**\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u3068\u306f\u4f55\u304b\uff1f**
\n\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u3068\u306f\u4f55\u304b\uff1f<\/p>\n
\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\uff08Data Extraction\uff09\u3068\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u60c5\u5831\u6e90\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u3001\u53d6\u5f97\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u306f\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3001\u30c7\u30fc\u30bf\u5206\u6790\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u30b7\u30b9\u30c6\u30e0\u7d71\u5408\u306a\u3069\u3001\u591a\u5c90\u306b\u308f\u305f\u308b\u5206\u91ce\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306f\u3001\u5927\u91cf\u306e\u30c7\u30fc\u30bf\u304b\u3089\u6709\u7528\u306a\u60c5\u5831\u3092\u52b9\u7387\u7684\u306b\u62bd\u51fa\u3057\u3001\u7d44\u7e54\u306e\u610f\u601d\u6c7a\u5b9a\u3084\u6226\u7565\u7b56\u5b9a\u3092\u652f\u63f4\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u76ee\u7684\u3068\u91cd\u8981\u6027<\/p>\n
\u610f\u601d\u6c7a\u5b9a\u306e\u652f\u63f4 \u7d44\u7e54\u306f\u6b63\u78ba\u304b\u3064\u6700\u65b0\u306e\u30c7\u30fc\u30bf\u306b\u57fa\u3065\u3044\u3066\u610f\u601d\u6c7a\u5b9a\u3092\u884c\u3046\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306b\u3088\u308a\u3001\u5fc5\u8981\u306a\u60c5\u5831\u3092\u8fc5\u901f\u306b\u53d6\u5f97\u3057\u3001\u5206\u6790\u306b\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u696d\u52d9\u52b9\u7387\u306e\u5411\u4e0a \u624b\u52d5\u3067\u306e\u30c7\u30fc\u30bf\u53ce\u96c6\u306f\u6642\u9593\u3068\u52b4\u529b\u3092\u8981\u3057\u307e\u3059\u304c\u3001\u81ea\u52d5\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u624b\u6cd5\u3092\u7528\u3044\u308b\u3053\u3068\u3067\u3001\u52b9\u7387\u7684\u304b\u3064\u6b63\u78ba\u306b\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u306e\u7d71\u5408 \u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u306e\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u5305\u62ec\u7684\u306a\u8996\u70b9\u304b\u3089\u306e\u5206\u6790\u304c\u53ef\u80fd\u3068\u306a\u308a\u3001\u3088\u308a\u6df1\u3044\u6d1e\u5bdf\u3092\u5f97\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u4e3b\u306a\u624b\u6cd5<\/p>\n
\u30b9\u30af\u30ea\u30fc\u30f3\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\uff08Screen Scraping\uff09<\/p>\n
\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u753b\u9762\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
HTML\u30d1\u30fc\u30b7\u30f3\u30b0\u3084\u30d6\u30e9\u30a6\u30b6\u306e\u81ea\u52d5\u64cd\u4f5c\u30c4\u30fc\u30eb\uff08\u4f8b Selenium\uff09\u3092\u4f7f\u7528\u3057\u3066\u5b9f\u73fe\u3057\u307e\u3059\u3002<\/p>\n
API\uff08Application Programming Interface\uff09\u3092\u5229\u7528\u3057\u305f\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3<\/p>\n
\u63d0\u4f9b\u3055\u308c\u305fAPI\u3092\u901a\u3058\u3066\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u76f4\u63a5\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n
\u5b89\u5b9a\u6027\u304c\u9ad8\u304f\u3001\u30c7\u30fc\u30bf\u306e\u69cb\u9020\u5316\u304c\u5bb9\u6613\u3067\u3059\u3002<\/p>\n
ETL\uff08Extract, Transform, Load\uff09\u30c4\u30fc\u30eb\u306e\u6d3b\u7528<\/p>\n
\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3078\u306e\u30c7\u30fc\u30bf\u7d71\u5408\u30d7\u30ed\u30bb\u30b9\u306e\u4e00\u74b0\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u306e\u62bd\u51fa\u3001\u5909\u63db\u3001\u30ed\u30fc\u30c9\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n
\u4ee3\u8868\u7684\u306a\u30c4\u30fc\u30eb\u306b\u306f\u3001Talend\u3001Informatica\u3001Apache NiFi\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30af\u30a8\u30ea<\/p>\n
SQL\u306a\u3069\u306e\u30af\u30a8\u30ea\u8a00\u8a9e\u3092\u4f7f\u7528\u3057\u3066\u3001\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u8907\u96d1\u306a\u6761\u4ef6\u3084\u7d50\u5408\u3092\u7528\u3044\u3066\u3001\u7279\u5b9a\u306e\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n
OCR\uff08Optical Character Recognition\uff09\u6280\u8853\u306e\u6d3b\u7528<\/p>\n
\u753b\u50cf\u3084\u30b9\u30ad\u30e3\u30f3\u3055\u308c\u305f\u6587\u66f8\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n
\u624b\u66f8\u304d\u6587\u66f8\u3084\u5370\u5237\u7269\u304b\u3089\u30c7\u30b8\u30bf\u30eb\u30c7\u30fc\u30bf\u3078\u306e\u5909\u63db\u306b\u7528\u3044\u3089\u308c\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u30d7\u30ed\u30bb\u30b9<\/p>\n
\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7279\u5b9a<\/p>\n
\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u304c\u5b58\u5728\u3059\u308b\u5834\u6240\uff08\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u3001\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u306a\u3069\uff09\u3092\u7279\u5b9a\u3057\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u53d6\u5f97\u65b9\u6cd5\u306e\u9078\u5b9a<\/p>\n
\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u3084\u30bd\u30fc\u30b9\u306b\u5fdc\u3058\u3066\u3001\u9069\u5207\u306a\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u624b\u6cd5\u3092\u9078\u629e\u3057\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u5b9f\u65bd<\/p>\n
\u9078\u5b9a\u3057\u305f\u624b\u6cd5\u3092\u7528\u3044\u3066\u3001\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n
\u3053\u306e\u969b\u3001\u30c7\u30fc\u30bf\u306e\u6b63\u78ba\u6027\u3084\u6574\u5408\u6027\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u306e\u5909\u63db\u3068\u30af\u30ec\u30f3\u30b8\u30f3\u30b0<\/p>\n
\u62bd\u51fa\u3057\u305f\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3084\u4ed6\u306e\u30b7\u30b9\u30c6\u30e0\u3067\u5229\u7528\u3067\u304d\u308b\u5f62\u5f0f\u306b\u5909\u63db\u3057\u3001\u4e0d\u8981\u306a\u30c7\u30fc\u30bf\u3084\u8aa4\u308a\u3092\u53d6\u308a\u9664\u304d\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u306e\u30ed\u30fc\u30c9<\/p>\n
\u6574\u7406\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u76ee\u7684\u306e\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3084\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306b\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n
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\u30c7\u30fc\u30bf\u306e\u591a\u69d8\u6027\u3068\u8907\u96d1\u6027<\/p>\n
\u8907\u6570\u306e\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u3084\u69cb\u9020\u3092\u6301\u3064\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u306e\u62bd\u51fa\u306f\u56f0\u96e3\u3067\u3059\u3002<\/p>\n
\u7d71\u4e00\u7684\u306a\u30c7\u30fc\u30bf\u30e2\u30c7\u30eb\u3084\u6a19\u6e96\u5316\u30c4\u30fc\u30eb\u306e\u5c0e\u5165\u304c\u6709\u52b9\u3067\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u78ba\u4fdd<\/p>\n
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\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u6839\u62e0<\/p>\n
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\u60c5\u5831\u306e\u4fa1\u5024\u5316<\/p>\n
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\u7af6\u4e89\u512a\u4f4d\u6027\u306e\u78ba\u7acb<\/p>\n
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\u6280\u8853\u306e\u9032\u5316<\/p>\n
\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3084\u4eba\u5de5\u77e5\u80fd\u306e\u767a\u5c55\u306b\u3088\u308a\u3001\u5927\u91cf\u304b\u3064\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u306e\u52b9\u7387\u7684\u306a\u62bd\u51fa\u304c\u6c42\u3081\u3089\u308c\u3001\u305d\u308c\u3092\u652f\u3048\u308b\u6280\u8853\u304c\u9032\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u610f\u601d\u6c7a\u5b9a\u306e\u7cbe\u5ea6\u5411\u4e0a<\/p>\n
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\u307e\u3068\u3081<\/p>\n
\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306f\u3001\u73fe\u4ee3\u306e\u60c5\u5831\u793e\u4f1a\u306b\u304a\u3044\u3066\u4e0d\u53ef\u6b20\u306a\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308a\u3001\u52b9\u7387\u7684\u304b\u3064\u6b63\u78ba\u306a\u30c7\u30fc\u30bf\u53d6\u5f97\u306f\u7d44\u7e54\u306e\u6210\u529f\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002<\/p>\n
\u591a\u69d8\u306a\u624b\u6cd5\u3068\u30c4\u30fc\u30eb\u3092\u9069\u5207\u306b\u9078\u629e\u30fb\u6d3b\u7528\u3057\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3092\u78ba\u4fdd\u3059\u308b\u3053\u3068\u3067\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3084\u30c7\u30fc\u30bf\u5206\u6790\u306e\u52b9\u679c\u3092\u6700\u5927\u5316\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u4eca\u5f8c\u3082\u6280\u8853\u306e\u9032\u5316\u3068\u3068\u3082\u306b\u3001\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u624b\u6cd5\u3084\u30c4\u30fc\u30eb\u306f\u3055\u3089\u306b\u9ad8\u5ea6\u5316\u3057\u3001\u307e\u3059\u307e\u3059\u91cd\u8981\u6027\u3092\u5897\u3057\u3066\u3044\u304f\u3053\u3068\u3067\u3057\u3087\u3046\u3002<\/p>\n
**\u4e3b\u8981\u306a\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u624b\u6cd5\u306b\u306f\u3069\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308b\u304b\uff1f**
\n\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\uff08\u30c7\u30fc\u30bf\u62bd\u51fa\uff09\u306f\u3001\u3055\u307e\u3056\u307e\u306a\u30bd\u30fc\u30b9\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u5206\u6790\u3084\u5229\u7528\u53ef\u80fd\u306a\u5f62\u5f0f\u306b\u5909\u63db\u3059\u308b\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n
\u4e3b\u8981\u306a\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u624b\u6cd5\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
1. \u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0<\/p>\n
\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306f\u3001\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u304b\u3089\u81ea\u52d5\u7684\u306b\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u3053\u308c\u306b\u306f\u3001HTML\u69cb\u9020\u3092\u89e3\u6790\u3057\u3001\u7279\u5b9a\u306e\u60c5\u5831\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30b0\u30e9\u30e0\u3084\u30c4\u30fc\u30eb\uff08\u4f8b\u3000Beautiful Soup\u3001Scrapy\uff09\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306f\u3001\u4fa1\u683c\u60c5\u5831\u3001\u30ec\u30d3\u30e5\u30fc\u3001\u30cb\u30e5\u30fc\u30b9\u8a18\u4e8b\u306a\u3069\u3001\u591a\u7a2e\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u969b\u306b\u6709\u52b9\u3067\u3059\u3002<\/p>\n
\u6839\u62e0 \u30a6\u30a7\u30d6\u4e0a\u306b\u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u969b\u306e\u52b9\u7387\u7684\u306a\u65b9\u6cd5\u3068\u3057\u3066\u5e83\u304f\u5229\u7528\u3055\u308c\u3066\u304a\u308a\u3001\u591a\u304f\u306e\u4f01\u696d\u3084\u7814\u7a76\u8005\u304c\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
2. ETL\uff08Extract, Transform, Load\uff09\u30d7\u30ed\u30bb\u30b9<\/p>\n
ETL\u306f\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3084\u30c7\u30fc\u30bf\u30de\u30fc\u30c8\u306b\u30c7\u30fc\u30bf\u3092\u7d71\u5408\u3059\u308b\u305f\u3081\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u3001\u4ee5\u4e0b\u306e3\u3064\u306e\u30b9\u30c6\u30c3\u30d7\u304b\u3089\u6210\u308a\u307e\u3059\u3002<\/p>\n
– Extract\uff08\u62bd\u51fa\uff09 \u7570\u306a\u308b\u30bd\u30fc\u30b9\uff08\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u3001\u30d5\u30a1\u30a4\u30eb\u30b7\u30b9\u30c6\u30e0\u3001API\u306a\u3069\uff09\u304b\u3089\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u307e\u3059\u3002<\/p>\n
– Transform\uff08\u5909\u63db\uff09 \u30c7\u30fc\u30bf\u3092\u7d71\u4e00\u3055\u308c\u305f\u5f62\u5f0f\u306b\u6574\u5f62\u3057\u3001\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3084\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3092\u884c\u3044\u307e\u3059\u3002<\/p>\n
– Load\uff08\u30ed\u30fc\u30c9\uff09 \u5909\u63db\u5f8c\u306e\u30c7\u30fc\u30bf\u3092\u30bf\u30fc\u30b2\u30c3\u30c8\u30b7\u30b9\u30c6\u30e0\u306b\u30ed\u30fc\u30c9\u3057\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u7d71\u5408\u3068\u7ba1\u7406\u306e\u6a19\u6e96\u7684\u306a\u624b\u6cd5\u3068\u3057\u3066\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u7ba1\u7406\u6226\u7565\u306b\u304a\u3044\u3066\u6b20\u304b\u305b\u306a\u3044\u30d7\u30ed\u30bb\u30b9\u3067\u3059\u3002<\/p>\n
\u591a\u304f\u306eETL\u30c4\u30fc\u30eb\uff08\u4f8b\u3000Informatica\u3001Talend\u3001Apache NiFi\uff09\u304c\u5e02\u5834\u3067\u63d0\u4f9b\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
3. API\uff08Application Programming Interface\uff09\u5229\u7528<\/p>\n
API\u306f\u3001\u7570\u306a\u308b\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u9593\u3067\u30c7\u30fc\u30bf\u3092\u4ea4\u63db\u3059\u308b\u305f\u3081\u306e\u30a4\u30f3\u30bf\u30fc\u30d5\u30a7\u30fc\u30b9\u3067\u3059\u3002<\/p>\n
\u591a\u304f\u306e\u30b5\u30fc\u30d3\u30b9\u30d7\u30ed\u30d0\u30a4\u30c0\u30fc\uff08\u4f8b\u3000Twitter API\u3001Google Maps API\uff09\u306f\u3001\u958b\u767a\u8005\u304c\u30c7\u30fc\u30bf\u306b\u30a2\u30af\u30bb\u30b9\u3057\u3084\u3059\u3044\u3088\u3046API\u3092\u63d0\u4f9b\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
API\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u304b\u3064\u69cb\u9020\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u52b9\u7387\u7684\u306b\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 RESTful API\u3084GraphQL\u306a\u3069\u3001\u6a19\u6e96\u5316\u3055\u308c\u305f\u624b\u6cd5\u306b\u3088\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u9593\u306e\u30c7\u30fc\u30bf\u9023\u643a\u304c\u5bb9\u6613\u306b\u306a\u308b\u305f\u3081\u3001\u73fe\u4ee3\u306e\u30c7\u30fc\u30bf\u30a8\u30b3\u30b7\u30b9\u30c6\u30e0\u3067\u5e83\u304f\u63a1\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
4. \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30af\u30a8\u30ea<\/p>\n
\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3092\u6301\u3064\u30ea\u30ec\u30fc\u30b7\u30e7\u30ca\u30eb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\uff08\u4f8b\u3000MySQL\u3001PostgreSQL\u3001Oracle\uff09\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u306bSQL\uff08Structured Query Language\uff09\u3092\u7528\u3044\u307e\u3059\u3002<\/p>\n
\u7279\u5b9a\u306e\u6761\u4ef6\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u3001\u96c6\u8a08\u3059\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n
\u6839\u62e0 \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306f\u591a\u304f\u306e\u4f01\u696d\u306e\u4e3b\u8981\u306a\u30c7\u30fc\u30bf\u30b9\u30c8\u30ec\u30fc\u30b8\u30bd\u30ea\u30e5\u30fc\u30b7\u30e7\u30f3\u3067\u3042\u308a\u3001SQL\u306f\u305d\u306e\u6a19\u6e96\u7684\u306a\u64cd\u4f5c\u8a00\u8a9e\u3068\u3057\u3066\u5e83\u304f\u666e\u53ca\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
5. \u30ed\u30b0\u89e3\u6790<\/p>\n
\u30b7\u30b9\u30c6\u30e0\u3084\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u306e\u30ed\u30b0\u30d5\u30a1\u30a4\u30eb\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u5206\u6790\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u30ed\u30b0\u89e3\u6790\u30c4\u30fc\u30eb\uff08\u4f8b\u3000Splunk\u3001ELK Stack\uff09\u3092\u4f7f\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30e6\u30fc\u30b6\u30fc\u306e\u884c\u52d5\u30d1\u30bf\u30fc\u30f3\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u30d1\u30d5\u30a9\u30fc\u30de\u30f3\u30b9\u3001\u30a8\u30e9\u30fc\u30ec\u30dd\u30fc\u30c8\u306a\u3069\u3092\u53d6\u5f97\u3067\u304d\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 IT\u904b\u7528\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u76e3\u8996\u306e\u5206\u91ce\u3067\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u304a\u308a\u3001\u904b\u7528\u52b9\u7387\u5316\u3084\u554f\u984c\u89e3\u6c7a\u306b\u4e0d\u53ef\u6b20\u3067\u3059\u3002<\/p>\n
6. OCR\uff08Optical Character Recognition\uff09<\/p>\n
\u753b\u50cf\u3084\u30b9\u30ad\u30e3\u30f3\u3057\u305f\u6587\u66f8\u304b\u3089\u30c6\u30ad\u30b9\u30c8\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u6280\u8853\u3067\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u7d19\u306e\u66f8\u985e\u3084\u624b\u66f8\u304d\u306e\u30e1\u30e2\u304b\u3089\u60c5\u5831\u3092\u30c7\u30b8\u30bf\u30eb\u5316\u3059\u308b\u969b\u306b\u5229\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
OCR\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\uff08\u4f8b\u3000Tesseract\u3001Adobe Acrobat\uff09\u306f\u3001\u6587\u5b57\u8a8d\u8b58\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306b\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30c7\u30b8\u30bf\u30eb\u5316\u304c\u9032\u3080\u73fe\u4ee3\u306b\u304a\u3044\u3066\u3001\u591a\u69d8\u306a\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u304b\u3089\u60c5\u5831\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306e\u91cd\u8981\u306a\u624b\u6cd5\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
7. \u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u53ce\u96c6<\/p>\n
IoT\u30c7\u30d0\u30a4\u30b9\u3084\u30bb\u30f3\u30b5\u30fc\u304b\u3089\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u3067\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3059\u308b\u624b\u6cd5\u3067\u3059\u3002<\/p>\n
\u6e29\u5ea6\u3001\u6e7f\u5ea6\u3001\u4f4d\u7f6e\u60c5\u5831\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u74b0\u5883\u30c7\u30fc\u30bf\u3092\u53d6\u5f97\u3057\u3001\u5206\u6790\u306b\u5229\u7528\u3057\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u53ce\u96c6\u306b\u306fMQTT\u3084CoAP\u306a\u3069\u306e\u30d7\u30ed\u30c8\u30b3\u30eb\u304c\u4f7f\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30b9\u30de\u30fc\u30c8\u30b7\u30c6\u30a3\u3001\u7523\u696d\u30aa\u30fc\u30c8\u30e1\u30fc\u30b7\u30e7\u30f3\u3001\u30d8\u30eb\u30b9\u30b1\u30a2\u306a\u3069\u3001\u3055\u307e\u3056\u307e\u306a\u5206\u91ce\u3067\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u306e\u6d3b\u7528\u304c\u9032\u3093\u3067\u304a\u308a\u3001\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u91cd\u8981\u306a\u4e00\u90e8\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n
8. \u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3<\/p>\n
\u81ea\u7136\u8a00\u8a9e\u51e6\u7406\uff08NLP\uff09\u3084\u30b3\u30f3\u30d4\u30e5\u30fc\u30bf\u30d3\u30b8\u30e7\u30f3\u306a\u3069\u306e\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u3092\u6d3b\u7528\u3057\u3066\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff08\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u97f3\u58f0\u306a\u3069\uff09\u304b\u3089\u5fc5\u8981\u306a\u60c5\u5831\u3092\u62bd\u51fa\u3057\u307e\u3059\u3002<\/p>\n
\u4f8b\u3048\u3070\u3001\u30c6\u30ad\u30b9\u30c8\u30de\u30a4\u30cb\u30f3\u30b0\u306b\u3088\u308b\u611f\u60c5\u5206\u6790\u3084\u753b\u50cf\u8a8d\u8b58\u306b\u3088\u308b\u7269\u4f53\u691c\u51fa\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n
\u6839\u62e0 \u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u6642\u4ee3\u306b\u304a\u3044\u3066\u3001\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u306e\u4fa1\u5024\u304c\u9ad8\u307e\u3063\u3066\u304a\u308a\u3001\u6a5f\u68b0\u5b66\u7fd2\u6280\u8853\u304c\u305d\u306e\u6d3b\u7528\u3092\u652f\u3048\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u307e\u3068\u3081<\/p>\n
\u4e3b\u8981\u306a\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u624b\u6cd5\u306b\u306f\u3001\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u3001ETL\u30d7\u30ed\u30bb\u30b9\u3001API\u5229\u7528\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30af\u30a8\u30ea\u3001\u30ed\u30b0\u89e3\u6790\u3001OCR\u3001\u30bb\u30f3\u30b5\u30fc\u30c7\u30fc\u30bf\u53ce\u96c6\u3001\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u624b\u6cd5\u306a\u3069\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u3053\u308c\u3089\u306e\u624b\u6cd5\u306f\u3001\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3084\u7528\u9014\u306b\u5fdc\u3058\u3066\u9078\u629e\u3055\u308c\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3068\u5229\u7528\u4fa1\u5024\u3092\u9ad8\u3081\u308b\u305f\u3081\u306b\u6d3b\u7528\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
\u6280\u8853\u306e\u9032\u5c55\u3068\u3068\u3082\u306b\u3001\u3053\u308c\u3089\u306e\u624b\u6cd5\u3082\u9032\u5316\u3057\u7d9a\u3051\u3066\u304a\u308a\u3001\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306e\u52b9\u7387\u6027\u3068\u7cbe\u5ea6\u306e\u5411\u4e0a\u304c\u56f3\u3089\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n
**\u5404\u624b\u6cd5\u306e\u5229\u70b9\u3068\u8ab2\u984c\u306f\u4f55\u304b\uff1f**
\n\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\uff08\u30c7\u30fc\u30bf\u62bd\u51fa\uff09\u306f\u3001\u60c5\u5831\u30b7\u30b9\u30c6\u30e0\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u53d6\u308a\u51fa\u3059\u30d7\u30ed\u30bb\u30b9\u3067\u3042\u308a\u3001\u30d3\u30b8\u30cd\u30b9\u30a4\u30f3\u30c6\u30ea\u30b8\u30a7\u30f3\u30b9\u3084\u30c7\u30fc\u30bf\u5206\u6790\u306e\u57fa\u76e4\u3068\u306a\u308a\u307e\u3059\u3002<\/p>\n
\u30c7\u30fc\u30bf\u30a8\u30af\u30b9\u30c8\u30e9\u30af\u30b7\u30e7\u30f3\u306b\u306f\u8907\u6570\u306e\u624b\u6cd5\u304c\u5b58\u5728\u3057\u3001\u305d\u308c\u305e\u308c\u306b\u5229\u70b9\u3068\u8ab2\u984c\u304c\u3042\u308a\u307e\u3059\u3002<\/p>\n
\u4ee5\u4e0b\u306b\u4e3b\u8981\u306a\u624b\u6cd5\u3068\u305d\u306e\u30e1\u30ea\u30c3\u30c8\u304a\u3088\u3073\u8ab2\u984c\u3092\u8a73\u8ff0\u3057\u307e\u3059\u3002<\/p>\n
1. \u624b\u52d5\u30c7\u30fc\u30bf\u62bd\u51fa<\/p>\n
\u5229\u70b9<\/p>\n
\u67d4\u8edf\u6027 \u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\u3084\u7279\u6b8a\u306a\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306b\u3082\u5bfe\u5fdc\u53ef\u80fd\u3067\u3001\u8907\u96d1\u306a\u30c7\u30fc\u30bf\u69cb\u9020\u3092\u7406\u89e3\u3057\u306a\u304c\u3089\u62bd\u51fa\u3067\u304d\u308b\u3002<\/p>\n
\u521d\u671f\u30b3\u30b9\u30c8\u304c\u4f4e\u3044 \u5c02\u7528\u306e\u30c4\u30fc\u30eb\u3084\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3092\u5fc5\u8981\u3068\u305b\u305a\u3001\u65e2\u5b58\u306e\u30aa\u30d5\u30a3\u30b9\u30c4\u30fc\u30eb\u3067\u5bfe\u5fdc\u53ef\u80fd\u306a\u5834\u5408\u304c\u591a\u3044\u3002<\/p>\n
\u8ab2\u984c<\/p>\n
\u6642\u9593\u3068\u52b4\u529b\u306e\u8ca0\u62c5 \u5927\u91cf\u306e\u30c7\u30fc\u30bf\u3092\u6271\u3046\u5834\u5408\u3001\u624b\u4f5c\u696d\u3067\u306f\u6642\u9593\u304c\u304b\u304b\u308a\u3001\u975e\u52b9\u7387\u7684\u3002<\/p>\n
\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u306e\u30ea\u30b9\u30af \u624b\u52d5\u3067\u306e\u5165\u529b\u3084\u64cd\u4f5c\u30df\u30b9\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6b63\u78ba\u6027\u304c\u640d\u306a\u308f\u308c\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u3044\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u5c0f\u898f\u6a21\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3084\u4e00\u6642\u7684\u306a\u30c7\u30fc\u30bf\u62bd\u51fa\u306b\u306f\u6709\u52b9\u3060\u304c\u3001\u30c7\u30fc\u30bf\u91cf\u304c\u5897\u52a0\u3059\u308b\u3068\u52b9\u7387\u6027\u304c\u8457\u3057\u304f\u4f4e\u4e0b\u3057\u3001\u30a8\u30e9\u30fc\u306e\u767a\u751f\u7387\u3082\u4e0a\u6607\u3059\u308b\u3053\u3068\u304c\u591a\u3044\u3067\u3059\uff08\u53c2\u8003 \u30c7\u30fc\u30bf\u30a8\u30f3\u30c8\u30ea\u306e\u52b9\u7387\u6027\u306b\u95a2\u3059\u308b\u7814\u7a76\uff09\u3002<\/p>\n
2. \u30b9\u30af\u30ea\u30d7\u30c8\u30d9\u30fc\u30b9\u306e\u81ea\u52d5\u30c7\u30fc\u30bf\u62bd\u51fa<\/p>\n
\u5229\u70b9<\/p>\n
\u52b9\u7387\u6027 \u7e70\u308a\u8fd4\u3057\u884c\u308f\u308c\u308b\u30c7\u30fc\u30bf\u62bd\u51fa\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3059\u308b\u3053\u3068\u3067\u3001\u6642\u9593\u3092\u5927\u5e45\u306b\u7bc0\u7d04\u3067\u304d\u308b\u3002<\/p>\n
\u4e00\u8cab\u6027\u3068\u6b63\u78ba\u6027 \u30d7\u30ed\u30b0\u30e9\u30e0\u306b\u57fa\u3065\u3044\u3066\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3059\u308b\u305f\u3081\u3001\u30d2\u30e5\u30fc\u30de\u30f3\u30a8\u30e9\u30fc\u304c\u6e1b\u5c11\u3057\u3001\u30c7\u30fc\u30bf\u306e\u4e00\u8cab\u6027\u304c\u4fdd\u305f\u308c\u308b\u3002<\/p>\n
\u8ab2\u984c<\/p>\n
\u6280\u8853\u7684\u306a\u5c02\u9580\u77e5\u8b58\u304c\u5fc5\u8981 \u30b9\u30af\u30ea\u30d7\u30c8\u306e\u4f5c\u6210\u3084\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306b\u306f\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30ad\u30eb\u304c\u6c42\u3081\u3089\u308c\u308b\u3002<\/p>\n
\u67d4\u8edf\u6027\u306e\u5236\u9650 \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3084\u30d5\u30a9\u30fc\u30de\u30c3\u30c8\u306e\u5909\u66f4\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306b\u306f\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u4fee\u6b63\u304c\u5fc5\u8981\u3068\u306a\u308a\u3001\u67d4\u8edf\u6027\u306b\u6b20\u3051\u308b\u5834\u5408\u304c\u3042\u308b\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u81ea\u52d5\u5316\u306f\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u51e6\u7406\u306b\u9069\u3057\u3066\u304a\u308a\u3001\u6b63\u78ba\u6027\u3092\u9ad8\u3081\u308b\u4e00\u65b9\u3067\u3001\u6280\u8853\u7684\u8ca0\u62c5\u304c\u5897\u52a0\u3059\u308b\u3068\u306e\u5b9f\u8a3c\u30c7\u30fc\u30bf\u304c\u3042\u308a\u307e\u3059\uff08\u53c2\u8003 \u81ea\u52d5\u5316\u3068\u4f5c\u696d\u52b9\u7387\u306b\u95a2\u3059\u308b\u696d\u754c\u30ec\u30dd\u30fc\u30c8\uff09\u3002<\/p>\n
3. ETL\uff08Extract, Transform, Load\uff09\u30d7\u30ed\u30bb\u30b9<\/p>\n
\u5229\u70b9<\/p>\n
\u5305\u62ec\u7684\u306a\u30c7\u30fc\u30bf\u7d71\u5408 \u7570\u306a\u308b\u30bd\u30fc\u30b9\u304b\u3089\u30c7\u30fc\u30bf\u3092\u62bd\u51fa\u3057\u3001\u5909\u63db\u30fb\u7d71\u5408\u3059\u308b\u3053\u3068\u3067\u3001\u7d71\u4e00\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30bb\u30c3\u30c8\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3002<\/p>\n
\u30c7\u30fc\u30bf\u54c1\u8cea\u306e\u5411\u4e0a \u30c7\u30fc\u30bf\u306e\u30af\u30ea\u30fc\u30cb\u30f3\u30b0\u3084\u6b63\u898f\u5316\u3092\u884c\u3046\u3053\u3068\u3067\u3001\u5206\u6790\u306b\u9069\u3057\u305f\u9ad8\u54c1\u8cea\u306a\u30c7\u30fc\u30bf\u3092\u63d0\u4f9b\u3059\u308b\u3002<\/p>\n
\u8ab2\u984c<\/p>\n
\u521d\u671f\u5c0e\u5165\u30b3\u30b9\u30c8\u3068\u8907\u96d1\u6027 ETL\u30c4\u30fc\u30eb\u306e\u5c0e\u5165\u3084\u8a2d\u5b9a\u306b\u306f\u6642\u9593\u3068\u4e88\u7b97\u304c\u5fc5\u8981\u3067\u3042\u308a\u3001\u30b7\u30b9\u30c6\u30e0\u306e\u8907\u96d1\u6027\u3082\u5897\u3059\u3002<\/p>\n
\u904b\u7528\u3068\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u306e\u8ca0\u62c5 \u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u5909\u66f4\u3084\u5909\u63db\u30ed\u30b8\u30c3\u30af\u306e\u66f4\u65b0\u306b\u5bfe\u5fdc\u3059\u308b\u305f\u3081\u306e\u7d99\u7d9a\u7684\u306a\u30e1\u30f3\u30c6\u30ca\u30f3\u30b9\u304c\u6c42\u3081\u3089\u308c\u308b\u3002<\/p>\n
\u6839\u62e0<\/p>\n
ETL\u306f\u5927\u898f\u6a21\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u57fa\u76e4\u3068\u3057\u3066\u5e83\u304f\u7528\u3044\u3089\u308c\u3066\u304a\u308a\u3001\u305d\u306e\u52b9\u679c\u3068\u8ab2\u984c\u306f\u591a\u304f\u306e\u4f01\u696d\u4e8b\u4f8b\u304b\u3089\u78ba\u8a8d\u3055\u308c\u3066\u3044\u307e\u3059\uff08\u53c2\u8003 \u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u5c0e\u5165\u4e8b\u4f8b\uff09\u3002<\/p>\n
4. \u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0<\/p>\n
\u5229\u70b9<\/p>\n
\u591a\u69d8\u306a\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3078\u306e\u30a2\u30af\u30bb\u30b9 \u516c\u958b\u3055\u308c\u3066\u3044\u308b\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u304b\u3089\u81ea\u52d5\u7684\u306b\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3067\u304d\u3001\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u30c7\u30fc\u30bf\u306e\u53d6\u5f97\u304c\u53ef\u80fd\u3002<\/p>\n
\u30b3\u30b9\u30c8\u52b9\u7387 \u591a\u304f\u306e\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306f\u30c7\u30fc\u30bf\u63d0\u4f9b\u3092\u7121\u6599\u3067\u884c\u3063\u3066\u304a\u308a\u3001\u6bd4\u8f03\u7684\u4f4e\u30b3\u30b9\u30c8\u3067\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3067\u304d\u308b\u3002<\/p>\n
\u8ab2\u984c<\/p>\n
\u6cd5\u7684\u304a\u3088\u3073\u502b\u7406\u7684\u554f\u984c \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u5229\u7528\u898f\u7d04\u3084\u8457\u4f5c\u6a29\u6cd5\u306b\u9055\u53cd\u3059\u308b\u53ef\u80fd\u6027\u304c\u3042\u308a\u3001\u6cd5\u7684\u30ea\u30b9\u30af\u3092\u4f34\u3046\u3002<\/p>\n
\u5909\u52d5\u3059\u308b\u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u69cb\u9020 \u30a6\u30a7\u30d6\u30b5\u30a4\u30c8\u306e\u30c7\u30b6\u30a4\u30f3\u3084\u69cb\u9020\u304c\u983b\u7e41\u306b\u5909\u308f\u308b\u305f\u3081\u3001\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u30b9\u30af\u30ea\u30d7\u30c8\u306e\u7dad\u6301\u7ba1\u7406\u304c\u56f0\u96e3\u3002<\/p>\n
\u6839\u62e0<\/p>\n
\u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306f\u30c7\u30fc\u30bf\u53ce\u96c6\u306e\u6709\u529b\u306a\u624b\u6bb5\u3067\u3059\u304c\u3001\u6cd5\u7684\u30ea\u30b9\u30af\u3084\u6280\u8853\u7684\u306a\u8ab2\u984c\u304c\u5b58\u5728\u3059\u308b\u3053\u3068\u304c\u591a\u304f\u3001\u4f01\u696d\u306f\u614e\u91cd\u306a\u5bfe\u5fdc\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\uff08\u53c2\u8003 \u30a6\u30a7\u30d6\u30b9\u30af\u30ec\u30a4\u30d4\u30f3\u30b0\u306b\u95a2\u3059\u308b\u6cd5\u5f8b\u7684\u898f\u5236\uff09\u3002<\/p>\n
5. API\uff08Application Programming Interface\uff09\u3092\u5229\u7528\u3057\u305f\u30c7\u30fc\u30bf\u62bd\u51fa<\/p>\n
\u5229\u70b9<\/p>\n
\u6a19\u6e96\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u30a2\u30af\u30bb\u30b9 API\u3092\u901a\u3058\u3066\u69cb\u9020\u5316\u3055\u308c\u305f\u30c7\u30fc\u30bf\u3092\u5bb9\u6613\u306b\u53d6\u5f97\u3067\u304d\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5408\u6027\u304c\u4fdd\u305f\u308c\u308b\u3002<\/p>\n
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\u8ab2\u984c<\/p>\n
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\u6839\u62e0<\/p>\n
API\u306f\u30c7\u30fc\u30bf\u62bd\u51fa\u306e\u52b9\u7387\u5316\u3068\u6a19\u6e96\u5316\u3092\u63d0\u4f9b\u3057\u307e\u3059\u304c\u3001\u63d0\u4f9b\u5074\u306e\u30dd\u30ea\u30b7\u30fc\u5909\u66f4\u3084\u6599\u91d1\u4f53\u7cfb\u306b\u5de6\u53f3\u3055\u308c\u308b\u30ea\u30b9\u30af\u304c\u5b58\u5728\u3057\u307e\u3059\uff08\u53c2\u8003 API\u5229\u7528\u306b\u95a2\u3059\u308b\u696d\u754c\u30ac\u30a4\u30c9\u30e9\u30a4\u30f3\uff09\u3002<\/p>\n
6. \u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u30ec\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3<\/p>\n
\u5229\u70b9<\/p>\n
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\u8ab2\u984c<\/p>\n
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\u6839\u62e0<\/p>\n
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\u307e\u3068\u3081<\/p>\n
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