{"id":1225,"date":"2025-12-09T11:47:18","date_gmt":"2025-12-09T02:47:18","guid":{"rendered":"https:\/\/www.js-career.info\/media\/?p=1225"},"modified":"2026-03-17T13:58:32","modified_gmt":"2026-03-17T04:58:32","slug":"data-engineer-role-and-differences","status":"publish","type":"post","link":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/","title":{"rendered":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\"><span class=\"jinr-d--text-color d--marker1 d--bold\">\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u8077\u7a2e\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/span><br><span class=\"jinr-d--text-color d--marker2 d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3084\u4ed5\u4e8b\u5185\u5bb9\u3001\u4ed6\u306e\u8077\u7a2e\u3068\u306e\u9055\u3044\u3001\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3084\u8cc7\u683c\u3001\u3055\u3089\u306b\u306f\u5e74\u53ce\u3084\u6c42\u4eba\u52d5\u5411\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002<\/span><br>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5c06\u6765\u6027\u3084\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u306e\u9053\u306b\u3064\u3044\u3066\u3082\u89e6\u308c\u3001\u8aad\u8005\u304c\u3053\u306e\u5206\u91ce\u306b\u5bfe\u3059\u308b\u7406\u89e3\u3092\u6df1\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u69cb\u6210\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<div id=\"rtoc-mokuji-wrapper\" class=\"rtoc-mokuji-content frame2 preset1 animation-fade rtoc_open default\" data-id=\"1225\" data-theme=\"JIN:R child\">\n\t\t\t<div id=\"rtoc-mokuji-title\" class=\" rtoc_left\">\n\t\t\t<button class=\"rtoc_open_close rtoc_open\"><\/button>\n\t\t\t<span>Contents<\/span>\n\t\t\t<\/div><ol class=\"rtoc-mokuji decimal_ol level-1\"><li class=\"rtoc-item\"><a href=\"#rtoc-1\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\uff1f\u57fa\u672c\u6982\u5ff5\u3068\u5f79\u5272<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-2\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u5185\u5bb9\u3068\u306f<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-3\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u91cd\u8981\u6027\u3068\u5f79\u5272\u306e\u5909\u5316<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-4\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6271\u3046\u30c7\u30fc\u30bf\u306e\u7a2e\u985e<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-5\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u9055\u3044<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-6\">\u5f79\u5272\u306e\u9055\u3044<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-7\">\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u306e\u6bd4\u8f03<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-8\">\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\u3068\u5c06\u6765\u6027<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-9\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3068\u8cc7\u683c<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-10\">\u672a\u7d4c\u9a13\u304b\u3089\u76ee\u6307\u3059\u305f\u3081\u306e\u30b9\u30ad\u30eb<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-11\">\u63a8\u5968\u3059\u308b\u8cc7\u683c\u3068\u52c9\u5f37\u65b9\u6cd5<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-12\">\u5b9f\u52d9\u306b\u6d3b\u304b\u305b\u308b\u5177\u4f53\u7684\u306a\u6280\u8853<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-13\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u306e\u6d41\u308c<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-14\">\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u6574\u7406<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-15\">\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7ba1\u7406\u306e\u30d7\u30ed\u30bb\u30b9<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-16\">\u30c7\u30fc\u30bf\u5206\u6790\u306b\u5411\u3051\u305f\u6e96\u5099\u3084\u8a2d\u8a08<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-17\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u3084\u6c42\u4eba\u52d5\u5411<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-18\">\u5e02\u5834\u306b\u304a\u3051\u308b\u9700\u8981\u3068\u5909\u5316<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-19\">\u8077\u7a2e\u3054\u3068\u306e\u5e74\u53ce\u6bd4\u8f03<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-20\">\u8ee2\u8077\u6d3b\u52d5\u306b\u304a\u3051\u308b\u30dd\u30a4\u30f3\u30c8<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-21\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u304a\u3051\u308bAI\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u5f79\u5272<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-22\">AI\u5c0e\u5165\u306b\u3088\u308b\u4ed5\u4e8b\u306e\u5909\u5316<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-23\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u65b9\u6cd5<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-24\">\u6210\u529f\u4e8b\u4f8b\u3068\u305d\u306e\u5f71\u97ff<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-25\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5c06\u6765\u6027\u3068\u30c8\u30ec\u30f3\u30c9<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-26\">\u4eca\u5f8c\u306e\u5e02\u5834\u52d5\u5411<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-27\">\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u9032\u5316\u3068\u305d\u306e\u5f71\u97ff<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-28\">\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306e\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u8ca2\u732e<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-29\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u306e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9053<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-30\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-31\">\u5b9f\u7e3e\u3065\u304f\u308a\u306e\u305f\u3081\u306e\u65b9\u6cd5<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-32\">\u81ea\u55b6\u696d\u306e\u8003\u616e\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8<\/a><\/li><\/ul><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-33\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<\/a><ul class=\"rtoc-mokuji mokuji_ul level-2\"><li class=\"rtoc-item\"><a href=\"#rtoc-34\">\u3084\u3081\u3068\u3051\u3068\u8a00\u308f\u308c\u308b\u7406\u7531\u306f\uff1f<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-35\">\u3064\u307e\u3089\u306a\u3044\u3068\u611f\u3058\u308b\u5834\u5408\u306e\u5bfe\u7b56<\/a><\/li><li class=\"rtoc-item\"><a href=\"#rtoc-36\">\u696d\u754c\u3067\u6210\u529f\u3059\u308b\u305f\u3081\u306e\u79d8\u8a23<\/a><\/li><\/ul><\/li><\/ol><\/div><h2 id=\"rtoc-1\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\uff1f\u57fa\u672c\u6982\u5ff5\u3068\u5f79\u5272<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"jinr-d--text-color d--marker2\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u6574\u7406\u3001\u7ba1\u7406\u3092\u884c\u3046\u5c02\u9580\u8077\u3067\u3059\u3002<\/span><br>\u5f7c\u3089\u306f\u3001\u30c7\u30fc\u30bf\u3092\u5206\u6790\u53ef\u80fd\u306a\u5f62\u306b\u6574\u3048\u308b\u305f\u3081\u306e\u57fa\u76e4\u3092\u69cb\u7bc9\u3057\u3001\u904b\u7528\u3057\u307e\u3059\u3002<br>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3084\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u306e\u8a2d\u8a08\u3001ETL\uff08Extract, Transform, Load\uff09\u30d7\u30ed\u30bb\u30b9\u306e\u5b9f\u88c5\u306a\u3069\u3092\u62c5\u5f53\u3057\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u30d3\u30b8\u30cd\u30b9\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<br>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u306f\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u99c6\u52d5\u578b\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u3048\u308b\u91cd\u8981\u306a\u8981\u7d20\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-2\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u5185\u5bb9\u3068\u306f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"jinr-d--text-color d--marker1\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e3b\u306a\u4ed5\u4e8b\u5185\u5bb9\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u6574\u7406\u3001\u7ba1\u7406\u3001\u305d\u3057\u3066\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u69cb\u7bc9\u3067\u3059\u3002<\/span><br>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u696d\u52d9\u3092\u884c\u3044\u307e\u3059\u3002<br>\u30fb\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u306e\u7279\u5b9a\u3068\u63a5\u7d9a<br>\u30fb\u30c7\u30fc\u30bf\u306e\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3068\u6574\u5f62<br>\u30fb\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u306e\u8a2d\u8a08\u3068\u5b9f\u88c5<br>\u30fb\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u7ba1\u7406\u3068\u6700\u9069\u5316<br>\u30fb\u30c7\u30fc\u30bf\u306e\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u306e\u78ba\u4fdd<br>\u3053\u308c\u3089\u306e\u696d\u52d9\u3092\u901a\u3058\u3066\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3092\u4fdd\u3061\u3001\u5206\u6790\u3084\u5831\u544a\u306b\u5fc5\u8981\u306a\u60c5\u5831\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-3\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u91cd\u8981\u6027\u3068\u5f79\u5272\u306e\u5909\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u91cd\u8981\u6027\u306f\u3001\u30c7\u30fc\u30bf\u306e\u91cf\u3068\u7a2e\u985e\u304c\u5897\u52a0\u3059\u308b\u4e2d\u3067\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<br>\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u7af6\u4e89\u529b\u3092\u9ad8\u3081\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u306f\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br>\u7279\u306b\u3001\u30c7\u30fc\u30bf\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3084<span class=\"jinr-d--text-color d--user-color1 d--bold\">\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf<\/span>\u306e\u6d3b\u7528\u304c\u6c42\u3081\u3089\u308c\u308b\u3088\u3046\u306b\u306a\u308a\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u65b0\u3057\u3044\u6280\u8853\u3084\u30c4\u30fc\u30eb\u3092\u53d6\u308a\u5165\u308c\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u5358\u306a\u308b\u30c7\u30fc\u30bf\u306e\u7ba1\u7406\u8005\u304b\u3089\u3001\u6226\u7565\u7684\u306a\u30c7\u30fc\u30bf\u6d3b\u7528\u306e\u63a8\u9032\u8005\u3078\u3068\u5f79\u5272\u304c\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-4\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6271\u3046\u30c7\u30fc\u30bf\u306e\u7a2e\u985e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u6271\u3046\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u306f\u591a\u5c90\u306b\u308f\u305f\u308a\u307e\u3059\u3002<br>\u4e3b\u306a\u30c7\u30fc\u30bf\u306e\u7a2e\u985e\u306b\u306f\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<br>\u30fb\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff1a\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306b\u683c\u7d0d\u3055\u308c\u308b\u8868\u5f62\u5f0f\u306e\u30c7\u30fc\u30bf<br>\u30fb\u534a\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff1aJSON\u3084XML\u306a\u3069\u3001\u4e00\u5b9a\u306e\u69cb\u9020\u3092\u6301\u3064\u304c\u3001\u67d4\u8edf\u6027\u306e\u3042\u308b\u30c7\u30fc\u30bf<br>\u30fb\u975e\u69cb\u9020\u5316\u30c7\u30fc\u30bf\uff1a\u30c6\u30ad\u30b9\u30c8\u3001\u753b\u50cf\u3001\u52d5\u753b\u306a\u3069\u3001\u7279\u5b9a\u306e\u5f62\u5f0f\u3092\u6301\u305f\u306a\u3044\u30c7\u30fc\u30bf<br>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u3053\u308c\u3089\u306e\u30c7\u30fc\u30bf\u3092\u9069\u5207\u306b\u51e6\u7406\u3057\u3001\u5206\u6790\u53ef\u80fd\u306a\u5f62\u306b\u6574\u3048\u308b\u3053\u3068\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/data-engineer\/why-data-engineer-is-interesting\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/why-data-engineer-is-interesting-320x180.png\" alt=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u304c\u9762\u767d\u3044\u7406\u7531\u3068\u3084\u308a\u304c\u3044\u3092\u63a2\u6c42\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u304c\u9762\u767d\u3044\u7406\u7531\u3068\u3084\u308a\u304c\u3044\u3092\u63a2\u6c42<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-5\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u9055\u3044<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><span class=\"jinr-d--text-color d--user-color2 d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/span>\u3068<span class=\"jinr-d--text-color d--user-color2 d--bold\">\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/span>\u306f\u3001\u30c7\u30fc\u30bf\u306b\u95a2\u308f\u308b\u8077\u7a2e\u3067\u3059\u304c\u3001\u305d\u306e\u5f79\u5272\u3084\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u306b\u306f\u660e\u78ba\u306a\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<br><span class=\"jinr-d--text-color d--marker1 d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3084\u7ba1\u7406\u3092\u62c5\u5f53\u3057\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u305d\u306e\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3066\u6d1e\u5bdf\u3092\u5f97\u308b\u5f79\u5272\u3092\u62c5\u3044\u307e\u3059\u3002<\/span><br>\u4e21\u8005\u306f\u5354\u529b\u3057\u5408\u3044\u3001\u30c7\u30fc\u30bf\u3092\u6700\u5927\u9650\u306b\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u30c1\u30fc\u30e0\u3092\u5f62\u6210\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-6\"  class=\"wp-block-heading jinr-heading d--bold\">\u5f79\u5272\u306e\u9055\u3044<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u5f79\u5272\u306e\u9055\u3044\u306f\u3001\u4e3b\u306b\u4ee5\u4e0b\u306e\u70b9\u306b\u3042\u308a\u307e\u3059\u3002<br><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u8077\u7a2e<\/th><th>\u4e3b\u306a\u5f79\u5272<\/th><\/tr><tr><td>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u6574\u7406\u3001\u7ba1\u7406<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/td><td>\u30c7\u30fc\u30bf\u306e\u5206\u6790\u3001\u30e2\u30c7\u30eb\u69cb\u7bc9<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u30c7\u30fc\u30bf\u306e\u57fa\u76e4\u3092\u6574\u3048\u308b\u3053\u3068\u306b\u91cd\u70b9\u3092\u7f6e\u304d\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u305d\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30d3\u30b8\u30cd\u30b9\u306e\u610f\u601d\u6c7a\u5b9a\u3092\u652f\u63f4\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"rtoc-7\"  class=\"wp-block-heading jinr-heading d--bold\">\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u306e\u6bd4\u8f03<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3067\u306f\u3001\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u30bb\u30c3\u30c8\u306b\u3082\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002<br>\u4ee5\u4e0b\u306b\u305d\u308c\u305e\u308c\u306e\u30b9\u30ad\u30eb\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<br><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u30b9\u30ad\u30eb<\/th><th>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/th><th>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/th><\/tr><tr><td>\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0<\/td><td>Python, SQL, Java<\/td><td>Python, R, SQL<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u7ba1\u7406<\/td><td>SQL, NoSQL<\/td><td>SQL<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u5206\u6790<\/td><td>\u57fa\u672c\u7684\u306a\u77e5\u8b58<\/td><td>\u9ad8\u5ea6\u306a\u5206\u6790\u30b9\u30ad\u30eb<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u30c7\u30fc\u30bf\u306e\u6574\u5099\u306b\u7279\u5316\u3057\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306f\u5206\u6790\u306b\u7279\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"rtoc-8\"  class=\"wp-block-heading jinr-heading d--bold\">\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\u3068\u5c06\u6765\u6027<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\u306f\u591a\u69d8\u3067\u3001\u30c7\u30fc\u30bf\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u7ba1\u7406\u8005\u3001\u3055\u3089\u306b\u306f\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3078\u306e\u8ee2\u8eab\u3082\u53ef\u80fd\u3067\u3059\u3002<br>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u306f\u9ad8\u307e\u3063\u3066\u304a\u308a\u3001\u7279\u306b\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3084\u30af\u30e9\u30a6\u30c9\u6280\u8853\u306e\u9032\u5316\u306b\u4f34\u3044\u3001\u5c06\u6765\u6027\u306f\u975e\u5e38\u306b\u660e\u308b\u3044\u3068\u8a00\u3048\u307e\u3059\u3002<br>\u4f01\u696d\u304c\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u305f\u3081\u306e\u57fa\u76e4\u3092\u6574\u3048\u308b\u5f79\u5272\u306f\u3001\u4eca\u5f8c\u3082\u91cd\u8981\u8996\u3055\u308c\u7d9a\u3051\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/data-engineer-role-and-differences-320x180.png\" alt=\"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-9\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3068\u8cc7\u683c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u6210\u529f\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u7279\u5b9a\u306e\u30b9\u30ad\u30eb\u3068\u8cc7\u683c\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<br>\u3053\u308c\u3089\u306e\u30b9\u30ad\u30eb\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3001\u6574\u7406\u3001\u7ba1\u7406\u306b\u5fc5\u8981\u306a\u6280\u8853\u7684\u306a\u80fd\u529b\u3092\u542b\u307f\u307e\u3059\u3002<br>\u7279\u306b\u3001\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u8a00\u8a9e\u3084\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u77e5\u8b58\u306f\u5fc5\u9808\u3067\u3059\u3002<br>\u307e\u305f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5206\u91ce\u306f\u6025\u901f\u306b\u9032\u5316\u3057\u3066\u3044\u308b\u305f\u3081\u3001\u5e38\u306b\u65b0\u3057\u3044\u6280\u8853\u3092\u5b66\u3076\u59ff\u52e2\u3082\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-10\"  class=\"wp-block-heading jinr-heading d--bold\">\u672a\u7d4c\u9a13\u304b\u3089\u76ee\u6307\u3059\u305f\u3081\u306e\u30b9\u30ad\u30eb<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u672a\u7d4c\u9a13\u304b\u3089\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u76ee\u6307\u3059\u5834\u5408\u3001\u307e\u305a\u306f\u57fa\u672c\u7684\u306a\u30d7\u30ed\u30b0\u30e9\u30df\u30f3\u30b0\u30b9\u30ad\u30eb\u3092\u8eab\u306b\u3064\u3051\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<br>\u4ee5\u4e0b\u306e\u30b9\u30ad\u30eb\u3092\u7fd2\u5f97\u3059\u308b\u3053\u3068\u3092\u304a\u52e7\u3081\u3057\u307e\u3059\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>Python\u3084SQL\u306e\u57fa\u790e<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u306e\u57fa\u672c\u6982\u5ff5<\/li>\n\n\n\n<li>ETL\u30d7\u30ed\u30bb\u30b9\u306e\u7406\u89e3<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u53ef\u8996\u5316\u30c4\u30fc\u30eb\u306e\u4f7f\u7528\u7d4c\u9a13<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u30b9\u30ad\u30eb\u3092\u5b66\u3076\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306e\u57fa\u76e4\u3092\u7bc9\u304f\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"rtoc-11\"  class=\"wp-block-heading jinr-heading d--bold\">\u63a8\u5968\u3059\u308b\u8cc7\u683c\u3068\u52c9\u5f37\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u95a2\u9023\u3059\u308b\u8cc7\u683c\u3092\u53d6\u5f97\u3059\u308b\u3053\u3068\u3067\u3001\u5c02\u9580\u77e5\u8b58\u3092\u8a3c\u660e\u3067\u304d\u307e\u3059\u3002<br>\u4ee5\u4e0b\u306e\u8cc7\u683c\u304c\u7279\u306b\u63a8\u5968\u3055\u308c\u307e\u3059\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>Google Cloud Professional Data Engineer<\/li>\n\n\n\n<li>AWS Certified Data Analytics<\/li>\n\n\n\n<li>Microsoft Azure Data Engineer<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u8cc7\u683c\u3092\u53d6\u5f97\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u516c\u5f0f\u306e\u30c8\u30ec\u30fc\u30cb\u30f3\u30b0\u30b3\u30fc\u30b9\u3084\u30aa\u30f3\u30e9\u30a4\u30f3\u5b66\u7fd2\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u304c\u52b9\u679c\u7684\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"rtoc-12\"  class=\"wp-block-heading jinr-heading d--bold\">\u5b9f\u52d9\u306b\u6d3b\u304b\u305b\u308b\u5177\u4f53\u7684\u306a\u6280\u8853<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u5b9f\u52d9\u306b\u6d3b\u304b\u305b\u308b\u5177\u4f53\u7684\u306a\u6280\u8853\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u3082\u306e\u304c\u3042\u308a\u307e\u3059\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>Apache Hadoop\u3084Spark\u306a\u3069\u306e\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u51e6\u7406\u6280\u8853<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u7ba1\u7406\u30b7\u30b9\u30c6\u30e0\uff08MySQL, PostgreSQL, MongoDB\u306a\u3069\uff09<\/li>\n\n\n\n<li>\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u30c4\u30fc\u30eb\uff08Apache Airflow, Talend\u306a\u3069\uff09<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u6280\u8853\u3092\u4f7f\u3044\u3053\u306a\u3059\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3084\u51e6\u7406\u3092\u52b9\u7387\u7684\u306b\u884c\u3046\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-certifications645\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2026\/01\/data-engineer-certifications645-320x180.png\" alt=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306a\u308b\u305f\u3081\u306e\u8cc7\u683c\u3001\u53d6\u5f97\u3059\u308b\u3079\u304d\u3082\u306e\u306f\uff1f\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306a\u308b\u305f\u3081\u306e\u8cc7\u683c\u3001\u53d6\u5f97\u3059\u308b\u3079\u304d\u3082\u306e\u306f\uff1f<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-13\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u306e\u6d41\u308c<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u304b\u3089\u5206\u6790\u306b\u81f3\u308b\u307e\u3067\u306e\u4e00\u9023\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u542b\u307f\u307e\u3059\u3002<br>\u3053\u308c\u3089\u306e\u30d7\u30ed\u30bb\u30b9\u3092\u7406\u89e3\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3092\u3088\u308a\u6df1\u304f\u7406\u89e3\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-14\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u3068\u6574\u7406<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u6700\u521d\u306e\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<br>\u30c7\u30fc\u30bf\u30bd\u30fc\u30b9\u3092\u7279\u5b9a\u3057\u3001\u5fc5\u8981\u306a\u30c7\u30fc\u30bf\u3092\u53ce\u96c6\u3057\u307e\u3059\u3002<br>\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u306f\u3001\u6b21\u306b\u6574\u7406\u3055\u308c\u3001\u30af\u30ec\u30f3\u30b8\u30f3\u30b0\u3055\u308c\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u304c\u5411\u4e0a\u3057\u3001\u5206\u6790\u306b\u9069\u3057\u305f\u5f62\u306b\u306a\u308a\u307e\u3059\u3002<br>\u5177\u4f53\u7684\u306a\u624b\u6cd5\u3068\u3057\u3066\u306f\u3001API\u304b\u3089\u306e\u30c7\u30fc\u30bf\u53d6\u5f97\u3084\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u304b\u3089\u306e\u62bd\u51fa\u304c\u542b\u307e\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-15\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u51e6\u7406\u3068\u7ba1\u7406\u306e\u30d7\u30ed\u30bb\u30b9<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u306f\u3001\u53ce\u96c6\u3057\u305f\u30c7\u30fc\u30bf\u3092\u5206\u6790\u53ef\u80fd\u306a\u5f62\u306b\u5909\u63db\u3059\u308b\u91cd\u8981\u306a\u30b9\u30c6\u30c3\u30d7\u3067\u3059\u3002<br>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001ETL\u30d7\u30ed\u30bb\u30b9\u3092\u901a\u3058\u3066\u30c7\u30fc\u30bf\u3092\u5909\u63db\u3057\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9\u3084\u30c7\u30fc\u30bf\u30ec\u30a4\u30af\u306b\u683c\u7d0d\u3057\u307e\u3059\u3002<br>\u3053\u306e\u30d7\u30ed\u30bb\u30b9\u3067\u306f\u3001\u30c7\u30fc\u30bf\u306e\u6574\u5f62\u3084\u96c6\u7d04\u3001\u30d5\u30a3\u30eb\u30bf\u30ea\u30f3\u30b0\u304c\u884c\u308f\u308c\u3001\u6700\u7d42\u7684\u306b\u30c7\u30fc\u30bf\u304c\u5206\u6790\u306b\u9069\u3057\u305f\u72b6\u614b\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-16\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u5206\u6790\u306b\u5411\u3051\u305f\u6e96\u5099\u3084\u8a2d\u8a08<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u5206\u6790\u306b\u5411\u3051\u305f\u6e96\u5099\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u91cd\u8981\u306a\u5f79\u5272\u306e\u4e00\u3064\u3067\u3059\u3002<br>\u30c7\u30fc\u30bf\u304c\u6574\u3063\u305f\u5f8c\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3084\u30a2\u30ca\u30ea\u30b9\u30c8\u304c\u5206\u6790\u3092\u884c\u3046\u305f\u3081\u306e\u74b0\u5883\u3092\u6574\u3048\u307e\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ef\u8996\u5316\u3084\u30c0\u30c3\u30b7\u30e5\u30dc\u30fc\u30c9\u306e\u8a2d\u8a08\u3001\u5206\u6790\u30c4\u30fc\u30eb\u306e\u8a2d\u5b9a\u306a\u3069\u304c\u542b\u307e\u308c\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u306e\u6d1e\u5bdf\u3092\u5f97\u308b\u305f\u3081\u306e\u57fa\u76e4\u304c\u6574\u3044\u307e\u3059\u3002<\/p>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/data-engineer\/what-does-data-engineer-do\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/what-does-data-engineer-do-320x180.png\" alt=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3063\u3066\u4f55\u3092\u3059\u308b\u306e\uff1f\u672a\u7d4c\u9a13\u8005\u3067\u3082\u308f\u304b\u308b\u4ed5\u4e8b\u5185\u5bb9\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3063\u3066\u4f55\u3092\u3059\u308b\u306e\uff1f\u672a\u7d4c\u9a13\u8005\u3067\u3082\u308f\u304b\u308b\u4ed5\u4e8b\u5185\u5bb9<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-17\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u3084\u6c42\u4eba\u52d5\u5411<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u3084\u6c42\u4eba\u52d5\u5411\u306f\u3001\u696d\u754c\u306e\u9700\u8981\u3084\u6280\u8853\u306e\u9032\u5316\u306b\u5927\u304d\u304f\u5f71\u97ff\u3055\u308c\u307e\u3059\u3002<br>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u306f\u9ad8\u307e\u3063\u3066\u304a\u308a\u3001\u5e74\u53ce\u3082\u4e0a\u6607\u50be\u5411\u306b\u3042\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-18\"  class=\"wp-block-heading jinr-heading d--bold\">\u5e02\u5834\u306b\u304a\u3051\u308b\u9700\u8981\u3068\u5909\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e02\u5834\u306b\u304a\u3051\u308b\u9700\u8981\u306f\u3001\u30c7\u30fc\u30bf\u306e\u91cd\u8981\u6027\u304c\u5897\u3059\u4e2d\u3067\u6025\u901f\u306b\u9ad8\u307e\u3063\u3066\u3044\u307e\u3059\u3002<br>\u4f01\u696d\u306f\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3057\u3066\u7af6\u4e89\u529b\u3092\u9ad8\u3081\u308b\u305f\u3081\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u304c\u307e\u3059\u307e\u3059\u91cd\u8981\u8996\u3055\u308c\u3066\u3044\u307e\u3059\u3002<br>\u7279\u306b\u3001\u30d3\u30c3\u30b0\u30c7\u30fc\u30bf\u3084\u30af\u30e9\u30a6\u30c9\u6280\u8853\u306e\u9032\u5316\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u306f\u4eca\u5f8c\u3082\u5897\u52a0\u3059\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-19\"  class=\"wp-block-heading jinr-heading d--bold\">\u8077\u7a2e\u3054\u3068\u306e\u5e74\u53ce\u6bd4\u8f03<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u306f\u3001\u4ed6\u306eIT\u8077\u7a2e\u3068\u6bd4\u8f03\u3057\u3066\u3082\u9ad8\u3044\u6c34\u6e96\u306b\u3042\u308a\u307e\u3059\u3002<br>\u4ee5\u4e0b\u306b\u3001\u4e00\u822c\u7684\u306a\u8077\u7a2e\u3054\u3068\u306e\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u307e\u3059\u3002<br><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><th>\u8077\u7a2e<\/th><th>\u5e74\u53ce\uff08\u4e07\u5186\uff09<\/th><\/tr><tr><td>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>600\u301c900<\/td><\/tr><tr><td>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8<\/td><td>700\u301c1000<\/td><\/tr><tr><td>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30a8\u30f3\u30b8\u30cb\u30a2<\/td><td>500\u301c800<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u7279\u306b\u7d4c\u9a13\u3092\u7a4d\u3080\u3053\u3068\u3067\u9ad8\u3044\u5e74\u53ce\u3092\u5f97\u308b\u3053\u3068\u304c\u53ef\u80fd\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"rtoc-20\"  class=\"wp-block-heading jinr-heading d--bold\">\u8ee2\u8077\u6d3b\u52d5\u306b\u304a\u3051\u308b\u30dd\u30a4\u30f3\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3057\u3066\u306e\u8ee2\u8077\u6d3b\u52d5\u3067\u306f\u3001\u30b9\u30ad\u30eb\u3084\u7d4c\u9a13\u3092\u30a2\u30d4\u30fc\u30eb\u3059\u308b\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u30dd\u30a4\u30f3\u30c8\u306b\u6ce8\u610f\u3057\u307e\u3057\u3087\u3046\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u7d4c\u9a13\u3092\u5177\u4f53\u7684\u306b\u793a\u3059<\/li>\n\n\n\n<li>\u4f7f\u7528\u3057\u305f\u6280\u8853\u3084\u30c4\u30fc\u30eb\u3092\u660e\u8a18\u3059\u308b<\/li>\n\n\n\n<li>\u8cc7\u683c\u3084\u5b66\u7fd2\u5c65\u6b74\u3092\u30a2\u30d4\u30fc\u30eb\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u62bc\u3055\u3048\u308b\u3053\u3068\u3067\u3001\u8ee2\u8077\u6d3b\u52d5\u3092\u6210\u529f\u3055\u305b\u308b\u53ef\u80fd\u6027\u304c\u9ad8\u307e\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-harsh-reality-truth-682\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2026\/02\/data-engineer-harsh-reality-truth-682-320x180.png\" alt=\"\u300c\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3084\u3081\u3068\u3051\u300d\u3068\u8a00\u308f\u305b\u308b\u696d\u52d9\u306e\u5b9f\u614b\u3068\u306f\uff1f\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u300c\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3084\u3081\u3068\u3051\u300d\u3068\u8a00\u308f\u305b\u308b\u696d\u52d9\u306e\u5b9f\u614b\u3068\u306f\uff1f<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-21\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u304a\u3051\u308bAI\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u5f79\u5272<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5206\u91ce\u3067\u3082\u91cd\u8981\u306a\u5f79\u5272\u3092\u679c\u305f\u3057\u3066\u3044\u307e\u3059\u3002<br>\u3053\u308c\u3089\u306e\u6280\u8853\u306f\u3001\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u3084\u5206\u6790\u3092\u52b9\u7387\u5316\u3057\u3001\u3088\u308a\u9ad8\u5ea6\u306a\u6d1e\u5bdf\u3092\u5f97\u308b\u305f\u3081\u306b\u6d3b\u7528\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-22\"  class=\"wp-block-heading jinr-heading d--bold\">AI\u5c0e\u5165\u306b\u3088\u308b\u4ed5\u4e8b\u306e\u5909\u5316<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u306e\u5c0e\u5165\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u306f\u5927\u304d\u304f\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002<br>\u7279\u306b\u3001\u30c7\u30fc\u30bf\u306e\u81ea\u52d5\u51e6\u7406\u3084\u5206\u6790\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3088\u308a\u6226\u7565\u7684\u306a\u696d\u52d9\u306b\u96c6\u4e2d\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br>AI\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u51e6\u7406\u901f\u5ea6\u3084\u7cbe\u5ea6\u304c\u5411\u4e0a\u3057\u3001\u696d\u52d9\u52b9\u7387\u304c\u5927\u5e45\u306b\u6539\u5584\u3055\u308c\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-23\"  class=\"wp-block-heading jinr-heading d--bold\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u4f7f\u3063\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u306e\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u305f\u30c7\u30fc\u30bf\u51e6\u7406\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u3068\u3063\u3066\u65b0\u305f\u306a\u30b9\u30ad\u30eb\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u65b9\u6cd5\u304c\u7528\u3044\u3089\u308c\u307e\u3059\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u30c7\u30fc\u30bf\u306e\u524d\u51e6\u7406\uff1a\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306b\u9069\u3057\u305f\u5f62\u306b\u30c7\u30fc\u30bf\u3092\u6574\u5f62\u3059\u308b<\/li>\n\n\n\n<li>\u7279\u5fb4\u91cf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\uff1a\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u5411\u4e0a\u3055\u305b\u308b\u305f\u3081\u306e\u7279\u5fb4\u91cf\u3092\u9078\u5b9a\u3059\u308b<\/li>\n\n\n\n<li>\u30e2\u30c7\u30eb\u306e\u30c7\u30d7\u30ed\u30a4\uff1a\u5b66\u7fd2\u3057\u305f\u30e2\u30c7\u30eb\u3092\u5b9f\u969b\u306e\u30b7\u30b9\u30c6\u30e0\u306b\u7d44\u307f\u8fbc\u3080<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3088\u308a\u9ad8\u5ea6\u306a\u30c7\u30fc\u30bf\u51e6\u7406\u3092\u884c\u3046\u3053\u3068\u304c\u53ef\u80fd\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"rtoc-24\"  class=\"wp-block-heading jinr-heading d--bold\">\u6210\u529f\u4e8b\u4f8b\u3068\u305d\u306e\u5f71\u97ff<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">AI\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u6d3b\u7528\u3057\u305f\u6210\u529f\u4e8b\u4f8b\u306f\u591a\u304f\u3001\u4f01\u696d\u306e\u30c7\u30fc\u30bf\u6d3b\u7528\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<br>\u4f8b\u3048\u3070\u3001\u3042\u308b\u4f01\u696d\u3067\u306f\u6a5f\u68b0\u5b66\u7fd2\u3092\u7528\u3044\u3066\u9867\u5ba2\u306e\u884c\u52d5\u3092\u4e88\u6e2c\u3057\u3001\u30de\u30fc\u30b1\u30c6\u30a3\u30f3\u30b0\u6226\u7565\u3092\u6700\u9069\u5316\u3057\u307e\u3057\u305f\u3002<br>\u3053\u306e\u3088\u3046\u306a\u6210\u529f\u4e8b\u4f8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u306e\u91cd\u8981\u6027\u3092\u518d\u78ba\u8a8d\u3055\u305b\u308b\u3082\u306e\u3067\u3059\u3002<\/p>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-demand-and-market\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/data-engineer-demand-and-market-320x180.png\" alt=\"\u5c06\u6765\u6027\u306f\u629c\u7fa4\uff01\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u3068\u5e02\u5834\u3092\u63a2\u308b\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u5c06\u6765\u6027\u306f\u629c\u7fa4\uff01\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u3068\u5e02\u5834\u3092\u63a2\u308b<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-25\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5c06\u6765\u6027\u3068\u30c8\u30ec\u30f3\u30c9<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u5206\u91ce\u306f\u6025\u901f\u306b\u9032\u5316\u3057\u3066\u304a\u308a\u3001\u5c06\u6765\u6027\u3082\u975e\u5e38\u306b\u9ad8\u3044\u3067\u3059\u3002<br>\u65b0\u3057\u3044\u6280\u8853\u3084\u30c8\u30ec\u30f3\u30c9\u304c\u6b21\u3005\u3068\u767b\u5834\u3057\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3082\u5909\u5316\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-26\"  class=\"wp-block-heading jinr-heading d--bold\">\u4eca\u5f8c\u306e\u5e02\u5834\u52d5\u5411<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u4eca\u5f8c\u306e\u5e02\u5834\u52d5\u5411\u3068\u3057\u3066\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9700\u8981\u306f\u5f15\u304d\u7d9a\u304d\u9ad8\u307e\u308b\u3068\u4e88\u60f3\u3055\u308c\u307e\u3059\u3002<br>\u7279\u306b\u3001\u30c7\u30fc\u30bf\u306e\u30ea\u30a2\u30eb\u30bf\u30a4\u30e0\u51e6\u7406\u3084\u81ea\u52d5\u5316\u304c\u9032\u3080\u4e2d\u3067\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u306f\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u308a\u307e\u3059\u3002<br>\u307e\u305f\u3001\u30c7\u30fc\u30bf\u30d7\u30e9\u30a4\u30d0\u30b7\u30fc\u3084\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u306e\u89b3\u70b9\u304b\u3089\u3082\u3001\u5c02\u9580\u77e5\u8b58\u304c\u6c42\u3081\u3089\u308c\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-27\"  class=\"wp-block-heading jinr-heading d--bold\">\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u9032\u5316\u3068\u305d\u306e\u5f71\u97ff<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30af\u30e9\u30a6\u30c9\u30b5\u30fc\u30d3\u30b9\u306e\u9032\u5316\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u5927\u304d\u306a\u5f71\u97ff\u3092\u4e0e\u3048\u3066\u3044\u307e\u3059\u3002<br>\u30af\u30e9\u30a6\u30c9\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u5229\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u30c7\u30fc\u30bf\u306e\u4fdd\u5b58\u3084\u51e6\u7406\u304c\u52b9\u7387\u5316\u3055\u308c\u3001\u30b9\u30b1\u30fc\u30e9\u30d3\u30ea\u30c6\u30a3\u304c\u5411\u4e0a\u3057\u307e\u3059\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3088\u308a\u67d4\u8edf\u306b\u30c7\u30fc\u30bf\u57fa\u76e4\u3092\u69cb\u7bc9\u3067\u304d\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-28\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306e\u30d3\u30b8\u30cd\u30b9\u3078\u306e\u8ca2\u732e<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30c9\u30ea\u30d6\u30f3\u306e\u30d3\u30b8\u30cd\u30b9\u30e2\u30c7\u30eb\u304c\u666e\u53ca\u3059\u308b\u4e2d\u3067\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u4f01\u696d\u306e\u610f\u601d\u6c7a\u5b9a\u306b\u5927\u304d\u304f\u8ca2\u732e\u3057\u3066\u3044\u307e\u3059\u3002<br>\u30c7\u30fc\u30bf\u3092\u6d3b\u7528\u3059\u308b\u3053\u3068\u3067\u3001\u4f01\u696d\u306f\u3088\u308a\u8fc5\u901f\u304b\u3064\u6b63\u78ba\u306a\u610f\u601d\u6c7a\u5b9a\u304c\u53ef\u80fd\u306b\u306a\u308a\u3001\u7af6\u4e89\u529b\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<br>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u306f\u3001\u4eca\u5f8c\u307e\u3059\u307e\u3059\u91cd\u8981\u306b\u306a\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/data-engineer\/why-data-engineer-is-interesting\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/why-data-engineer-is-interesting-320x180.png\" alt=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u304c\u9762\u767d\u3044\u7406\u7531\u3068\u3084\u308a\u304c\u3044\u3092\u63a2\u6c42\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u304c\u9762\u767d\u3044\u7406\u7531\u3068\u3084\u308a\u304c\u3044\u3092\u63a2\u6c42<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-29\"  class=\"wp-block-heading jinr-heading d--bold\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u306e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9053<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u76ee\u6307\u3059\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002<br>\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u50cd\u304d\u65b9\u306b\u306f\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u3001\u81ea\u5206\u306b\u5408\u3063\u305f\u50cd\u304d\u65b9\u3092\u9078\u3076\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-30\"  class=\"wp-block-heading jinr-heading d--bold\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u306e\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u50cd\u304f\u3053\u3068\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u3088\u3046\u306a\u30e1\u30ea\u30c3\u30c8\u3068\u30c7\u30e1\u30ea\u30c3\u30c8\u304c\u3042\u308a\u307e\u3059\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u30e1\u30ea\u30c3\u30c8\uff1a\u81ea\u7531\u306a\u50cd\u304d\u65b9\u3001\u53ce\u5165\u306e\u5897\u52a0\u3001\u69d8\u3005\u306a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u95a2\u308f\u308b\u6a5f\u4f1a<\/li>\n\n\n\n<li>\u30c7\u30e1\u30ea\u30c3\u30c8\uff1a\u53ce\u5165\u306e\u4e0d\u5b89\u5b9a\u3055\u3001\u81ea\u5df1\u7ba1\u7406\u306e\u5fc5\u8981\u6027\u3001\u798f\u5229\u539a\u751f\u306e\u6b20\u5982<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u3092\u8003\u616e\u3057\u3001\u81ea\u5206\u306b\u5408\u3063\u305f\u50cd\u304d\u65b9\u3092\u9078\u3076\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"rtoc-31\"  class=\"wp-block-heading jinr-heading d--bold\">\u5b9f\u7e3e\u3065\u304f\u308a\u306e\u305f\u3081\u306e\u65b9\u6cd5<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u6210\u529f\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u5b9f\u7e3e\u3092\u7a4d\u3080\u3053\u3068\u304c\u91cd\u8981\u3067\u3059\u3002<br>\u5177\u4f53\u7684\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u65b9\u6cd5\u304c\u3042\u308a\u307e\u3059\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u30dd\u30fc\u30c8\u30d5\u30a9\u30ea\u30aa\u306e\u4f5c\u6210\uff1a\u904e\u53bb\u306e\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u307e\u3068\u3081\u308b<\/li>\n\n\n\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30ad\u30f3\u30b0\uff1a\u696d\u754c\u306e\u30a4\u30d9\u30f3\u30c8\u3084\u30aa\u30f3\u30e9\u30a4\u30f3\u30b3\u30df\u30e5\u30cb\u30c6\u30a3\u306b\u53c2\u52a0\u3059\u308b<\/li>\n\n\n\n<li>\u30af\u30e9\u30a6\u30c9\u30bd\u30fc\u30b7\u30f3\u30b0\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u306e\u6d3b\u7528\uff1a\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u53d7\u6ce8\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001\u4fe1\u983c\u6027\u3092\u9ad8\u3081\u3001\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3092\u7372\u5f97\u3059\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"rtoc-32\"  class=\"wp-block-heading jinr-heading d--bold\">\u81ea\u55b6\u696d\u306e\u8003\u616e\u3059\u3079\u304d\u30dd\u30a4\u30f3\u30c8<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u81ea\u55b6\u696d\u3068\u3057\u3066\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u884c\u3046\u969b\u306b\u306f\u3001\u3044\u304f\u3064\u304b\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u8003\u616e\u3059\u308b\u5fc5\u8981\u304c\u3042\u308a\u307e\u3059\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u7a0e\u52d9\u7ba1\u7406\uff1a\u78ba\u5b9a\u7533\u544a\u3084\u7d4c\u8cbb\u7ba1\u7406\u3092\u9069\u5207\u306b\u884c\u3046<\/li>\n\n\n\n<li>\u5951\u7d04\u7ba1\u7406\uff1a\u30af\u30e9\u30a4\u30a2\u30f3\u30c8\u3068\u306e\u5951\u7d04\u5185\u5bb9\u3092\u660e\u78ba\u306b\u3059\u308b<\/li>\n\n\n\n<li>\u30b9\u30ad\u30eb\u306e\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\uff1a\u5e38\u306b\u65b0\u3057\u3044\u6280\u8853\u3092\u5b66\u3073\u7d9a\u3051\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u3092\u610f\u8b58\u3059\u308b\u3053\u3068\u3067\u3001\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u3068\u3057\u3066\u306e\u6210\u529f\u3092\u53ce\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n<section class=\"b--jinr-block b--jinr-blogcard d--blogcard-hover-up d--blogcard-style1 d--blogcard-mysite t--round \"><div class=\"a--blogcard-label ef\">\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/div><a class=\"o--blogcard-link t--round\" href=\"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/\"><div class=\"c--blogcard-image\"><img loading=\"lazy\" decoding=\"async\" class=\"a--blogcard-img-src\" width=\"128\" height=\"72\" src=\"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/data-engineer-role-and-differences-320x180.png\" alt=\"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044\" \/><\/div><div class=\"a--blogcard-title d--bold\">\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044<\/div><\/a><\/section>\n\n\n<h2 id=\"rtoc-33\"  class=\"wp-block-heading jinr-heading d--bold\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306b\u95a2\u3059\u308b\u3088\u304f\u3042\u308b\u8cea\u554f\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<br>\u3053\u308c\u306b\u3088\u308a\u3001\u8aad\u8005\u304c\u62b1\u3048\u308b\u7591\u554f\u3092\u89e3\u6d88\u3067\u304d\u308b\u3088\u3046\u306b\u3057\u307e\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-34\"  class=\"wp-block-heading jinr-heading d--bold\">\u3084\u3081\u3068\u3051\u3068\u8a00\u308f\u308c\u308b\u7406\u7531\u306f\uff1f<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306f\u3001\u6280\u8853\u306e\u9032\u5316\u304c\u65e9\u304f\u3001\u5e38\u306b\u65b0\u3057\u3044\u77e5\u8b58\u3092\u6c42\u3081\u3089\u308c\u308b\u305f\u3081\u3001\u3084\u3081\u3068\u3051\u3068\u8a00\u308f\u308c\u308b\u3053\u3068\u3082\u3042\u308a\u307e\u3059\u3002<br>\u3057\u304b\u3057\u3001\u8208\u5473\u304c\u3042\u308a\u3001\u5b66\u3073\u7d9a\u3051\u308b\u610f\u6b32\u304c\u3042\u308c\u3070\u3001\u975e\u5e38\u306b\u3084\u308a\u304c\u3044\u306e\u3042\u308b\u8077\u7a2e\u3067\u3059\u3002<\/p>\n\n\n\n<h3 id=\"rtoc-35\"  class=\"wp-block-heading jinr-heading d--bold\">\u3064\u307e\u3089\u306a\u3044\u3068\u611f\u3058\u308b\u5834\u5408\u306e\u5bfe\u7b56<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u304c\u3064\u307e\u3089\u306a\u3044\u3068\u611f\u3058\u308b\u5834\u5408\u3001\u4ee5\u4e0b\u306e\u5bfe\u7b56\u3092\u8003\u3048\u3066\u307f\u307e\u3057\u3087\u3046\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u65b0\u3057\u3044\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u306b\u6311\u6226\u3059\u308b<\/li>\n\n\n\n<li>\u30b9\u30ad\u30eb\u3092\u30a2\u30c3\u30d7\u30c7\u30fc\u30c8\u3059\u308b<\/li>\n\n\n\n<li>\u4ed6\u306e\u8077\u7a2e\u3068\u306e\u30b3\u30e9\u30dc\u30ec\u30fc\u30b7\u30e7\u30f3\u3092\u8a66\u307f\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u306b\u3088\u308a\u3001\u4ed5\u4e8b\u306b\u5bfe\u3059\u308b\u30e2\u30c1\u30d9\u30fc\u30b7\u30e7\u30f3\u3092\u9ad8\u3081\u308b\u3053\u3068\u304c\u3067\u304d\u307e\u3059\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<h3 id=\"rtoc-36\"  class=\"wp-block-heading jinr-heading d--bold\">\u696d\u754c\u3067\u6210\u529f\u3059\u308b\u305f\u3081\u306e\u79d8\u8a23<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3\u30b0\u306e\u696d\u754c\u3067\u6210\u529f\u3059\u308b\u305f\u3081\u306b\u306f\u3001\u4ee5\u4e0b\u306e\u79d8\u8a23\u304c\u3042\u308a\u307e\u3059\u3002<br><\/p>\n\n\n\n<ul class=\"wp-block-list jinr-list\">\n<li>\u5e38\u306b\u5b66\u3073\u7d9a\u3051\u308b\u59ff\u52e2\u3092\u6301\u3064<\/li>\n\n\n\n<li>\u30cd\u30c3\u30c8\u30ef\u30fc\u30af\u3092\u5e83\u3052\u308b<\/li>\n\n\n\n<li>\u5b9f\u7e3e\u3092\u7a4d\u3080\u3053\u3068\u306b\u6ce8\u529b\u3059\u308b<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">\u3053\u308c\u3089\u3092\u5b9f\u8df5\u3059\u308b\u3053\u3068\u3067\u3001\u30ad\u30e3\u30ea\u30a2\u3092\u7bc9\u304f\u3053\u3068\u304c\u3067\u304d\u308b\u3067\u3057\u3087\u3046\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u8077\u7a2e\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3084\u4ed5\u4e8b\u5185\u5bb9\u3001\u4ed6\u306e\u8077\u7a2e\u3068\u306e\u9055\u3044\u3001\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u3084\u8cc7\u683c\u3001\u3055\u3089\u306b\u306f\u5e74\u53ce\u3084\u6c42\u4eba\u52d5\u5411\u306b\u3064\u3044\u3066\u8a73\u3057\u304f\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u30ea\u30f3 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":1731,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_jinr_url_youtube":"","_jinr_pip_youtube":false,"_jinr_time_youtube":"","_jinr_thumb_youtube":"","_jinr_media_youtube":"","_jinr_category_edit":false,"_jinr_category":"","_jinr_title_display":false,"_jinr_snsbutton_display":false,"_jinr_ads_display":false,"_jinr_thumbnail_display":false,"_jinr_profile_display":false,"_jinr_representations_display":false,"_jinr_relatedpost_display":false,"_jinr_sidebar1col_display":false,"_jinr_sidebar2col_display":false,"_jinr_seotitle_display":"","_jinr_description_display":"","_jinr_keyword_display":"","_jinr_hastag_display":"","_jinr_canonical_display":"","_jinr_noindex_display":false,"_jinr_paidpost":false,"_jinr_paidpost_product_id":"","_jinr_headtag_article":"","_jinr_ogp_image_url":"","_jinr_last_featured_id":0,"footnotes":""},"categories":[6],"tags":[179,49,171,103],"class_list":["post-1225","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-data-engineer","tag-179","tag-49","tag-171","tag-103"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 4.9.10 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u8077\u7a2e\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3084\u4ed5\u4e8b\u5185\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"Jscareer2\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/\" \/>\n\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 4.9.10\" \/>\n\t\t<meta property=\"og:locale\" content=\"ja_JP\" \/>\n\t\t<meta property=\"og:site_name\" content=\"JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2 - \u30bc\u30ed\u304b\u3089\u59cb\u3081\u308bIT\u8ee2\u8077\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044 - JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2\" \/>\n\t\t<meta property=\"og:description\" content=\"\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u8077\u7a2e\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3084\u4ed5\u4e8b\u5185\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2025-12-09T02:47:18+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-03-17T04:58:32+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:title\" content=\"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044 - JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2\" \/>\n\t\t<meta name=\"twitter:description\" content=\"\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u8077\u7a2e\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3084\u4ed5\u4e8b\u5185\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#blogposting\",\"name\":\"\\u77e5\\u3089\\u308c\\u3056\\u308b\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u5f79\\u5272\\u3068\\u4ed6\\u8077\\u7a2e\\u3068\\u306e\\u9055\\u3044 - JS\\u30ad\\u30e3\\u30ea\\u30a2\\u30e1\\u30c7\\u30a3\\u30a2\",\"headline\":\"\\u77e5\\u3089\\u308c\\u3056\\u308b\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u5f79\\u5272\\u3068\\u4ed6\\u8077\\u7a2e\\u3068\\u306e\\u9055\\u3044\",\"author\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/author\\\/jscareer2\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/data-engineer-role-and-differences.png\",\"width\":1536,\"height\":1024},\"datePublished\":\"2025-12-09T11:47:18+09:00\",\"dateModified\":\"2026-03-17T13:58:32+09:00\",\"inLanguage\":\"ja\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#webpage\"},\"articleSection\":\"\\u30c7\\u30fc\\u30bf\\u7cfb\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2, \\u30c7\\u30fc\\u30bf\\u7cfb\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2, \\u4ed5\\u4e8b\\u5185\\u5bb9, \\u5f79\\u5272, \\u9055\\u3044\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/www.js-career.info\\\/media\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/category\\\/data-engineer\\\/#listItem\",\"name\":\"\\u30c7\\u30fc\\u30bf\\u7cfb\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/category\\\/data-engineer\\\/#listItem\",\"position\":2,\"name\":\"\\u30c7\\u30fc\\u30bf\\u7cfb\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\",\"item\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/category\\\/data-engineer\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#listItem\",\"name\":\"\\u77e5\\u3089\\u308c\\u3056\\u308b\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u5f79\\u5272\\u3068\\u4ed6\\u8077\\u7a2e\\u3068\\u306e\\u9055\\u3044\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#listItem\",\"position\":3,\"name\":\"\\u77e5\\u3089\\u308c\\u3056\\u308b\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u5f79\\u5272\\u3068\\u4ed6\\u8077\\u7a2e\\u3068\\u306e\\u9055\\u3044\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/category\\\/data-engineer\\\/#listItem\",\"name\":\"\\u30c7\\u30fc\\u30bf\\u7cfb\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/#organization\",\"name\":\"JS\\u30ad\\u30e3\\u30ea\\u30a2\\u30e1\\u30c7\\u30a3\\u30a2\",\"description\":\"JS\\u30ad\\u30e3\\u30ea\\u30a2\\u30e1\\u30c7\\u30a3\\u30a2\\u306f\\u3001\\u672a\\u7d4c\\u9a13\\u304b\\u3089IT\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3092\\u76ee\\u6307\\u3059\\u65b9\\u5411\\u3051\\u306b\\u3001\\u8077\\u7a2e\\u89e3\\u8aac\\u30fb\\u8cc7\\u683c\\u30fb\\u30ad\\u30e3\\u30ea\\u30a2\\u8a2d\\u8a08\\u30fb\\u8ee2\\u8077\\u30ce\\u30a6\\u30cf\\u30a6\\u3092\\u308f\\u304b\\u308a\\u3084\\u3059\\u304f\\u767a\\u4fe1\\u3059\\u308bIT\\u8ee2\\u8077\\u30e1\\u30c7\\u30a3\\u30a2\\u3067\\u3059\\u3002\",\"url\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/logoB-1.png\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#organizationLogo\",\"width\":88,\"height\":93},\"image\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#organizationLogo\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/author\\\/jscareer2\\\/#author\",\"url\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/author\\\/jscareer2\\\/\",\"name\":\"Jscareer2\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/91110f8bfe4c3b0bcf0e3748d87d0f64192fb23606d6e9de10f5ac44d8007b84?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"Jscareer2\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#webpage\",\"url\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/\",\"name\":\"\\u77e5\\u3089\\u308c\\u3056\\u308b\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u5f79\\u5272\\u3068\\u4ed6\\u8077\\u7a2e\\u3068\\u306e\\u9055\\u3044 - JS\\u30ad\\u30e3\\u30ea\\u30a2\\u30e1\\u30c7\\u30a3\\u30a2\",\"description\":\"\\u3053\\u306e\\u8a18\\u4e8b\\u306f\\u3001\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068\\u3044\\u3046\\u8077\\u7a2e\\u306b\\u3064\\u3044\\u3066\\u77e5\\u308a\\u305f\\u3044\\u65b9\\u306b\\u5411\\u3051\\u3066\\u66f8\\u304b\\u308c\\u3066\\u3044\\u307e\\u3059\\u3002\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u5f79\\u5272\\u3084\\u4ed5\\u4e8b\\u5185\",\"inLanguage\":\"ja\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/author\\\/jscareer2\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/author\\\/jscareer2\\\/#author\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/wp-content\\\/uploads\\\/2025\\\/10\\\/data-engineer-role-and-differences.png\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#mainImage\",\"width\":1536,\"height\":1024},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/data-engineer\\\/data-engineer-role-and-differences\\\/#mainImage\"},\"datePublished\":\"2025-12-09T11:47:18+09:00\",\"dateModified\":\"2026-03-17T13:58:32+09:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/#website\",\"url\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/\",\"name\":\"JS\\u30ad\\u30e3\\u30ea\\u30a2\\u30e1\\u30c7\\u30a3\\u30a2\",\"description\":\"\\u30bc\\u30ed\\u304b\\u3089\\u59cb\\u3081\\u308bIT\\u8ee2\\u8077\",\"inLanguage\":\"ja\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.js-career.info\\\/media\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044 - JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2","description":"\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u8077\u7a2e\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3084\u4ed5\u4e8b\u5185","canonical_url":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#blogposting","name":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044 - JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2","headline":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044","author":{"@id":"https:\/\/www.js-career.info\/media\/author\/jscareer2\/#author"},"publisher":{"@id":"https:\/\/www.js-career.info\/media\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/data-engineer-role-and-differences.png","width":1536,"height":1024},"datePublished":"2025-12-09T11:47:18+09:00","dateModified":"2026-03-17T13:58:32+09:00","inLanguage":"ja","mainEntityOfPage":{"@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#webpage"},"isPartOf":{"@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#webpage"},"articleSection":"\u30c7\u30fc\u30bf\u7cfb\u30a8\u30f3\u30b8\u30cb\u30a2, \u30c7\u30fc\u30bf\u7cfb\u30a8\u30f3\u30b8\u30cb\u30a2, \u4ed5\u4e8b\u5185\u5bb9, \u5f79\u5272, \u9055\u3044"},{"@type":"BreadcrumbList","@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/www.js-career.info\/media#listItem","position":1,"name":"Home","item":"https:\/\/www.js-career.info\/media","nextItem":{"@type":"ListItem","@id":"https:\/\/www.js-career.info\/media\/category\/data-engineer\/#listItem","name":"\u30c7\u30fc\u30bf\u7cfb\u30a8\u30f3\u30b8\u30cb\u30a2"}},{"@type":"ListItem","@id":"https:\/\/www.js-career.info\/media\/category\/data-engineer\/#listItem","position":2,"name":"\u30c7\u30fc\u30bf\u7cfb\u30a8\u30f3\u30b8\u30cb\u30a2","item":"https:\/\/www.js-career.info\/media\/category\/data-engineer\/","nextItem":{"@type":"ListItem","@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#listItem","name":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044"},"previousItem":{"@type":"ListItem","@id":"https:\/\/www.js-career.info\/media#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#listItem","position":3,"name":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044","previousItem":{"@type":"ListItem","@id":"https:\/\/www.js-career.info\/media\/category\/data-engineer\/#listItem","name":"\u30c7\u30fc\u30bf\u7cfb\u30a8\u30f3\u30b8\u30cb\u30a2"}}]},{"@type":"Organization","@id":"https:\/\/www.js-career.info\/media\/#organization","name":"JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2","description":"JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2\u306f\u3001\u672a\u7d4c\u9a13\u304b\u3089IT\u30a8\u30f3\u30b8\u30cb\u30a2\u3092\u76ee\u6307\u3059\u65b9\u5411\u3051\u306b\u3001\u8077\u7a2e\u89e3\u8aac\u30fb\u8cc7\u683c\u30fb\u30ad\u30e3\u30ea\u30a2\u8a2d\u8a08\u30fb\u8ee2\u8077\u30ce\u30a6\u30cf\u30a6\u3092\u308f\u304b\u308a\u3084\u3059\u304f\u767a\u4fe1\u3059\u308bIT\u8ee2\u8077\u30e1\u30c7\u30a3\u30a2\u3067\u3059\u3002","url":"https:\/\/www.js-career.info\/media\/","logo":{"@type":"ImageObject","url":"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/logoB-1.png","@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#organizationLogo","width":88,"height":93},"image":{"@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#organizationLogo"}},{"@type":"Person","@id":"https:\/\/www.js-career.info\/media\/author\/jscareer2\/#author","url":"https:\/\/www.js-career.info\/media\/author\/jscareer2\/","name":"Jscareer2","image":{"@type":"ImageObject","@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/91110f8bfe4c3b0bcf0e3748d87d0f64192fb23606d6e9de10f5ac44d8007b84?s=96&d=mm&r=g","width":96,"height":96,"caption":"Jscareer2"}},{"@type":"WebPage","@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#webpage","url":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/","name":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044 - JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2","description":"\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u8077\u7a2e\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3084\u4ed5\u4e8b\u5185","inLanguage":"ja","isPartOf":{"@id":"https:\/\/www.js-career.info\/media\/#website"},"breadcrumb":{"@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#breadcrumblist"},"author":{"@id":"https:\/\/www.js-career.info\/media\/author\/jscareer2\/#author"},"creator":{"@id":"https:\/\/www.js-career.info\/media\/author\/jscareer2\/#author"},"image":{"@type":"ImageObject","url":"https:\/\/www.js-career.info\/media\/wp-content\/uploads\/2025\/10\/data-engineer-role-and-differences.png","@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#mainImage","width":1536,"height":1024},"primaryImageOfPage":{"@id":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/#mainImage"},"datePublished":"2025-12-09T11:47:18+09:00","dateModified":"2026-03-17T13:58:32+09:00"},{"@type":"WebSite","@id":"https:\/\/www.js-career.info\/media\/#website","url":"https:\/\/www.js-career.info\/media\/","name":"JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2","description":"\u30bc\u30ed\u304b\u3089\u59cb\u3081\u308bIT\u8ee2\u8077","inLanguage":"ja","publisher":{"@id":"https:\/\/www.js-career.info\/media\/#organization"}}]},"og:locale":"ja_JP","og:site_name":"JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2 - \u30bc\u30ed\u304b\u3089\u59cb\u3081\u308bIT\u8ee2\u8077","og:type":"article","og:title":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044 - JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2","og:description":"\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u8077\u7a2e\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3084\u4ed5\u4e8b\u5185","og:url":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/","article:published_time":"2025-12-09T02:47:18+00:00","article:modified_time":"2026-03-17T04:58:32+00:00","twitter:card":"summary_large_image","twitter:title":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044 - JS\u30ad\u30e3\u30ea\u30a2\u30e1\u30c7\u30a3\u30a2","twitter:description":"\u3053\u306e\u8a18\u4e8b\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u3044\u3046\u8077\u7a2e\u306b\u3064\u3044\u3066\u77e5\u308a\u305f\u3044\u65b9\u306b\u5411\u3051\u3066\u66f8\u304b\u308c\u3066\u3044\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3084\u4ed5\u4e8b\u5185"},"aioseo_meta_data":{"post_id":"1225","title":null,"description":null,"keywords":null,"keyphrases":{"focus":{"keyphrase":"","score":0,"analysis":{"keyphraseInTitle":{"score":0,"maxScore":9,"error":1}}},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_url":null,"og_image_width":null,"og_image_height":null,"og_image_custom_url":null,"og_image_custom_fields":null,"og_video":"","og_custom_url":null,"og_article_section":null,"og_article_tags":null,"twitter_use_og":false,"twitter_card":"default","twitter_image_type":"default","twitter_image_url":null,"twitter_image_custom_url":null,"twitter_image_custom_fields":null,"twitter_title":null,"twitter_description":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"schema_type":"default","schema_type_options":null,"pillar_content":false,"robots_default":true,"robots_noindex":false,"robots_noarchive":false,"robots_nosnippet":false,"robots_nofollow":false,"robots_noimageindex":false,"robots_noodp":false,"robots_notranslate":false,"robots_max_snippet":"-1","robots_max_videopreview":"-1","robots_max_imagepreview":"large","priority":null,"frequency":"default","local_seo":null,"breadcrumb_settings":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"titles":[],"descriptions":[],"socialPosts":{"email":[],"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"created":"2026-01-05 11:58:11","updated":"2026-03-17 07:03:16","seo_analyzer_scan_date":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.js-career.info\/media\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/www.js-career.info\/media\/category\/data-engineer\/\" title=\"\u30c7\u30fc\u30bf\u7cfb\u30a8\u30f3\u30b8\u30cb\u30a2\">\u30c7\u30fc\u30bf\u7cfb\u30a8\u30f3\u30b8\u30cb\u30a2<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">&raquo;<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/www.js-career.info\/media"},{"label":"\u30c7\u30fc\u30bf\u7cfb\u30a8\u30f3\u30b8\u30cb\u30a2","link":"https:\/\/www.js-career.info\/media\/category\/data-engineer\/"},{"label":"\u77e5\u3089\u308c\u3056\u308b\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5f79\u5272\u3068\u4ed6\u8077\u7a2e\u3068\u306e\u9055\u3044","link":"https:\/\/www.js-career.info\/media\/data-engineer\/data-engineer-role-and-differences\/"}],"views":"3","_links":{"self":[{"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/posts\/1225","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/comments?post=1225"}],"version-history":[{"count":3,"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/posts\/1225\/revisions"}],"predecessor-version":[{"id":2490,"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/posts\/1225\/revisions\/2490"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/media\/1731"}],"wp:attachment":[{"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/media?parent=1225"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/categories?post=1225"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.js-career.info\/media\/wp-json\/wp\/v2\/tags?post=1225"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}