\u30c7\u30fc\u30bf\u62bd\u51fa\u3068\u306f\u4f55\u3067\u3059\u304b\uff1f
\n\u30c7\u30fc\u30bf\u62bd\u51fa\u3068\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306e\u4e2d\u304b\u3089\u7279\u5b9a\u306e\u60c5\u5831\u3092\u53d6\u308a\u51fa\u3059\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u96c6\u7d04\u3057\u3001\u89e3\u6790\u3084\u610f\u601d\u6c7a\u5b9a\u306b\u4f7f\u3048\u308b\u5f62\u306b\u6574\u3048\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u306f\u3001\u591a\u304f\u306e\u5834\u5408\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30b9\u30d7\u30ec\u30c3\u30c9\u30b7\u30fc\u30c8\u3001\u307e\u305f\u306f\u30a6\u30a7\u30d6\u30da\u30fc\u30b8\u306a\u3069\u304b\u3089\u884c\u308f\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u65b9\u6cd5<\/p>\n
\u624b\u52d5\u62bd\u51fa \u30c7\u30fc\u30bf\u3092\u624b\u52d5\u3067\u30b3\u30d4\u30fc\u3057\u3001\u6574\u7406\u3057\u307e\u3059\u3002<\/p>\n
\u5c0f\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u306b\u9069\u3057\u3066\u3044\u307e\u3059\u304c\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u306b\u306f\u975e\u52b9\u7387\u7684\u3067\u3059\u3002<\/p>\n
\u81ea\u52d5\u5316\u30c4\u30fc\u30eb\u306e\u4f7f\u7528 SQL\u30af\u30a8\u30ea\u3084ETL\uff08Extract, Transform, Load\uff09\u30c4\u30fc\u30eb\u3092\u4f7f\u3063\u3066\u81ea\u52d5\u7684\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u5927\u898f\u6a21\u306a\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3067\u3082\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306b\u30c7\u30fc\u30bf\u304c\u53d6\u308a\u51fa\u305b\u307e\u3059\u3002<\/p>\n
\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0 \u7279\u5b9a\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u30d7\u30ed\u30b0\u30e9\u30e0\u3067\u53ce\u96c6\u3057\u307e\u3059\u3002<\/p>\n
\u898f\u7d04\u9055\u53cd\u3084\u8457\u4f5c\u6a29\u306e\u554f\u984c\u306b\u6ce8\u610f\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u76ee\u7684<\/p>\n
\u30c7\u30fc\u30bf\u89e3\u6790 \u62bd\u51fa\u3057\u305f\u30c7\u30fc\u30bf\u306f\u7d71\u8a08\u89e3\u6790\u3084\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u306b\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30ec\u30dd\u30fc\u30c6\u30a3\u30f3\u30b0 \u4f01\u696d\u306f\u696d\u7e3e\u5831\u544a\u3084\u5e02\u5834\u5206\u6790\u306e\u305f\u3081\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u610f\u601d\u6c7a\u5b9a\u652f\u63f4 \u7d4c\u55b6\u5224\u65ad\u3092\u884c\u3046\u305f\u3081\u306e\u6839\u62e0\u3068\u3057\u3066\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u6839\u62e0<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u91cd\u8981\u6027\u306f\u3001\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u306e\u610f\u601d\u6c7a\u5b9a\u304c\u5897\u3048\u3066\u3044\u308b\u3053\u3068\u306b\u88cf\u4ed8\u3051\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u3092\u52b9\u679c\u7684\u306b\u62bd\u51fa\u3057\u3001\u6b63\u78ba\u306a\u60c5\u5831\u3092\u57fa\u306b\u5206\u6790\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306e\u7af6\u4e89\u529b\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0\u3068\u3057\u3066\u306f\u4ee5\u4e0b\u306e\u70b9\u304c\u6319\u3052\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u6642\u4ee3\u306e\u5230\u6765 \u4eca\u65e5\u306e\u4f01\u696d\u306f\u81a8\u5927\u306a\u30c7\u30fc\u30bf\u3092\u6271\u3063\u3066\u304a\u308a\u3001\u9069\u5207\u306a\u30c7\u30fc\u30bf\u62bd\u51fa\u304c\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n
\u696d\u52d9\u52b9\u7387\u306e\u5411\u4e0a \u624b\u52d5\u64cd\u4f5c\u3092\u6e1b\u3089\u3057\u3001\u81ea\u52d5\u7684\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u3053\u3068\u3067\u3001\u8aa4\u4f5c\u696d\u3092\u6e1b\u3089\u3057\u52b9\u7387\u3092\u9ad8\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u5206\u6790\u30c4\u30fc\u30eb\u306e\u9032\u5316 BI\u30c4\u30fc\u30eb\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u767a\u9054\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u624b\u6cd5\u3082\u9032\u5316\u3057\u7d9a\u3051\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u306f\u3001\u60c5\u5831\u3092\u6574\u7406\u3057\u3066\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3092\u4f5c\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u3001\u79d1\u5b66\u3001\u65e5\u5e38\u751f\u6d3b\u306b\u304a\u3044\u3066\u305d\u306e\u610f\u7fa9\u306f\u9ad8\u307e\u308b\u4e00\u65b9\u3067\u3059\u3002<\/p>\n
\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u9069\u5207\u306b\u7ba1\u7406\u3059\u308b\u3053\u3068\u304c\u3001\u30c7\u30fc\u30bf\u304b\u3089\u4fa1\u5024\u3092\u5f15\u304d\u51fa\u3059\u9375\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u65b9\u6cd5\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u7a2e\u985e\u304c\u3042\u308a\u307e\u3059\u304b\uff1f
\n\u30c7\u30fc\u30bf\u62bd\u51fa\u306f\u3001\u7279\u5b9a\u306e\u60c5\u5831\u3092\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u304b\u3089\u9078\u3073\u51fa\u3059\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u3001\u3055\u307e\u3056\u307e\u306a\u65b9\u6cd5\u304c\u5b58\u5728\u3057\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4e3b\u306a\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u65b9\u6cd5\u3068\u305d\u306e\u6839\u62e0\u3092\u8aac\u660e\u3057\u307e\u3059\u3002<\/p>\n
\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u62bd\u51fa <\/p>\n
SQL\u30af\u30a8\u30ea \u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u65b9\u6cd5\u3067\u3001\u7279\u5b9a\u306e\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0\u3068\u3057\u3066\u3001SQL\u306f\u6a19\u6e96\u5316\u3055\u308c\u305f\u8a00\u8a9e\u3067\u3042\u308a\u3001\u591a\u304f\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30b7\u30b9\u30c6\u30e0\u3067\u5e83\u304f\u4f7f\u308f\u308c\u3066\u3044\u308b\u305f\u3081\u3001\u4fe1\u983c\u6027\u3068\u4e92\u63db\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
ETL\u30d7\u30ed\u30bb\u30b9 Extract, Transform, Load\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u901a\u3058\u3066\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u7b49\u306b\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u7d71\u5408\u3068\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u306b\u6709\u7528\u3067\u3042\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3067\u4e00\u822c\u7684\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u62bd\u51fa <\/p>\n
Web\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0 \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u304b\u3089\u30c7\u30fc\u30bf\u3092\u81ea\u52d5\u53ce\u96c6\u3059\u308b\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n
HTML\u30da\u30fc\u30b8\u3092\u89e3\u6790\u3057\u3066\u7279\u5b9a\u306e\u60c5\u5831\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
Python\u306eBeautifulSoup\u3084Scrapy\u306a\u3069\u306e\u30e9\u30a4\u30d6\u30e9\u30ea\u304c\u5229\u7528\u3055\u308c\u3001\u5e83\u7bc4\u56f2\u306a\u60c5\u5831\u6e90\u304b\u3089\u30c7\u30fc\u30bf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0 \u81ea\u7136\u8a00\u8a9e\u51e6\u7406\u3092\u4f7f\u3063\u3066\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u304b\u3089\u6709\u76ca\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u30bd\u30fc\u30b7\u30e3\u30eb\u30e1\u30c7\u30a3\u30a2\u306e\u6295\u7a3f\u3084\u30ab\u30b9\u30bf\u30de\u30fc\u30d5\u30a3\u30fc\u30c9\u30d0\u30c3\u30af\u304c\u5bfe\u8c61\u3067\u3059\u3002<\/p>\n
\u30bb\u30df\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u62bd\u51fa <\/p>\n
XML\/JSON\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0 XML\u3084JSON\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u304b\u3089\u3001\u7279\u5b9a\u306e\u30ce\u30fc\u30c9\u3084\u30ad\u30fc\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u5f15\u304d\u51fa\u3059\u65b9\u6cd5\u3067\u3059\u3002<\/p>\n
XPath\u3084JSONPath\u306e\u3088\u3046\u306a\u30af\u30a8\u30ea\u8a00\u8a9e\u3092\u7528\u3044\u3066\u52b9\u7387\u7684\u306b\u62bd\u51fa\u3067\u304d\u307e\u3059\u3002<\/p>\n
API\u30c7\u30fc\u30bf\u62bd\u51fa RESTful API\u3084GraphQL\u3092\u5229\u7528\u3057\u3066\u3001\u30c7\u30fc\u30bf\u3092\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
API\u306b\u3088\u3063\u3066\u63d0\u4f9b\u3055\u308c\u308b\u30a8\u30f3\u30c9\u30dd\u30a4\u30f3\u30c8\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3059\u308b\u305f\u3081\u3001\u65b0\u9bae\u3067\u30d0\u30fc\u30b8\u30e7\u30f3\u7ba1\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u62bd\u51fa <\/p>\n
\u30b9\u30c8\u30ea\u30fc\u30df\u30f3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406 Apache Kafka\u3084Apache Flink\u306a\u3069\u306e\u30c4\u30fc\u30eb\u3092\u4f7f\u3044\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30b9\u30c8\u30ea\u30fc\u30e0\u30c7\u30fc\u30bf\u3092\u51e6\u7406\u3057\u3001\u7279\u5b9a\u306e\u30eb\u30fc\u30eb\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u52a0\u5de5\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u8fc5\u901f\u306b\u5229\u7528\u53ef\u80fd\u306b\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u65b9\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3084\u76ee\u7684\u306b\u3088\u3063\u3066\u4f7f\u3044\u5206\u3051\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u624b\u6cd5\u306f\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u3084\u4f01\u696d\u306e\u610f\u601d\u6c7a\u5b9a\u30d7\u30ed\u30bb\u30b9\u306b\u304a\u3044\u3066\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u6b63\u78ba\u304b\u3064\u52b9\u7387\u7684\u306b\u53d6\u5f97\u3059\u308b\u305f\u3081\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n
\u5404\u65b9\u6cd5\u306b\u306f\u305d\u308c\u305e\u308c\u306e\u5229\u70b9\u3068\u6b20\u70b9\u304c\u3042\u308a\u3001\u9078\u629e\u3059\u308b\u969b\u306f\u5bfe\u8c61\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u3001\u30dc\u30ea\u30e5\u30fc\u30e0\u3001\u305d\u3057\u3066\u62bd\u51fa\u306e\u76ee\u7684\u306b\u5fdc\u3058\u3066\u6700\u9069\u306a\u624b\u6cd5\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u52b9\u7387\u7684\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u306b\u306f\u3069\u3046\u3059\u308c\u3070\u826f\u3044\u3067\u3059\u304b\uff1f
\n\u30c7\u30fc\u30bf\u62bd\u51fa\u3092\u52b9\u7387\u7684\u306b\u884c\u3046\u305f\u3081\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3068\u8003\u616e\u4e8b\u9805\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u3001\u305d\u306e\u4e3b\u306a\u65b9\u6cd5\u3068\u6839\u62e0\u3092\u793a\u3057\u307e\u3059\u3002<\/p>\n
\u76ee\u7684\u306e\u660e\u78ba\u5316 \u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u7b2c\u4e00\u6b69\u306f\u3001\u4f55\u3092\u9054\u6210\u3057\u305f\u3044\u306e\u304b\u3092\u660e\u78ba\u306b\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n
\u5177\u4f53\u7684\u306a\u76ee\u6a19\u304c\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u306a\u3044\u3068\u3001\u4e0d\u8981\u306a\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3084\u5206\u6790\u306b\u6642\u9593\u3092\u6d6a\u8cbb\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u660e\u78ba\u306a\u76ee\u7684\u306f\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u30d5\u30a3\u30fc\u30eb\u30c9\u3084\u6761\u4ef6\u3092\u7d5e\u308a\u8fbc\u3080\u57fa\u6e96\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u9069\u5207\u306a\u30c4\u30fc\u30eb\u306e\u9078\u5b9a \u30c7\u30fc\u30bf\u62bd\u51fa\u306b\u306f\u3055\u307e\u3056\u307e\u306a\u30c4\u30fc\u30eb\u3084\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u306e\u62bd\u51fa\u3067\u3042\u308c\u3070SQL\u3001Web\u30c7\u30fc\u30bf\u306a\u3089\u3070Scrapy\u3084BeautifulSoup\u306a\u3069\u304c\u8003\u3048\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u5404\u30c4\u30fc\u30eb\u306e\u7279\u5fb4\u3092\u7406\u89e3\u3057\u3001\u30c7\u30fc\u30bf\u306e\u91cf\u3084\u5f62\u5f0f\u3001\u30a2\u30af\u30bb\u30b9\u983b\u5ea6\u306b\u5fdc\u3058\u305f\u30c4\u30fc\u30eb\u3092\u9078\u3076\u3053\u3068\u304c\u52b9\u7387\u5316\u306b\u3064\u306a\u304c\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u306e\u5b9f\u65bd \u62bd\u51fa\u3057\u305f\u30c7\u30fc\u30bf\u304c\u6b63\u78ba\u3067\u4fe1\u983c\u3067\u304d\u308b\u3082\u306e\u3067\u3042\u308b\u305f\u3081\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u304c\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u4e0d\u5b8c\u5168\u306a\u30c7\u30fc\u30bf\u3084\u91cd\u8907\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u9664\u304d\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u3067\u3001\u305d\u306e\u5f8c\u306e\u5206\u6790\u3084\u51e6\u7406\u3092\u30b9\u30e0\u30fc\u30ba\u306b\u9032\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306e\u69cb\u7bc9 \u30c7\u30fc\u30bf\u306e\u52b9\u7387\u7684\u306a\u62bd\u51fa\u306b\u306f\u3001\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u306e\u8a2d\u8a08\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u9069\u5207\u306b\u8a2d\u8a08\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u3001\u30af\u30a8\u30ea\u306e\u51e6\u7406\u901f\u5ea6\u3092\u5287\u7684\u306b\u5411\u4e0a\u3055\u305b\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6b63\u898f\u5316\u3084\u30a4\u30f3\u30c7\u30c3\u30af\u30b9\u306e\u4f7f\u7528\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u3092\u4fdd\u3061\u3064\u3064\u3001\u30af\u30a8\u30ea\u901f\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u65b9\u6cd5\u3068\u3057\u3066\u4e00\u822c\u7684\u3067\u3059\u3002<\/p>\n
\u81ea\u52d5\u5316\u306e\u6d3b\u7528 \u5b9a\u671f\u7684\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u5fc5\u8981\u304c\u3042\u308b\u5834\u5408\u306b\u306f\u3001\u81ea\u52d5\u5316\u30b9\u30af\u30ea\u30d7\u30c8\u3084ETL\uff08Extract, Transform, Load\uff09\u30c4\u30fc\u30eb\u3092\u6d3b\u7528\u3059\u308b\u3068\u52b9\u7387\u7684\u3067\u3059\u3002<\/p>\n
\u30b9\u30af\u30ea\u30d7\u30c8\u3092\u4f7f\u3046\u3053\u3068\u3067\u3001\u624b\u52d5\u64cd\u4f5c\u306b\u3088\u308b\u30a8\u30e9\u30fc\u306e\u30ea\u30b9\u30af\u304c\u6e1b\u308a\u3001\u7e70\u308a\u8fd4\u3057\u30bf\u30b9\u30af\u306e\u8ca0\u62c5\u3082\u8efd\u6e1b\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u898f\u6a21\u306b\u5fdc\u3058\u305f\u30a2\u30fc\u30ad\u30c6\u30af\u30c1\u30e3\u306e\u9078\u629e \u5927\u898f\u6a21\u30c7\u30fc\u30bf\u306e\u5834\u5408\u3001Hadoop\u3084Spark\u306e\u3088\u3046\u306a\u5206\u6563\u51e6\u7406\u30d5\u30ec\u30fc\u30e0\u30ef\u30fc\u30af\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u306b\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u51e6\u7406\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u3088\u308a\u3001\u30b9\u30b1\u30fc\u30eb\u80fd\u529b\u3092\u6709\u52b9\u306b\u5229\u7528\u3057\u3001\u62bd\u51fa\u30d7\u30ed\u30bb\u30b9\u3092\u8fc5\u901f\u5316\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u52b9\u7387\u7684\u306a\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u624b\u6cd5\u306f\u3001\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30b9\u306e\u5206\u91ce\u3067\u5e83\u304f\u7814\u7a76\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u5404\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u5411\u4e0a\u3068\u51e6\u7406\u901f\u5ea6\u306e\u6700\u9069\u5316\u3092\u76ee\u7684\u3068\u3057\u3066\u304a\u308a\u3001\u5b9f\u52d9\u306b\u304a\u3051\u308b\u30d9\u30b9\u30c8\u30d7\u30e9\u30af\u30c6\u30a3\u30b9\u3068\u3057\u3066\u8a8d\u8b58\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u305f\u3001\u30c4\u30fc\u30eb\u3084\u6280\u8853\u306e\u9078\u5b9a\u306f\u3001\u7279\u5b9a\u306e\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u3084\u30c7\u30fc\u30bf\u7279\u6027\u306b\u57fa\u3065\u304f\u3082\u306e\u3067\u3042\u308a\u3001\u52b9\u7387\u5316\u306e\u305f\u3081\u306e\u6280\u8853\u7684\u88cf\u4ed8\u3051\u3092\u6301\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0a\u306e\u65b9\u6cd5\u3092\u7d44\u307f\u5408\u308f\u305b\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u52b9\u7387\u3092\u6700\u5927\u9650\u306b\u9ad8\u3081\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u5177\u4f53\u7684\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u304a\u3044\u3066\u306f\u3001\u5404\u30b9\u30c6\u30c3\u30d7\u3092\u81ea\u8eab\u306e\u30cb\u30fc\u30ba\u3084\u74b0\u5883\u306b\u5408\u308f\u305b\u3066\u8abf\u6574\u3059\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u904e\u7a0b\u3067\u6ce8\u610f\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8\u306f\u4f55\u3067\u3059\u304b\uff1f
\n\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u904e\u7a0b\u3067\u6ce8\u610f\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8\u306f\u4ee5\u4e0b\u306e\u901a\u308a\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u30dd\u30a4\u30f3\u30c8\u306f\u3001\u30c7\u30fc\u30bf\u306e\u7cbe\u5ea6\u30fb\u4fe1\u983c\u6027\u3092\u78ba\u4fdd\u3057\u3001\u5206\u6790\u3084\u610f\u601d\u6c7a\u5b9a\u306b\u9069\u3057\u305f\u5f62\u3067\u30c7\u30fc\u30bf\u3092\u5229\u7528\u3059\u308b\u305f\u3081\u306b\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u4fe1\u983c\u6027\u78ba\u8a8d
\n\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u306f\u3001\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304c\u4fe1\u983c\u3067\u304d\u308b\u3082\u306e\u3067\u3042\u308b\u304b\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u3067\u3059\u3002<\/p>\n
\u4fe1\u983c\u6027\u306e\u306a\u3044\u30c7\u30fc\u30bf\u306f\u5206\u6790\u7d50\u679c\u306b\u5f71\u97ff\u3092\u4e0e\u3048\u3001\u610f\u601d\u6c7a\u5b9a\u3092\u8aa4\u3089\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
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\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3068\u6b63\u78ba\u6027
\n\u30c7\u30fc\u30bf\u62bd\u51fa\u6642\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3068\u6b63\u78ba\u6027\u3092\u78ba\u4fdd\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u304c\u8aa4\u3063\u3066\u5165\u529b\u3055\u308c\u3066\u3044\u305f\u308a\u3001\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u304c\u7570\u306a\u3063\u305f\u308a\u3059\u308b\u3053\u3068\u306f\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u3092\u640d\u306a\u3044\u3001\u5206\u6790\u7d50\u679c\u3092\u8aa4\u3089\u305b\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
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\u30c7\u30fc\u30bf\u306e\u5b8c\u5168\u6027
\n\u62bd\u51fa\u3057\u305f\u30c7\u30fc\u30bf\u304c\u5b8c\u5168\u3067\u3042\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u306b\u6b20\u6e2c\u304c\u3042\u308b\u5834\u5408\u3001\u5206\u6790\u306b\u304a\u3044\u3066\u5927\u304d\u306a\u554f\u984c\u3092\u5f15\u304d\u8d77\u3053\u3059\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u6b20\u640d\u5024\u3092\u3069\u306e\u3088\u3046\u306b\u6271\u3046\u304b\u3001\u5fc5\u8981\u306b\u5fdc\u3058\u3066\u30c7\u30fc\u30bf\u306e\u88dc\u5b8c\u3084\u53d6\u6271\u3092\u691c\u8a0e\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u306e\u9069\u5408\u6027
\n\u62bd\u51fa\u3055\u308c\u305f\u30c7\u30fc\u30bf\u304c\u76ee\u7684\u306b\u9069\u3057\u3066\u3044\u308b\u304b\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306f\u5206\u6790\u306e\u76ee\u7684\u306b\u5fdc\u3058\u305f\u30c7\u30fc\u30bf\u62bd\u51fa\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u6b63\u78ba\u306a\u5206\u6790\u7d50\u679c\u3092\u5f97\u308b\u305f\u3081\u306e\u57fa\u790e\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u5bfe\u8c61\u3068\u3059\u308b\u671f\u9593\u3001\u5730\u57df\u3001\u305d\u306e\u4ed6\u306e\u6761\u4ef6\u304c\u9069\u5207\u306b\u8a2d\u5b9a\u3055\u308c\u3066\u3044\u308b\u304b\u306e\u78ba\u8a8d\u3082\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n
\u6cd5\u4ee4\u9075\u5b88\u3068\u502b\u7406\u7684\u914d\u616e
\n\u30c7\u30fc\u30bf\u62bd\u51fa\u904e\u7a0b\u306b\u304a\u3044\u3066\u3001\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u30c7\u30fc\u30bf\u4fdd\u8b77\u306b\u95a2\u9023\u3059\u308b\u6cd5\u898f\u5236\u3092\u9075\u5b88\u3059\u308b\u3053\u3068\u306f\u5fc5\u9808\u3067\u3059\u3002<\/p>\n
\u500b\u4eba\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u306fGDPR\u3084\u305d\u306e\u4ed6\u306e\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u898f\u5236\u306b\u6e96\u62e0\u3059\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u3001\u30c7\u30fc\u30bf\u306e\u5229\u7528\u306b\u306f\u502b\u7406\u7684\u914d\u616e\u3082\u5fc5\u8981\u3067\u3059\u3002<\/p>\n
\u6280\u8853\u7684\u6b21\u5143\u306e\u8003\u616e
\n\u30c7\u30fc\u30bf\u62bd\u51fa\u306b\u4f7f\u7528\u3055\u308c\u308b\u6280\u8853\u3084\u30c4\u30fc\u30eb\u304c\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u9069\u3057\u3066\u3044\u308b\u3053\u3068\u3092\u78ba\u8a8d\u3057\u307e\u3059\u3002<\/p>\n
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