\u5236\u306b\u6e96\u62e0\u3057\u305f\u30c7\u30fc\u30bf\u7ba1\u7406\u30d7\u30ed\u30bb\u30b9\u3092\u5c0e\u5165\u3057\u3001\u6cd5\u7684\u8981\u6c42\u3092\u6e80\u305f\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u9069\u5207\u306a\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u5bfe\u7b56\u306f\u3001\u30c7\u30fc\u30bf\u6d41\u51fa\u306b\u3088\u308b\u30ea\u30b9\u30af\u3092\u8efd\u6e1b\u3057\u3001\u7d44\u7e54\u306e\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
\u8ab2\u984c4 \u30c7\u30fc\u30bf\u5206\u6790\u30b9\u30ad\u30eb\u306e\u4e0d\u8db3<\/p>\n
\u8ab2\u984c \u591a\u304f\u306e\u7d44\u7e54\u3067\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u5206\u6790\u30b9\u30ad\u30eb\u304c\u4e0d\u8db3\u3057\u3066\u304a\u308a\u3001\u9069\u5207\u306a\u30a4\u30f3\u30b5\u30a4\u30c8\u3092\u5f15\u304d\u51fa\u3059\u306e\u304c\u96e3\u3057\u3044\u3002<\/p>\n
\u89e3\u6c7a\u7b56
\n– \u793e\u54e1\u6559\u80b2\u3068\u30b9\u30ad\u30eb\u30a2\u30c3\u30d7 \u30c7\u30fc\u30bf\u5206\u6790\u306e\u30b9\u30ad\u30eb\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u3084\u30ef\u30fc\u30af\u30b7\u30e7\u30c3\u30d7\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n
– \u5206\u6790\u30c4\u30fc\u30eb\u306e\u6d3b\u7528 \u30ce\u30fc\u30b3\u30fc\u30c9\u307e\u305f\u306f\u30ed\u30fc\u30b3\u30fc\u30c9\u306e\u5206\u6790\u30c4\u30fc\u30eb\u3092\u5c0e\u5165\u3057\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u306e\u5c02\u9580\u77e5\u8b58\u304c\u306a\u304f\u3068\u3082\u30c7\u30fc\u30bf\u5206\u6790\u3092\u884c\u3048\u308b\u74b0\u5883\u3092\u6574\u5099\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u793e\u54e1\u306e\u30c7\u30fc\u30bf\u30ea\u30c6\u30e9\u30b7\u30fc\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u3067\u3001\u7d44\u7e54\u5168\u4f53\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u80fd\u529b\u304c\u9ad8\u307e\u308a\u3001\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u6587\u5316\u304c\u91b8\u6210\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u8ab2\u984c5 \u6642\u9593\u3068\u30b3\u30b9\u30c8\u306e\u5236\u7d04<\/p>\n
\u8ab2\u984c \u30c7\u30fc\u30bf\u306e\u6e96\u5099\u3001\u5206\u6790\u3001\u6d3b\u7528\u306b\u591a\u5927\u306a\u6642\u9593\u3068\u30b3\u30b9\u30c8\u304c\u304b\u304b\u308b\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u89e3\u6c7a\u7b56
\n– \u81ea\u52d5\u5316\u306e\u63a8\u9032 ETL\uff08Extract, Transform, Load\uff09\u30d7\u30ed\u30bb\u30b9\u306e\u81ea\u52d5\u5316\u3092\u56f3\u308a\u3001\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u52b9\u7387\u5316\u3092\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n
– \u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u5229\u7528 \u30af\u30e9\u30a6\u30c9\u30d9\u30fc\u30b9\u306e\u30c7\u30fc\u30bf\u5206\u6790\u30b5\u30fc\u30d3\u30b9\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u521d\u671f\u6295\u8cc7\u3092\u6291\u3048\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u305f\u30ea\u30bd\u30fc\u30b9\u306e\u30b9\u30b1\u30fc\u30eb\u30a2\u30c3\u30d7\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u81ea\u52d5\u5316\u6280\u8853\u306e\u6d3b\u7528\u306f\u696d\u52d9\u52b9\u7387\u3092\u5411\u4e0a\u3055\u305b\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u306b\u3082\u5bc4\u4e0e\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u5373\u6642\u5229\u7528\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0a\u306e\u8ab2\u984c\u3068\u89e3\u6c7a\u7b56\u3092\u901a\u3058\u3066\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u3088\u308a\u52b9\u679c\u7684\u306b\u6d3b\u7528\u3057\u3001\u7af6\u4e89\u512a\u4f4d\u6027\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u671f\u5f85\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u65bd\u7b56\u3092\u5b9f\u65bd\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u3088\u308a\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n
\u3010\u8981\u7d04\u3011
\n\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u30c7\u30fc\u30bf\u5206\u6790\u306e\u52b9\u7387\u5316\u3084\u9867\u5ba2\u4f53\u9a13\u306e\u5411\u4e0a\u3001\u30aa\u30da\u30ec\u30fc\u30b7\u30e7\u30f3\u306e\u6700\u9069\u5316\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u306e\u5f37\u5316\u306b\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002\u3053\u308c\u306b\u3088\u308a\u3001\u8fc5\u901f\u3067\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u9867\u5ba2\u6e80\u8db3\u5ea6\u3084\u53ce\u76ca\u3092\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u306b\u7e4b\u304c\u308a\u307e\u3059\u3002\u307e\u305f\u3001CRM\u3084\u5728\u5eab\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\u3092\u901a\u3058\u3066\u3001\u52b9\u7387\u7684\u306a\u904b\u7528\u3068\u8cc7\u672c\u306e\u6700\u9069\u914d\u5206\u304c\u5b9f\u73fe\u3055\u308c\u3001\u30b3\u30b9\u30c8\u524a\u6e1b\u3084\u52b9\u679c\u7684\u306a\u30bf\u30fc\u30b2\u30c3\u30c8\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"
\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046\u306b\u3057\u3066\u30d3\u30b8\u30cd\u30b9\u306b\u751f\u304b\u3059\u3053\u3068\u304c\u3067\u304d\u308b\u306e\u304b\uff1f \u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u306b\u304a\u3044\u3066\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u3067\u6d3b\u7528\u3055\u308c\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u8cea\u3092\u5411\u4e0a\u3055\u305b\u3001\u52b9\u7387\u3092\u9ad8\u3081\u3001\u53ce\u76ca\u3092\u5897\u3084\u3059\u624b\u52a9\u3051\u3068\u306a\u308a\u307e\u3059\u3002 \u4ee5\u4e0b\u306b\u3001\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u3069\u306e\u3088\u3046 […]<\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[26],"tags":[],"class_list":{"0":"post-2261","1":"post","2":"type-post","3":"status-publish","4":"format-standard","6":"category-news"},"_links":{"self":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/posts\/2261","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=2261"}],"version-history":[{"count":0,"href":"https:\/\/miniqr.com\/index.php?rest_route=\/wp\/v2\/posts\/2261\/revisions"}],"wp:attachment":[{"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=2261"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=2261"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/miniqr.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=2261"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}