{"id":4003,"date":"2026-10-31T03:35:00","date_gmt":"2026-10-31T03:35:00","guid":{"rendered":"https:\/\/skilllog.jp\/blog\/?p=4003"},"modified":"2026-10-26T01:23:50","modified_gmt":"2026-10-26T01:23:50","slug":"data-engineer-vs-ai-engineer","status":"publish","type":"post","link":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/","title":{"rendered":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac"},"content":{"rendered":"\n<figure class=\"wp-block-image aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"768\" src=\"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/hero-data-vs-ai-1024x768.webp\" alt=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u5fc5\u8981\u30b9\u30ad\u30eb\u30fb\u8a55\u4fa1\u306e\u8ef8\u30fb\u5411\u3044\u3066\u3044\u308b\u4eba\u306e5\u9805\u76ee\u3067\u6bd4\u8f03\u3057\u305f\u56f3\u89e3\u3002\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u69cb\u7bc9\u3068AI\u30e2\u30c7\u30eb\u958b\u767a\u306e\u5f79\u5272\u306e\u9055\u3044\u3092\u89e3\u8aac\u3002\" class=\"wp-image-4088\" srcset=\"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/hero-data-vs-ai-1024x768.webp 1024w, https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/hero-data-vs-ai-300x225.webp 300w, https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/hero-data-vs-ai-768x576.webp 768w, https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/hero-data-vs-ai.webp 1448w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n<div class=\"article-fv-summary\" style=\"margin:20px 0 24px;padding:22px 24px;background:#eff6ff;border:1px solid #bfdbfe;border-left:5px solid #2563eb;border-radius:12px;\">\n<p style=\"margin:0 0 10px;font-size:13px;font-weight:700;letter-spacing:.08em;color:#2563eb;\">\u3053\u306e\u8a18\u4e8b\u306e\u7d50\u8ad6<\/p>\n<p style=\"margin:0;font-size:17px;line-height:1.8;color:#1e3a5f;font-weight:700;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306fAI\u3084\u5206\u6790\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3066\u6574\u3048\u308b\u57fa\u76e4\u3092\u3064\u304f\u308a\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u305d\u306e\u30c7\u30fc\u30bf\u3067\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u88fd\u54c1\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u62c5\u3046\u5de5\u7a0b\u304c\u524d\u5f8c\u306b\u5206\u304b\u308c\u308b\u95a2\u4fc2\u3067\u3059\u3002<\/p>\n<ul style=\"margin:16px 0 0;padding-left:22px;font-size:15px;line-height:1.9;color:#334155;\">\n<li>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u300c\u30c7\u30fc\u30bf\u306e\u901a\u308a\u9053\u300d\u3001AI\u306f\u30e2\u30c7\u30eb\u3092\u62c5\u3046<\/li>\n<li>\u3069\u3061\u3089\u306e\u8077\u7a2e\u3082Python\u3068SQL\u304c\u5171\u901a\u306e\u571f\u53f0\u306b\u306a\u308b<\/li>\n<li>\u4ed5\u7d44\u307f\u3092\u6574\u3048\u308b\u306e\u304c\u597d\u304d\u306a\u3089\u30c7\u30fc\u30bf\u3001\u7cbe\u5ea6\u3092\u8ffd\u3046\u306a\u3089AI<\/li>\n<\/ul>\n<\/div>\n<p style=\"font-size:13px;color:#6b7280;margin-bottom:8px;\">\ud83d\udcd6 \u8aad\u4e86\u6642\u9593\uff1a\u7d0413\u5206<\/p>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u306f\u3001\u62c5\u3046\u5de5\u7a0b\u306b\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306fAI\u3084\u5206\u6790\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3066\u6574\u3048\u308b\u57fa\u76e4\u3092\u3064\u304f\u308a\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u305d\u306e\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u3001\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002\u524d\u8005\u304c\u30c7\u30fc\u30bf\u306e\u300c\u901a\u308a\u9053\u300d\u3092\u3001\u5f8c\u8005\u304c\u30c7\u30fc\u30bf\u3092\u4f7f\u3046\u300c\u982d\u8133\u300d\u3092\u62c5\u3046\u3001\u524d\u5f8c\u306b\u9023\u306a\u308b\u95a2\u4fc2\u3067\u3059\u3002<\/p>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u751f\u6210AI\u306e\u5e83\u304c\u308a\u3067\u3001\u3069\u3061\u3089\u306e\u8077\u7a2e\u3082\u6ce8\u76ee\u3055\u308c\u3066\u3044\u307e\u3059\u3002\u6c42\u4eba\u7968\u3067\u306f\u4e21\u8005\u306e\u4ed5\u4e8b\u304c\u91cd\u306a\u3063\u3066\u66f8\u304b\u308c\u3066\u3044\u308b\u3053\u3068\u3082\u3042\u308a\u3001\u3069\u3061\u3089\u3092\u76ee\u6307\u3059\u3079\u304d\u304b\u8ff7\u3046\u65b9\u306f\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002<\/p>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u4ee5\u4e0b\u3067\u306f\u30015\u3064\u306e\u89b3\u70b9\u3067\u306e\u6bd4\u8f03\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u79fb\u308b\u65b9\u6cd5\u306e\u9806\u306b\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<div style=\"margin-top:32px;margin-bottom:24px;padding:24px;background-color:#fef3f2;border-left:4px solid #ef4444;border-radius:8px;\">\n<p style=\"font-size:16px;line-height:1.6;color:#333;\"><strong>\u3053\u3093\u306a\u60a9\u307f\u306f\u3042\u308a\u307e\u305b\u3093\u304b<\/strong><\/p>\n<ul style=\"font-size:16px;line-height:1.6;color:#333;margin-top:12px;padding-left:24px;\">\n<li>2\u3064\u306e\u8077\u7a2e\u306e\u4ed5\u4e8b\u306e\u5883\u76ee\u304c\u5206\u304b\u3089\u306a\u3044<\/li>\n<li>\u3069\u3061\u3089\u304c\u81ea\u5206\u306b\u5411\u3044\u3066\u3044\u308b\u306e\u304b\u5224\u65ad\u3067\u304d\u306a\u3044<\/li>\n<li>\u5e74\u53ce\u3084\u5c06\u6765\u6027\u306b\u9055\u3044\u304c\u3042\u308b\u306e\u304b\u77e5\u308a\u305f\u3044<\/li>\n<li>\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308c\u308b\u306e\u304b\u77e5\u308a\u305f\u3044<\/li>\n<\/ul>\n<\/div>\n<div style=\"margin-top:32px;margin-bottom:24px;padding:24px;background-color:#f9fafb;border-left:4px solid #06c755;border-radius:8px;\">\n<p style=\"font-size:16px;line-height:1.6;color:#333;\"><strong>\u3053\u306e\u8a18\u4e8b\u3067\u5206\u304b\u308b\u3053\u3068<\/strong><\/p>\n<ul style=\"font-size:16px;line-height:1.6;color:#333;margin-top:12px;padding-left:24px;\">\n<li>\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e\u6bd4\u8f03<\/li>\n<li>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2<\/li>\n<li>\u305d\u308c\u305e\u308c\u306b\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4<\/li>\n<li>\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9<\/li>\n<li>\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5<\/li>\n<\/ul>\n<\/div>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u3053\u306e\u8a18\u4e8b\u3092\u8aad\u3081\u3070\u30012\u3064\u306e\u8077\u7a2e\u306e\u9055\u3044\u3092\u7406\u89e3\u3057\u305f\u3046\u3048\u3067\u3001\u81ea\u5206\u306b\u5408\u3046\u65b9\u5411\u3092\u9078\u3079\u308b\u3088\u3046\u306b\u306a\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u7121\u6599\u3067\u30b9\u30ad\u30eb\u30ed\u30b0\u306b\u767b\u9332\u3057\u3001\u4eca\u306e\u30b9\u30ad\u30eb\u3068\u7d4c\u9a13\u3092\u6574\u7406\u3057\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div style=\"clear:both;display:flex;justify-content:center;align-items:center;gap:12px;flex-wrap:wrap;margin:32px 0;padding:8px 0;line-height:1.6;\"><a href=\"https:\/\/skilllog.jp\/users\/sign_up?utm_source=blog&utm_medium=article&utm_campaign=data-engineer-vs-ai-engineer\" style=\"background:#2563eb;color:#ffffff;padding:14px 28px;border-radius:8px;text-decoration:none;font-weight:700;text-align:center;white-space:nowrap;display:inline-block;line-height:1.4;\">\u4eca\u306e\u30b9\u30ad\u30eb\u3092\u6574\u7406\u3059\u308b<\/a><a href=\"#skilllog-consultation\" style=\"background:#06c755;color:#ffffff;padding:14px 28px;border-radius:8px;text-decoration:none;font-weight:700;text-align:center;white-space:nowrap;display:inline-block;line-height:1.4;\">\u8ee2\u8077\u30fb\u6848\u4ef6\u76f8\u8ac7\u3092\u3059\u308b<\/a><\/div>\n<div style=\"margin-top:48px;margin-bottom:24px;\">\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_89 ez-toc-wrap-center counter-hierarchy ez-toc-counter ez-toc-light-blue ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u76ee\u6b21<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%A8AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AE%E9%81%95%E3%81%84%E3%82%925%E3%81%A4%E3%81%AE%E8%A6%B3%E7%82%B9%E3%81%A7%E6%AF%94%E8%BC%83\" >\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u30925\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E4%BB%95%E4%BA%8B%E5%86%85%E5%AE%B9%E3%81%AE%E9%81%95%E3%81%84\" >\u4ed5\u4e8b\u5185\u5bb9\u306e\u9055\u3044<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E5%90%8C%E3%81%98%E3%83%97%E3%83%AD%E3%82%B8%E3%82%A7%E3%82%AF%E3%83%88%E3%81%A7%E3%81%AE%E5%BD%B9%E5%89%B2%E3%81%AE%E9%81%95%E3%81%84\" >\u540c\u3058\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u5f79\u5272\u306e\u9055\u3044<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E8%A9%95%E4%BE%A1%E3%81%AE%E8%BB%B8%E3%81%AE%E9%81%95%E3%81%84\" >\u8a55\u4fa1\u306e\u8ef8\u306e\u9055\u3044<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E5%B9%B4%E5%8F%8E%E3%81%AE%E9%81%95%E3%81%84\" >\u5e74\u53ce\u306e\u9055\u3044<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%82%B5%E3%82%A4%E3%82%A8%E3%83%B3%E3%83%86%E3%82%A3%E3%82%B9%E3%83%88%E3%82%92%E5%90%AB%E3%82%81%E3%81%9F3%E8%81%B7%E7%A8%AE%E3%81%AE%E9%96%A2%E4%BF%82\" >\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%B5%81%E3%82%8C%E3%81%A7%E8%A6%8B%E3%82%8B%E5%BD%B9%E5%89%B2%E5%88%86%E6%8B%85\" >\u30c7\u30fc\u30bf\u306e\u6d41\u308c\u3067\u898b\u308b\u5f79\u5272\u5206\u62c5<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E5%B0%8F%E3%81%95%E3%81%AA%E7%B5%84%E7%B9%94%E3%81%A7%E3%81%AF%E5%85%BC%E5%8B%99%E3%82%82%E5%A4%9A%E3%81%84\" >\u5c0f\u3055\u306a\u7d44\u7e54\u3067\u306f\u517c\u52d9\u3082\u591a\u3044<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%A8AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%9D%E3%82%8C%E3%81%9E%E3%82%8C%E3%81%AB%E5%90%91%E3%81%84%E3%81%A6%E3%81%84%E3%82%8B%E4%BA%BA%E3%81%AE%E7%89%B9%E5%BE%B4\" >\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u305d\u308c\u305e\u308c\u306b\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AB%E5%90%91%E3%81%84%E3%81%A6%E3%81%84%E3%82%8B%E4%BA%BA\" >\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u5411\u3044\u3066\u3044\u308b\u4eba<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AB%E5%90%91%E3%81%84%E3%81%A6%E3%81%84%E3%82%8B%E4%BA%BA\" >AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u5411\u3044\u3066\u3044\u308b\u4eba<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E7%B5%8C%E6%AD%B4%E5%88%A5%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%A8AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AE%E9%81%B8%E3%81%B3%E6%96%B9\" >\u7d4c\u6b74\u5225\u306e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9078\u3073\u65b9<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%82%A2%E3%83%97%E3%83%AA%E9%96%8B%E7%99%BA%E3%83%BB%E3%82%A4%E3%83%B3%E3%83%95%E3%83%A9%E5%87%BA%E8%BA%AB%E3%81%AE%E5%A0%B4%E5%90%88\" >\u30a2\u30d7\u30ea\u958b\u767a\u30fb\u30a4\u30f3\u30d5\u30e9\u51fa\u8eab\u306e\u5834\u5408<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E7%A0%94%E7%A9%B6%E3%83%BB%E5%88%86%E6%9E%90%E8%81%B7%E5%87%BA%E8%BA%AB%E3%81%AE%E5%A0%B4%E5%90%88\" >\u7814\u7a76\u30fb\u5206\u6790\u8077\u51fa\u8eab\u306e\u5834\u5408<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E6%9C%AA%E7%B5%8C%E9%A8%93%E3%81%AE%E5%A0%B4%E5%90%88\" >\u672a\u7d4c\u9a13\u306e\u5834\u5408<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E7%89%87%E6%96%B9%E3%81%8B%E3%82%89%E3%82%82%E3%81%86%E4%B8%80%E6%96%B9%E3%81%B8%E7%A7%BB%E3%82%8B%E6%96%B9%E6%B3%95\" >\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%8B%E3%82%89AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%B8\" >\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u304b\u3089AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3078<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%8B%E3%82%89%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%B8\" >AI\u30a8\u30f3\u30b8\u30cb\u30a2\u304b\u3089\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3078<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E7%A7%BB%E3%82%8B%E3%81%A8%E3%81%8D%E3%81%AB%E4%BC%9D%E3%81%88%E3%82%8B%E3%81%B9%E3%81%8D%E7%B5%8C%E9%A8%93\" >\u79fb\u308b\u3068\u304d\u306b\u4f1d\u3048\u308b\u3079\u304d\u7d4c\u9a13<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%81%BE%E3%81%A8%E3%82%81\" >\u307e\u3068\u3081<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%82%88%E3%81%8F%E3%81%82%E3%82%8B%E8%B3%AA%E5%95%8F\" >\u3088\u304f\u3042\u308b\u8cea\u554f<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%A8AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AE%E9%81%95%E3%81%84%E3%82%92%E4%B8%80%E8%A8%80%E3%81%A7%E8%A1%A8%E3%81%99%E3%81%A8%E4%BD%95%E3%81%A7%E3%81%99%E3%81%8B%EF%BC%9F\" >\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u4e00\u8a00\u3067\u8868\u3059\u3068\u4f55\u3067\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E5%B0%86%E6%9D%A5%E6%80%A7%E3%81%8C%E9%AB%98%E3%81%84%E3%81%AE%E3%81%AF%E3%81%A9%E3%81%A1%E3%82%89%E3%81%A7%E3%81%99%E3%81%8B%EF%BC%9F\" >\u5c06\u6765\u6027\u304c\u9ad8\u3044\u306e\u306f\u3069\u3061\u3089\u3067\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E6%9C%AA%E7%B5%8C%E9%A8%93%E3%81%8B%E3%82%89%E7%9B%AE%E6%8C%87%E3%81%97%E3%82%84%E3%81%99%E3%81%84%E3%81%AE%E3%81%AF%E3%81%A9%E3%81%A1%E3%82%89%E3%81%A7%E3%81%99%E3%81%8B%EF%BC%9F\" >\u672a\u7d4c\u9a13\u304b\u3089\u76ee\u6307\u3057\u3084\u3059\u3044\u306e\u306f\u3069\u3061\u3089\u3067\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AF%E6%95%B0%E5%AD%A6%E3%81%8C%E5%BF%85%E8%A6%81%E3%81%A7%E3%81%99%E3%81%8B%EF%BC%9F\" >\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u6570\u5b66\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#%E4%B8%A1%E6%96%B9%E3%81%AE%E3%82%B9%E3%82%AD%E3%83%AB%E3%82%92%E6%8C%81%E3%81%A4%E4%BA%BA%E6%9D%90%E3%81%AF%E8%A9%95%E4%BE%A1%E3%81%95%E3%82%8C%E3%81%BE%E3%81%99%E3%81%8B%EF%BC%9F\" >\u4e21\u65b9\u306e\u30b9\u30ad\u30eb\u3092\u6301\u3064\u4eba\u6750\u306f\u8a55\u4fa1\u3055\u308c\u307e\u3059\u304b\uff1f<\/a><\/li><\/ul><\/li><\/ul><\/nav><\/div>\n<h2 style=\"font-size:32px;font-weight:700;border-left:6px solid #2563eb;padding-left:16px;line-height:1.5;\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%A8AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AE%E9%81%95%E3%81%84%E3%82%925%E3%81%A4%E3%81%AE%E8%A6%B3%E7%82%B9%E3%81%A7%E6%AF%94%E8%BC%83\"><\/span>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u30925\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:16px 20px;border-radius:6px;margin-bottom:24px;\">\n<p style=\"margin:0;font-size:15px;line-height:1.7;color:#1e3a5f;\">2\u3064\u306e\u8077\u7a2e\u306f\u3001\u4ed5\u4e8b\u5185\u5bb9\u3001\u6210\u679c\u7269\u3001\u4e2d\u5fc3\u3068\u306a\u308b\u30b9\u30ad\u30eb\u3001\u8a55\u4fa1\u306e\u8ef8\u3001\u30ad\u30e3\u30ea\u30a2\u306e\u5e83\u304c\u308a\u65b9\u3067\u9055\u3044\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u5168\u4f53\u50cf\u3092\u8868\u3067\u78ba\u8a8d\u3057\u307e\u3057\u3087\u3046\u3002<\/p>\n<\/div>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u52a0\u5de5\u30fb\u4fdd\u7ba1\u30fb\u63d0\u4f9b\u306e\u4ed5\u7d44\u307f\u3092\u4f5c\u308b\u8077\u7a2e\u3067\u3059\u3002AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306f\u3001\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u3092\u958b\u767a\u3057\u3001\u88fd\u54c1\u3084\u30b5\u30fc\u30d3\u30b9\u306e\u6a5f\u80fd\u3068\u3057\u3066\u52d5\u304b\u3059\u8077\u7a2e\u3067\u3059\u3002<\/p>\n<table style=\"width:100%;border-collapse:collapse;margin:24px 0;\">\n<tr>\n<th style=\"border:1px solid #ddd;padding:12px;background:#1e40af;color:#ffffff;font-weight:700;text-align:left;\">\u89b3\u70b9<\/th>\n<th style=\"border:1px solid #ddd;padding:12px;background:#1e40af;color:#ffffff;font-weight:700;text-align:left;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/th>\n<th style=\"border:1px solid #ddd;padding:12px;background:#1e40af;color:#ffffff;font-weight:700;text-align:left;\">AI\u30a8\u30f3\u30b8\u30cb\u30a2<\/th>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u4ed5\u4e8b\u5185\u5bb9<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u52a0\u5de5\u30fb\u4fdd\u7ba1\u30fb\u63d0\u4f9b\u306e\u4ed5\u7d44\u307f\u3065\u304f\u308a<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u6a5f\u68b0\u5b66\u7fd2\u30e2\u30c7\u30eb\u306e\u958b\u767a\u3068\u88fd\u54c1\u3078\u306e\u7d44\u307f\u8fbc\u307f<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u6210\u679c\u7269<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3001\u30c7\u30fc\u30bf\u30a6\u30a7\u30a2\u30cf\u30a6\u30b9<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u5b66\u7fd2\u6e08\u307f\u30e2\u30c7\u30eb\u3001AI\u3092\u4f7f\u3063\u305f\u6a5f\u80fd<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u4e2d\u5fc3\u30b9\u30ad\u30eb<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">SQL\u3001\u30af\u30e9\u30a6\u30c9\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u3001\u30c7\u30fc\u30bf\u30e2\u30c7\u30ea\u30f3\u30b0<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u6a5f\u68b0\u5b66\u7fd2\u3001\u7d71\u8a08\u3001Python<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u8a55\u4fa1\u306e\u8ef8<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u30c7\u30fc\u30bf\u306e\u6b63\u3057\u3055\u3001\u63d0\u4f9b\u306e\u5b89\u5b9a\u6027\u3001\u8cbb\u7528<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3001\u63a8\u8ad6\u306e\u901f\u3055\u3001\u4e8b\u696d\u3078\u306e\u52b9\u679c<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u30ad\u30e3\u30ea\u30a2\u306e\u4f8b<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u30c7\u30fc\u30bf\u30a2\u30fc\u30ad\u30c6\u30af\u30c8\u3001MLOps\u30a8\u30f3\u30b8\u30cb\u30a2<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u6a5f\u68b0\u5b66\u7fd2\u306e\u7814\u7a76\u958b\u767a\u3001AI\u30d7\u30ed\u30c0\u30af\u30c8\u306e\u8cac\u4efb\u8005<\/td>\n<\/tr>\n<\/table>\n<h3><span class=\"ez-toc-section\" id=\"%E4%BB%95%E4%BA%8B%E5%86%85%E5%AE%B9%E3%81%AE%E9%81%95%E3%81%84\"><\/span>\u4ed5\u4e8b\u5185\u5bb9\u306e\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u696d\u52d9\u30b7\u30b9\u30c6\u30e0\u3084\u30ed\u30b0\u304b\u3089\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3001\u5f62\u5f0f\u3092\u305d\u308d\u3048\u3001\u5206\u6790\u8005\u3084AI\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u4f7f\u3048\u308b\u5f62\u3067\u5c4a\u3051\u307e\u3059\u3002AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u5c4a\u3044\u305f\u30c7\u30fc\u30bf\u3092\u4f7f\u3063\u3066\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u3001\u7cbe\u5ea6\u3092\u691c\u8a3c\u3057\u3001\u30a2\u30d7\u30ea\u3084\u30b5\u30fc\u30d3\u30b9\u304b\u3089\u547c\u3073\u51fa\u305b\u308b\u3088\u3046\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%90%8C%E3%81%98%E3%83%97%E3%83%AD%E3%82%B8%E3%82%A7%E3%82%AF%E3%83%88%E3%81%A7%E3%81%AE%E5%BD%B9%E5%89%B2%E3%81%AE%E9%81%95%E3%81%84\"><\/span>\u540c\u3058\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u306e\u5f79\u5272\u306e\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u305f\u3068\u3048\u3070\u3001EC\u30b5\u30a4\u30c8\u306b\u300c\u304a\u3059\u3059\u3081\u5546\u54c1\u300d\u306e\u6a5f\u80fd\u3092\u4f5c\u308b\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3092\u8003\u3048\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u8cfc\u8cb7\u5c65\u6b74\u3084\u95b2\u89a7\u30ed\u30b0\u3092\u6bce\u65e5\u53d6\u308a\u8fbc\u307f\u3001\u6b20\u640d\u3084\u91cd\u8907\u3092\u6574\u3048\u3066\u3001\u5b66\u7fd2\u306b\u4f7f\u3048\u308b\u30c6\u30fc\u30d6\u30eb\u3092\u7528\u610f\u3057\u307e\u3059\u3002AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u305d\u306e\u30c6\u30fc\u30d6\u30eb\u3092\u4f7f\u3063\u3066\u304a\u3059\u3059\u3081\u306e\u30e2\u30c7\u30eb\u3092\u5b66\u7fd2\u3055\u305b\u3001\u7cbe\u5ea6\u3092\u691c\u8a3c\u3057\u3001\u30b5\u30a4\u30c8\u304b\u3089\u547c\u3073\u51fa\u305b\u308b\u3088\u3046\u306b\u7d44\u307f\u8fbc\u307f\u307e\u3059\u3002<\/p>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u516c\u958b\u5f8c\u3082\u5f79\u5272\u306f\u7d9a\u304d\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u30ed\u30b0\u306e\u53d6\u308a\u8fbc\u307f\u304c\u6b62\u307e\u3089\u306a\u3044\u3088\u3046\u76e3\u8996\u3057\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u304a\u3059\u3059\u3081\u306e\u52b9\u679c\u3092\u6e2c\u3063\u3066\u30e2\u30c7\u30eb\u3092\u6539\u5584\u3057\u307e\u3059\u3002\u540c\u3058\u6a5f\u80fd\u306b\u95a2\u308f\u308a\u306a\u304c\u3089\u3001\u5b88\u308b\u3082\u306e\u3068\u78e8\u304f\u3082\u306e\u304c\u5206\u304b\u308c\u3066\u3044\u308b\u70b9\u304c\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u6700\u3082\u3088\u304f\u8868\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E8%A9%95%E4%BE%A1%E3%81%AE%E8%BB%B8%E3%81%AE%E9%81%95%E3%81%84\"><\/span>\u8a55\u4fa1\u306e\u8ef8\u306e\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u30c7\u30fc\u30bf\u304c\u6b63\u3057\u304f\u3001\u6c7a\u307e\u3063\u305f\u6642\u9593\u306b\u5c4a\u3044\u3066\u3044\u308b\u304b\u3067\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3084\u3001AI\u306b\u3088\u3063\u3066\u696d\u52d9\u3084\u30b5\u30fc\u30d3\u30b9\u304c\u3069\u308c\u3060\u3051\u826f\u304f\u306a\u3063\u305f\u304b\u3067\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002\u540c\u3058\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u3067\u3082\u3001\u8cac\u4efb\u3092\u6301\u3064\u7bc4\u56f2\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%B9%B4%E5%8F%8E%E3%81%AE%E9%81%95%E3%81%84\"><\/span>\u5e74\u53ce\u306e\u9055\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u3069\u3061\u3089\u3082\u5c02\u9580\u6027\u304c\u9ad8\u304f\u3001\u7d4c\u9a13\u8005\u306fIT\u30a8\u30f3\u30b8\u30cb\u30a2\u5168\u4f53\u306e\u5e73\u5747\u3092\u4e0a\u56de\u308b\u6761\u4ef6\u3092\u72d9\u3044\u3084\u3059\u3044\u8077\u7a2e\u3067\u3059\u3002\u8077\u7a2e\u540d\u3060\u3051\u3067\u5e74\u53ce\u306e\u9ad8\u4f4e\u306f\u6c7a\u307e\u3089\u305a\u3001\u8a2d\u8a08\u3084\u610f\u601d\u6c7a\u5b9a\u306b\u95a2\u308f\u308b\u4e0a\u4f4d\u306e\u5f79\u5272\u306b\u306a\u308b\u307b\u3069\u9ad8\u304f\u306a\u308b\u70b9\u306f\u5171\u901a\u3057\u3066\u3044\u307e\u3059\u3002\u305d\u308c\u305e\u308c\u306e\u76f8\u5834\u306f<a href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-salary\/\" style=\"color:#2563eb;text-decoration:underline;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u76f8\u5834<\/a>\u3068<a href=\"https:\/\/skilllog.jp\/blog\/2026\/08\/26\/ai-engineer-salary-guide-2026\/\" style=\"color:#2563eb;text-decoration:underline;\">AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u306f\uff1f\u8077\u7a2e\u30fb\u7d4c\u9a13\u30fb\u30b9\u30ad\u30eb\u5225\u76f8\u5834<\/a>\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<div style=\"margin-top:48px;margin-bottom:24px;\">\n<h2 style=\"font-size:32px;font-weight:700;border-left:6px solid #2563eb;padding-left:16px;line-height:1.5;\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%82%B5%E3%82%A4%E3%82%A8%E3%83%B3%E3%83%86%E3%82%A3%E3%82%B9%E3%83%88%E3%82%92%E5%90%AB%E3%82%81%E3%81%9F3%E8%81%B7%E7%A8%AE%E3%81%AE%E9%96%A2%E4%BF%82\"><\/span>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:16px 20px;border-radius:6px;margin-bottom:24px;\">\n<p style=\"margin:0;font-size:15px;line-height:1.7;color:#1e3a5f;\">\u30c7\u30fc\u30bf\u3092\u6271\u3046\u8077\u7a2e\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e3\u3064\u3067\u5f79\u5272\u3092\u5206\u62c5\u3059\u308b\u3068\u7406\u89e3\u3057\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%81%AE%E6%B5%81%E3%82%8C%E3%81%A7%E8%A6%8B%E3%82%8B%E5%BD%B9%E5%89%B2%E5%88%86%E6%8B%85\"><\/span>\u30c7\u30fc\u30bf\u306e\u6d41\u308c\u3067\u898b\u308b\u5f79\u5272\u5206\u62c5<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul style=\"margin:0 0 20px 0;padding-left:24px;line-height:1.9;\">\n<li>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\uff1a\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3066\u6574\u3048\u3001\u4f7f\u3048\u308b\u72b6\u614b\u306b\u3059\u308b<\/li>\n<li>\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\uff1a\u30c7\u30fc\u30bf\u3092\u5206\u6790\u3057\u3001\u610f\u601d\u6c7a\u5b9a\u306e\u305f\u3081\u306e\u793a\u5506\u3092\u51fa\u3059<\/li>\n<li>AI\u30a8\u30f3\u30b8\u30cb\u30a2\uff1a\u30c7\u30fc\u30bf\u304b\u3089\u30e2\u30c7\u30eb\u3092\u4f5c\u308a\u3001\u88fd\u54c1\u306e\u6a5f\u80fd\u3068\u3057\u3066\u52d5\u304b\u3059<\/li>\n<\/ul>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001\u6b8b\u308a\u306e2\u8077\u7a2e\u306e\u4e21\u65b9\u306b\u30c7\u30fc\u30bf\u3092\u5c4a\u3051\u308b\u7acb\u5834\u306b\u3042\u308a\u307e\u3059\u3002\u305d\u306e\u305f\u3081\u3001\u5206\u6790\u3068AI\u306e\u3069\u3061\u3089\u306e\u8981\u671b\u306b\u3082\u5fdc\u3048\u3089\u308c\u308b\u57fa\u76e4\u3065\u304f\u308a\u304c\u6c42\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%B0%8F%E3%81%95%E3%81%AA%E7%B5%84%E7%B9%94%E3%81%A7%E3%81%AF%E5%85%BC%E5%8B%99%E3%82%82%E5%A4%9A%E3%81%84\"><\/span>\u5c0f\u3055\u306a\u7d44\u7e54\u3067\u306f\u517c\u52d9\u3082\u591a\u3044<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u4eba\u6570\u306e\u5c11\u306a\u3044\u7d44\u7e54\u3067\u306f\u3001\u4e00\u4eba\u304c\u8907\u6570\u306e\u5f79\u5272\u3092\u517c\u306d\u308b\u3053\u3068\u3082\u73cd\u3057\u304f\u3042\u308a\u307e\u305b\u3093\u3002\u6c42\u4eba\u7968\u306e\u8077\u7a2e\u540d\u3060\u3051\u3067\u5224\u65ad\u305b\u305a\u3001\u4ed5\u4e8b\u5185\u5bb9\u306e\u6b04\u3067\u300c\u3069\u306e\u5de5\u7a0b\u3092\u62c5\u3046\u306e\u304b\u300d\u3092\u78ba\u8a8d\u3059\u308b\u3053\u3068\u304c\u5927\u5207\u3067\u3059\u3002AI\u5074\u306e\u8077\u7a2e\u306e\u9055\u3044\u306f<a href=\"https:\/\/skilllog.jp\/blog\/2026\/08\/23\/ai-engineer-career-path-ml-data-mlops-difference\/\" style=\"color:#2563eb;text-decoration:underline;\">AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\uff1a\u6a5f\u68b0\u5b66\u7fd2\u30fb\u30c7\u30fc\u30bf\u30fbMLOps\u306e\u9055\u3044<\/a>\u3067\u8a73\u3057\u304f\u6574\u7406\u3055\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<div style=\"margin-top:48px;margin-bottom:24px;\">\n<h2 style=\"font-size:32px;font-weight:700;border-left:6px solid #2563eb;padding-left:16px;line-height:1.5;\"><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%A8AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%9D%E3%82%8C%E3%81%9E%E3%82%8C%E3%81%AB%E5%90%91%E3%81%84%E3%81%A6%E3%81%84%E3%82%8B%E4%BA%BA%E3%81%AE%E7%89%B9%E5%BE%B4\"><\/span>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u305d\u308c\u305e\u308c\u306b\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:16px 20px;border-radius:6px;margin-bottom:24px;\">\n<p style=\"margin:0;font-size:15px;line-height:1.7;color:#1e3a5f;\">\u4ed5\u7d44\u307f\u3092\u6574\u3048\u3066\u5b89\u5b9a\u3055\u305b\u308b\u3053\u3068\u306b\u559c\u3073\u3092\u611f\u3058\u308b\u306a\u3089\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u4eee\u8aac\u3092\u7acb\u3066\u3066\u8a66\u884c\u932f\u8aa4\u3057\u3001\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u3053\u3068\u306b\u559c\u3073\u3092\u611f\u3058\u308b\u306a\u3089AI\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u5411\u3044\u3066\u3044\u307e\u3059\u3002<\/p>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AB%E5%90%91%E3%81%84%E3%81%A6%E3%81%84%E3%82%8B%E4%BA%BA\"><\/span>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u5411\u3044\u3066\u3044\u308b\u4eba<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul style=\"margin:0 0 20px 0;padding-left:24px;line-height:1.9;\">\n<li>\u624b\u4f5c\u696d\u3092\u81ea\u52d5\u5316\u3057\u3066\u3001\u624b\u9593\u3092\u6e1b\u3089\u3059\u306e\u304c\u597d\u304d<\/li>\n<li>\u6570\u5b57\u304c\u5408\u308f\u306a\u3044\u539f\u56e0\u3092\u6700\u5f8c\u307e\u3067\u8ffd\u3044\u304b\u3051\u3089\u308c\u308b<\/li>\n<li>\u591a\u304f\u306e\u4eba\u304c\u4f7f\u3046\u4ed5\u7d44\u307f\u3092\u5b89\u5b9a\u3057\u3066\u52d5\u304b\u3059\u3053\u3068\u306b\u3084\u308a\u304c\u3044\u3092\u611f\u3058\u308b<\/li>\n<\/ul>\n<h3><span class=\"ez-toc-section\" id=\"AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AB%E5%90%91%E3%81%84%E3%81%A6%E3%81%84%E3%82%8B%E4%BA%BA\"><\/span>AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u5411\u3044\u3066\u3044\u308b\u4eba<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<ul style=\"margin:0 0 20px 0;padding-left:24px;line-height:1.9;\">\n<li>\u4eee\u8aac\u3092\u7acb\u3066\u3066\u5b9f\u9a13\u3092\u7e70\u308a\u8fd4\u3059\u306e\u304c\u82e6\u306b\u306a\u3089\u306a\u3044<\/li>\n<li>\u7d71\u8a08\u3084\u6570\u5b66\u306e\u8003\u3048\u65b9\u306b\u62b5\u6297\u304c\u306a\u3044<\/li>\n<li>\u65b0\u3057\u3044\u8ad6\u6587\u3084\u6280\u8853\u306e\u52d5\u5411\u3092\u8ffd\u3046\u306e\u304c\u597d\u304d<\/li>\n<\/ul>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u3069\u3061\u3089\u306b\u3082\u5f53\u3066\u306f\u307e\u308b\u5834\u5408\u306f\u3001\u4eca\u306e\u7d4c\u9a13\u3068\u306e\u3064\u306a\u304c\u308a\u3067\u9078\u3076\u306e\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002\u7d4c\u9a13\u3092\u6d3b\u304b\u305b\u308b\u65b9\u5411\u304b\u3089\u5165\u308a\u3001\u5f8c\u304b\u3089\u96a3\u306e\u9818\u57df\u3078\u5e83\u3052\u308b\u9053\u3082\u3042\u308a\u307e\u3059\u3002<\/p>\n<div style=\"margin-top:48px;margin-bottom:24px;\">\n<h2 style=\"font-size:32px;font-weight:700;border-left:6px solid #2563eb;padding-left:16px;line-height:1.5;\"><span class=\"ez-toc-section\" id=\"%E7%B5%8C%E6%AD%B4%E5%88%A5%E3%81%AE%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%A8AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AE%E9%81%B8%E3%81%B3%E6%96%B9\"><\/span>\u7d4c\u6b74\u5225\u306e\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9078\u3073\u65b9<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:16px 20px;border-radius:6px;margin-bottom:24px;\">\n<p style=\"margin:0;font-size:15px;line-height:1.7;color:#1e3a5f;\">\u8ff7\u3063\u305f\u3068\u304d\u306f\u3001\u4eca\u306e\u7d4c\u9a13\u3068\u306e\u3064\u306a\u304c\u308a\u3067\u9078\u3076\u3068\u3001\u8ee2\u8077\u306e\u6210\u529f\u7387\u3068\u5165\u793e\u5f8c\u306e\u4f38\u3073\u3057\u308d\u306e\u4e21\u65b9\u3092\u9ad8\u3081\u3089\u308c\u307e\u3059\u3002<\/p>\n<\/div>\n<table style=\"width:100%;border-collapse:collapse;margin:24px 0;\">\n<tr>\n<th style=\"border:1px solid #ddd;padding:12px;background:#1e40af;color:#ffffff;font-weight:700;text-align:left;\">\u4eca\u306e\u7d4c\u6b74<\/th>\n<th style=\"border:1px solid #ddd;padding:12px;background:#1e40af;color:#ffffff;font-weight:700;text-align:left;\">\u5411\u3044\u3066\u3044\u308b\u65b9\u5411<\/th>\n<th style=\"border:1px solid #ddd;padding:12px;background:#1e40af;color:#ffffff;font-weight:700;text-align:left;\">\u6d3b\u304b\u305b\u308b\u7d4c\u9a13<\/th>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u30a2\u30d7\u30ea\u958b\u767a<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u8a2d\u8a08<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u30a4\u30f3\u30d5\u30e9\u30fb\u30af\u30e9\u30a6\u30c9<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u30af\u30e9\u30a6\u30c9\u306e\u69cb\u7bc9\u3001\u6a29\u9650\u3084\u30b3\u30b9\u30c8\u306e\u7ba1\u7406<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u7814\u7a76\u30fb\u5206\u6790\u8077<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">AI\u30a8\u30f3\u30b8\u30cb\u30a2<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#ffffff;\">\u7d71\u8a08\u3001\u6a5f\u68b0\u5b66\u7fd2\u3001\u5b9f\u9a13\u306e\u8a2d\u8a08<\/td>\n<\/tr>\n<tr>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u672a\u7d4c\u9a13<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u307e\u305a\u306fSQL\u304b\u3089<\/td>\n<td style=\"border:1px solid #ddd;padding:12px;background:#f8fafc;\">\u3069\u3061\u3089\u306b\u3082\u9032\u3081\u308b\u571f\u53f0\u3065\u304f\u308a<\/td>\n<\/tr>\n<\/table>\n<h3><span class=\"ez-toc-section\" id=\"%E3%82%A2%E3%83%97%E3%83%AA%E9%96%8B%E7%99%BA%E3%83%BB%E3%82%A4%E3%83%B3%E3%83%95%E3%83%A9%E5%87%BA%E8%BA%AB%E3%81%AE%E5%A0%B4%E5%90%88\"><\/span>\u30a2\u30d7\u30ea\u958b\u767a\u30fb\u30a4\u30f3\u30d5\u30e9\u51fa\u8eab\u306e\u5834\u5408<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u3084\u30af\u30e9\u30a6\u30c9\u306e\u7d4c\u9a13\u304c\u3042\u308b\u65b9\u306f\u3001\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u307b\u3046\u304c\u7d4c\u9a13\u3092\u6d3b\u304b\u3057\u3084\u3059\u3044\u50be\u5411\u304c\u3042\u308a\u307e\u3059\u3002\u30d0\u30c3\u30c1\u51e6\u7406\u3001\u30c7\u30fc\u30bf\u30d9\u30fc\u30b9\u8a2d\u8a08\u3001\u30af\u30e9\u30a6\u30c9\u306e\u69cb\u7bc9\u306e\u7d4c\u9a13\u306f\u3001\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u4ed5\u4e8b\u306b\u76f4\u7d50\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u5177\u4f53\u7684\u306a\u9032\u307f\u65b9\u306f<a href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-career-change-guide\/\" style=\"color:#2563eb;text-decoration:underline;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u8ee2\u8077\u5b8c\u5168\u30ac\u30a4\u30c9<\/a>\u3067\u89e3\u8aac\u3057\u3066\u3044\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%A0%94%E7%A9%B6%E3%83%BB%E5%88%86%E6%9E%90%E8%81%B7%E5%87%BA%E8%BA%AB%E3%81%AE%E5%A0%B4%E5%90%88\"><\/span>\u7814\u7a76\u30fb\u5206\u6790\u8077\u51fa\u8eab\u306e\u5834\u5408<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u7d71\u8a08\u3084\u6a5f\u68b0\u5b66\u7fd2\u3092\u5b66\u3093\u3060\u7d4c\u9a13\u304c\u3042\u308b\u65b9\u3001\u5206\u6790\u306e\u4ed5\u4e8b\u3092\u3057\u3066\u304d\u305f\u65b9\u306f\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3084\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u306e\u307b\u3046\u304c\u5f37\u307f\u3092\u767a\u63ee\u3057\u3084\u3059\u3044\u3067\u3057\u3087\u3046\u3002AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u9053\u7b4b\u306f<a href=\"https:\/\/skilllog.jp\/blog\/2026\/08\/21\/ai-engineer-career-guide\/\" style=\"color:#2563eb;text-decoration:underline;\">AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u306a\u308b\u306b\u306f\uff1f\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u30fb\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30ad\u30e3\u30ea\u30a2\u30d1\u30b9\u3092\u5fb9\u5e95\u89e3\u8aac<\/a>\u304c\u53c2\u8003\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%9C%AA%E7%B5%8C%E9%A8%93%E3%81%AE%E5%A0%B4%E5%90%88\"><\/span>\u672a\u7d4c\u9a13\u306e\u5834\u5408<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u672a\u7d4c\u9a13\u306e\u5834\u5408\u306f\u3001SQL\u304b\u3089\u5b66\u3073\u59cb\u3081\u308b\u3068\u3001\u3069\u3061\u3089\u306e\u9053\u306b\u3082\u9032\u3081\u308b\u72b6\u614b\u3092\u4fdd\u3066\u307e\u3059\u3002\u30c7\u30fc\u30bf\u306e\u6271\u3044\u306b\u6163\u308c\u3066\u304b\u3089\u3001\u4ed5\u7d44\u307f\u3065\u304f\u308a\u3068\u30e2\u30c7\u30eb\u958b\u767a\u306e\u3069\u3061\u3089\u306b\u60f9\u304b\u308c\u308b\u304b\u3067\u65b9\u5411\u3092\u6c7a\u3081\u3066\u3082\u9045\u304f\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u5b66\u7fd2\u306e\u9014\u4e2d\u3067\u3001\u30c7\u30fc\u30bf\u3092\u6574\u3048\u308b\u4f5c\u696d\u3068\u30e2\u30c7\u30eb\u3092\u8a66\u3059\u4f5c\u696d\u306e\u4e21\u65b9\u306b\u5c11\u3057\u305a\u3064\u89e6\u308c\u3066\u307f\u308b\u3068\u3001\u81ea\u5206\u306e\u597d\u307f\u304c\u306f\u3063\u304d\u308a\u3057\u3066\u304d\u307e\u3059\u3002<\/p>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u81ea\u5206\u306e\u7d4c\u9a13\u3092\u8077\u7a2e\u306e\u8996\u70b9\u3067\u6574\u7406\u3059\u308b\u3068\u3001\u3069\u3061\u3089\u306b\u8fd1\u3044\u304b\u304c\u898b\u3048\u3066\u304d\u307e\u3059\u3002\u305f\u3060\u3001Excel\u3084Word\u3067\u7d4c\u6b74\u3092\u66f8\u304d\u8db3\u3057\u3066\u3044\u304f\u3068\u3001\u6848\u4ef6\u3054\u3068\u306b\u66f8\u304f\u9805\u76ee\u304c\u3070\u3089\u3064\u304d\u3001\u6271\u3063\u305f\u30c7\u30fc\u30bf\u306e\u898f\u6a21\u3084\u6539\u5584\u306e\u524d\u5f8c\u306e\u6570\u5b57\u304c\u629c\u3051\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<a href=\"https:\/\/skilllog.jp\/?utm_source=blog&utm_medium=body_link&utm_campaign=data-engineer-vs-ai-engineer\" style=\"color:#2563eb;text-decoration:underline;\">\u30b9\u30ad\u30eb\u30ed\u30b0<\/a>\u3067\u8a18\u9332\u3059\u308b\u3068\u3001\u6b21\u306e\u70b9\u3067\u697d\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<ul style=\"margin:0 0 20px 0;padding-left:24px;line-height:1.9;\">\n<li>\u9805\u76ee\u304c\u305d\u308d\u3046\uff1a\u6848\u4ef6\u3054\u3068\u306b\u671f\u9593\u30fb\u5f79\u5272\u30fb\u30d7\u30ed\u30b8\u30a7\u30af\u30c8\u898f\u6a21\u30fb\u30c1\u30fc\u30e0\u898f\u6a21\u30fb\u696d\u7a2e\u30fb\u62c5\u5f53\u5de5\u7a0b\u30fb\u6210\u679c\u3092\u540c\u3058\u9805\u76ee\u3067\u5165\u529b\u3059\u308b\u306e\u3067\u3001\u66f8\u304d\u6f0f\u308c\u304c\u306a\u304f\u3001\u6848\u4ef6\u3069\u3046\u3057\u3092\u6bd4\u3079\u3084\u3059\u3044<\/li>\n<li>\u4f53\u88c1\u3092\u6574\u3048\u308b\u624b\u9593\u304c\u306a\u3044\uff1a\u5165\u529b\u3057\u305f\u5185\u5bb9\u306fPDF\u51fa\u529b\u3067\u4f53\u88c1\u306e\u6574\u3063\u305f\u30b9\u30ad\u30eb\u30b7\u30fc\u30c8\u306b\u306a\u308a\u3001\u65b0\u3057\u3044\u6848\u4ef6\u3092\u8db3\u3057\u305f\u3089\u305d\u306e\u307e\u307e\u51fa\u3057\u76f4\u305b\u308b<\/li>\n<li>\u4f38\u3073\u305f\u30b9\u30ad\u30eb\u304c\u898b\u3048\u308b\uff1a\u30b9\u30ad\u30eb\u3054\u3068\u306bS\u30fbA\u30fbB\u306a\u3069\u306e\u81ea\u5df1\u8a55\u4fa1\u3068\u7d4c\u9a13\u5e74\u6570\u3092\u4e26\u3079\u3066\u78ba\u8a8d\u3067\u304d\u3001\u6b21\u306b\u4f38\u3070\u3059\u3068\u3053\u308d\u304c\u5206\u304b\u308b<\/li>\n<\/ul>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u767b\u9332\u3057\u305f\u7d4c\u6b74\u3092\u3082\u3068\u306b\u3001\u81ea\u5206\u306e\u7d4c\u9a13\u3067\u72d9\u3048\u308b\u6c42\u4eba\u3084\u6848\u4ef6\u3001\u5e74\u53ce\u3084\u5358\u4fa1\u306e\u76ee\u5b89\u3092\u3001<a href=\"#skilllog-consultation\" style=\"color:#2563eb;text-decoration:underline;\">\u8ee2\u8077\u30fb\u6848\u4ef6\u76f8\u8ac7<\/a>\u3067\u4e00\u7dd2\u306b\u78ba\u304b\u3081\u308b\u3053\u3068\u3082\u3067\u304d\u307e\u3059\u3002<\/p>\n<div style=\"clear:both;display:flex;justify-content:center;align-items:center;gap:12px;flex-wrap:wrap;margin:32px 0;padding:8px 0;line-height:1.6;\"><a href=\"https:\/\/skilllog.jp\/users\/sign_up?utm_source=blog&utm_medium=article&utm_campaign=data-engineer-vs-ai-engineer\" style=\"background:#2563eb;color:#ffffff;padding:14px 28px;border-radius:8px;text-decoration:none;font-weight:700;text-align:center;white-space:nowrap;display:inline-block;line-height:1.4;\">\u30b9\u30ad\u30eb\u306e\u5f37\u307f\u3092\u78ba\u8a8d\u3059\u308b<\/a><a href=\"#skilllog-consultation\" style=\"background:#06c755;color:#ffffff;padding:14px 28px;border-radius:8px;text-decoration:none;font-weight:700;text-align:center;white-space:nowrap;display:inline-block;line-height:1.4;\">\u8ee2\u8077\u30fb\u6848\u4ef6\u76f8\u8ac7\u3092\u3059\u308b<\/a><\/div>\n<div style=\"margin-top:48px;margin-bottom:24px;\">\n<h2 style=\"font-size:32px;font-weight:700;border-left:6px solid #2563eb;padding-left:16px;line-height:1.5;\"><span class=\"ez-toc-section\" id=\"%E7%89%87%E6%96%B9%E3%81%8B%E3%82%89%E3%82%82%E3%81%86%E4%B8%80%E6%96%B9%E3%81%B8%E7%A7%BB%E3%82%8B%E6%96%B9%E6%B3%95\"><\/span>\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:16px 20px;border-radius:6px;margin-bottom:24px;\">\n<p style=\"margin:0;font-size:15px;line-height:1.7;color:#1e3a5f;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u96a3\u308a\u5408\u3046\u8077\u7a2e\u306e\u305f\u3081\u3001\u7d4c\u9a13\u3092\u7a4d\u3093\u3060\u5f8c\u306b\u79fb\u308b\u3053\u3068\u3082\u53ef\u80fd\u3067\u3059\u3002\u79fb\u308b\u65b9\u5411\u306b\u3088\u3063\u3066\u88dc\u3046\u3079\u304d\u30b9\u30ad\u30eb\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%8B%E3%82%89AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%B8\"><\/span>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u304b\u3089AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3078<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u3001AI\u306e\u5b66\u7fd2\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u3092\u6e96\u5099\u3059\u308b\u7d4c\u9a13\u3092\u3059\u3067\u306b\u6301\u3063\u3066\u3044\u307e\u3059\u3002\u7d71\u8a08\u3068\u6a5f\u68b0\u5b66\u7fd2\u306e\u57fa\u790e\u3092\u5b66\u3073\u3001\u30e2\u30c7\u30eb\u306e\u5b66\u7fd2\u3084\u8a55\u4fa1\u306b\u95a2\u308f\u308b\u4ed5\u4e8b\u3078\u5c11\u3057\u305a\u3064\u5e83\u3052\u3066\u3044\u304f\u306e\u304c\u81ea\u7136\u306a\u6d41\u308c\u3067\u3059\u3002\u6a5f\u68b0\u5b66\u7fd2\u306e\u904b\u7528\u57fa\u76e4\u3092\u62c5\u3046MLOps\u306f\u3001\u4e21\u65b9\u306e\u7d4c\u9a13\u3092\u6d3b\u304b\u305b\u308b\u4e2d\u9593\u306e\u9053\u3067\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%8B%E3%82%89%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%B8\"><\/span>AI\u30a8\u30f3\u30b8\u30cb\u30a2\u304b\u3089\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3078<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3092\u4e0a\u3052\u308b\u306b\u306f\u30c7\u30fc\u30bf\u306e\u8cea\u304c\u91cd\u8981\u3060\u3068\u5b9f\u611f\u3057\u3001\u30c7\u30fc\u30bf\u57fa\u76e4\u306b\u95a2\u5fc3\u3092\u6301\u3064AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3082\u5c11\u306a\u304f\u3042\u308a\u307e\u305b\u3093\u3002SQL\u3067\u306e\u8a2d\u8a08\u3001\u30af\u30e9\u30a6\u30c9\u306e\u30c7\u30fc\u30bf\u57fa\u76e4\u3001\u30ef\u30fc\u30af\u30d5\u30ed\u30fc\u7ba1\u7406\u3092\u88dc\u3046\u3068\u3001\u30c7\u30fc\u30bf\u57fa\u76e4\u306e\u4ed5\u4e8b\u306b\u79fb\u308a\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002\u4e2d\u3067\u3082\u3001\u5206\u6790\u5411\u3051\u306e\u30c6\u30fc\u30d6\u30eb\u8a2d\u8a08\u3068SQL\u306e\u6027\u80fd\u6539\u5584\u306f\u3001\u30e2\u30c7\u30eb\u958b\u767a\u3067\u306f\u8eab\u306b\u3064\u304d\u306b\u304f\u3044\u305f\u3081\u512a\u5148\u3057\u3066\u5b66\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E7%A7%BB%E3%82%8B%E3%81%A8%E3%81%8D%E3%81%AB%E4%BC%9D%E3%81%88%E3%82%8B%E3%81%B9%E3%81%8D%E7%B5%8C%E9%A8%93\"><\/span>\u79fb\u308b\u3068\u304d\u306b\u4f1d\u3048\u308b\u3079\u304d\u7d4c\u9a13<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u3069\u3061\u3089\u306e\u65b9\u5411\u306b\u79fb\u308b\u5834\u5408\u3082\u3001\u4e21\u65b9\u306e\u8077\u7a2e\u306b\u307e\u305f\u304c\u308b\u7d4c\u9a13\u3092\u5f37\u8abf\u3059\u308b\u3068\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002\u305f\u3068\u3048\u3070\u300c\u5b66\u7fd2\u7528\u30c7\u30fc\u30bf\u306e\u54c1\u8cea\u3092\u4e0a\u3052\u308b\u4ed5\u7d44\u307f\u3092\u4f5c\u308a\u3001\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u6539\u5584\u306b\u8ca2\u732e\u3057\u305f\u300d\u3068\u3044\u3046\u7d4c\u9a13\u306f\u3001\u3069\u3061\u3089\u306e\u8077\u7a2e\u306e\u9078\u8003\u3067\u3082\u5f37\u3044\u6750\u6599\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u79fb\u308b\u6642\u671f\u306e\u76ee\u5b89\u306f\u3001\u4eca\u306e\u8077\u7a2e\u3067\u4e00\u901a\u308a\u306e\u5de5\u7a0b\u3092\u4efb\u3055\u308c\u308b\u3088\u3046\u306b\u306a\u3063\u3066\u304b\u3089\u3067\u3059\u3002\u5c02\u9580\u6027\u304c\u56fa\u307e\u308b\u524d\u306b\u79fb\u308b\u3068\u3001\u3069\u3061\u3089\u306e\u7d4c\u9a13\u3082\u4e2d\u9014\u534a\u7aef\u306b\u898b\u3048\u3066\u3057\u307e\u3046\u3053\u3068\u304c\u3042\u308a\u307e\u3059\u3002\u307e\u305a\u306f\u4eca\u306e\u8077\u7a2e\u3067\u8a2d\u8a08\u3084\u6539\u5584\u306e\u5b9f\u7e3e\u3092\u4e00\u3064\u4f5c\u308a\u3001\u305d\u306e\u5b9f\u7e3e\u3092\u8db3\u304c\u304b\u308a\u306b\u96a3\u306e\u9818\u57df\u306e\u4ed5\u4e8b\u3078\u5c11\u3057\u305a\u3064\u95a2\u308f\u308b\u7bc4\u56f2\u3092\u5e83\u3052\u3066\u3044\u304d\u307e\u3057\u3087\u3046\u3002\u793e\u5185\u3067\u96a3\u306e\u30c1\u30fc\u30e0\u306e\u4ed5\u4e8b\u3092\u624b\u4f1d\u3046\u6a5f\u4f1a\u304c\u3042\u308c\u3070\u3001\u7a4d\u6975\u7684\u306b\u624b\u3092\u6319\u3052\u308b\u306e\u3082\u6709\u52b9\u3067\u3059\u3002<\/p>\n<div style=\"margin-top:48px;margin-bottom:24px;\">\n<h2 style=\"font-size:32px;font-weight:700;border-left:6px solid #2563eb;padding-left:16px;line-height:1.5;\"><span class=\"ez-toc-section\" id=\"%E3%81%BE%E3%81%A8%E3%82%81\"><\/span>\u307e\u3068\u3081<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:16px 20px;border-radius:6px;margin-bottom:24px;\">\n<p style=\"margin:0;font-size:15px;line-height:1.7;color:#1e3a5f;\">\u62c5\u3046\u5de5\u7a0b\u306e\u9055\u3044\u3092\u7406\u89e3\u3057\u3001\u4eca\u306e\u7d4c\u9a13\u3068\u3064\u306a\u304c\u308b\u65b9\u5411\u3092\u9078\u3073\u307e\u3057\u3087\u3046\u3002<\/p>\n<\/div>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u306f\u3001\u30c7\u30fc\u30bf\u3092\u96c6\u3081\u3066\u6574\u3048\u308b\u57fa\u76e4\u3092\u62c5\u3046\u304b\u3001\u30c7\u30fc\u30bf\u304b\u3089\u30e2\u30c7\u30eb\u3092\u4f5c\u3063\u3066\u88fd\u54c1\u306b\u7d44\u307f\u8fbc\u3080\u304b\u306b\u3042\u308a\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u30c7\u30fc\u30bf\u306e\u6b63\u3057\u3055\u3068\u5b89\u5b9a\u3057\u305f\u63d0\u4f9b\u3067\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u30e2\u30c7\u30eb\u306e\u7cbe\u5ea6\u3068\u4e8b\u696d\u3078\u306e\u52b9\u679c\u3067\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002<\/p>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u3069\u3061\u3089\u3092\u9078\u3076\u304b\u8ff7\u3063\u305f\u3089\u3001\u4eca\u306e\u7d4c\u9a13\u3068\u306e\u3064\u306a\u304c\u308a\u3068\u3001\u4ed5\u7d44\u307f\u3065\u304f\u308a\u3068\u30e2\u30c7\u30eb\u6539\u5584\u306e\u3069\u3061\u3089\u306b\u60f9\u304b\u308c\u308b\u304b\u3067\u5224\u65ad\u3057\u307e\u3057\u3087\u3046\u3002\u96a3\u308a\u5408\u3046\u8077\u7a2e\u306a\u306e\u3067\u3001\u5f8c\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u5e83\u3052\u308b\u9053\u3082\u958b\u304b\u308c\u3066\u3044\u307e\u3059\u3002<\/p>\n<div style=\"margin-top:48px;margin-bottom:24px;\">\n<h2 style=\"font-size:32px;font-weight:700;border-left:6px solid #2563eb;padding-left:16px;line-height:1.5;\"><span class=\"ez-toc-section\" id=\"%E3%82%88%E3%81%8F%E3%81%82%E3%82%8B%E8%B3%AA%E5%95%8F\"><\/span>\u3088\u304f\u3042\u308b\u8cea\u554f<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<\/div>\n<div style=\"background:#eff6ff;border-left:4px solid #2563eb;padding:16px 20px;border-radius:6px;margin-bottom:24px;\">\n<p style=\"margin:0;font-size:15px;line-height:1.7;color:#1e3a5f;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u306b\u3064\u3044\u3066\u3088\u304f\u5bc4\u305b\u3089\u308c\u308b\u8cea\u554f\u3092\u307e\u3068\u3081\u307e\u3057\u305f\u3002<\/p>\n<\/div>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%A8AI%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AE%E9%81%95%E3%81%84%E3%82%92%E4%B8%80%E8%A8%80%E3%81%A7%E8%A1%A8%E3%81%99%E3%81%A8%E4%BD%95%E3%81%A7%E3%81%99%E3%81%8B%EF%BC%9F\"><\/span>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u4e00\u8a00\u3067\u8868\u3059\u3068\u4f55\u3067\u3059\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u300c\u30c7\u30fc\u30bf\u3092\u4f7f\u3048\u308b\u72b6\u614b\u306b\u3059\u308b\u4eba\u300d\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u300c\u30c7\u30fc\u30bf\u304b\u3089AI\u3092\u4f5c\u3063\u3066\u52d5\u304b\u3059\u4eba\u300d\u3067\u3059\u3002\u62c5\u3046\u5de5\u7a0b\u304c\u524d\u5f8c\u306b\u5206\u304b\u308c\u3066\u304a\u308a\u3001\u4e21\u8005\u304c\u5354\u529b\u3059\u308b\u3053\u3068\u3067AI\u3092\u4f7f\u3063\u305f\u30b5\u30fc\u30d3\u30b9\u304c\u6210\u308a\u7acb\u3061\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E5%B0%86%E6%9D%A5%E6%80%A7%E3%81%8C%E9%AB%98%E3%81%84%E3%81%AE%E3%81%AF%E3%81%A9%E3%81%A1%E3%82%89%E3%81%A7%E3%81%99%E3%81%8B%EF%BC%9F\"><\/span>\u5c06\u6765\u6027\u304c\u9ad8\u3044\u306e\u306f\u3069\u3061\u3089\u3067\u3059\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u3069\u3061\u3089\u3082\u5c06\u6765\u6027\u306e\u9ad8\u3044\u8077\u7a2e\u3067\u3059\u3002\u7d4c\u6e08\u7523\u696d\u7701\u306e\u300cIT\u4eba\u6750\u9700\u7d66\u306b\u95a2\u3059\u308b\u8abf\u67fb\u300d\uff082019\u5e74\uff09\u306f2030\u5e74\u306b\u6700\u5927\u7d0479\u4e07\u4eba\u306eIT\u4eba\u6750\u4e0d\u8db3\u3092\u8a66\u7b97\u3057\u3066\u304a\u308a\u3001AI\u306e\u6d3b\u7528\u304c\u9032\u3080\u307b\u3069\u3001\u5b66\u7fd2\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u3092\u6574\u3048\u308b\u4ed5\u4e8b\u3068\u3001AI\u3092\u88fd\u54c1\u306b\u7d44\u307f\u8fbc\u3080\u4ed5\u4e8b\u306e\u4e21\u65b9\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u5c06\u6765\u6027\u306e\u5dee\u3088\u308a\u3001\u81ea\u5206\u304c\u9577\u304f\u7d9a\u3051\u3089\u308c\u308b\u4ed5\u4e8b\u304b\u3069\u3046\u304b\u3067\u9078\u3076\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E6%9C%AA%E7%B5%8C%E9%A8%93%E3%81%8B%E3%82%89%E7%9B%AE%E6%8C%87%E3%81%97%E3%82%84%E3%81%99%E3%81%84%E3%81%AE%E3%81%AF%E3%81%A9%E3%81%A1%E3%82%89%E3%81%A7%E3%81%99%E3%81%8B%EF%BC%9F\"><\/span>\u672a\u7d4c\u9a13\u304b\u3089\u76ee\u6307\u3057\u3084\u3059\u3044\u306e\u306f\u3069\u3061\u3089\u3067\u3059\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u7d4c\u9a13\u304c\u3042\u308b\u65b9\u306f\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u7d71\u8a08\u3084\u5206\u6790\u306e\u7d4c\u9a13\u304c\u3042\u308b\u65b9\u306fAI\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u76ee\u6307\u3057\u3084\u3059\u3044\u50be\u5411\u3067\u3059\u3002\u3069\u3061\u3089\u306e\u7d4c\u9a13\u3082\u306a\u3044\u5834\u5408\u306f\u3001SQL\u304b\u3089\u5b66\u3073\u59cb\u3081\u3066\u30c7\u30fc\u30bf\u96c6\u8a08\u306e\u88dc\u52a9\u306a\u3069\u304b\u3089\u5165\u308b\u9053\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E3%83%87%E3%83%BC%E3%82%BF%E3%82%A8%E3%83%B3%E3%82%B8%E3%83%8B%E3%82%A2%E3%81%AF%E6%95%B0%E5%AD%A6%E3%81%8C%E5%BF%85%E8%A6%81%E3%81%A7%E3%81%99%E3%81%8B%EF%BC%9F\"><\/span>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u6570\u5b66\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u9ad8\u5ea6\u306a\u6570\u5b66\u306f\u5fc5\u9808\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u5fc3\u306fSQL\u3084\u51e6\u7406\u306e\u81ea\u52d5\u5316\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5e73\u5747\u3084\u5206\u5e03\u306a\u3069\u306e\u57fa\u790e\u7684\u306a\u7d71\u8a08\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u3068\u3001\u30c7\u30fc\u30bf\u306e\u7570\u5e38\u306b\u6c17\u3065\u304d\u3084\u3059\u304f\u306a\u308a\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306e\u4f1a\u8a71\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u306a\u308a\u307e\u3059\u3002<\/p>\n<h3><span class=\"ez-toc-section\" id=\"%E4%B8%A1%E6%96%B9%E3%81%AE%E3%82%B9%E3%82%AD%E3%83%AB%E3%82%92%E6%8C%81%E3%81%A4%E4%BA%BA%E6%9D%90%E3%81%AF%E8%A9%95%E4%BE%A1%E3%81%95%E3%82%8C%E3%81%BE%E3%81%99%E3%81%8B%EF%BC%9F\"><\/span>\u4e21\u65b9\u306e\u30b9\u30ad\u30eb\u3092\u6301\u3064\u4eba\u6750\u306f\u8a55\u4fa1\u3055\u308c\u307e\u3059\u304b\uff1f<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u306f\u3044\u3001\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002\u7279\u306b\u3001\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304b\u3089\u30e2\u30c7\u30eb\u306e\u904b\u7528\u307e\u3067\u3092\u898b\u6e21\u305b\u308b\u4eba\u6750\u306f\u3001MLOps\u306a\u3069\u306e\u9818\u57df\u3067\u5f37\u304f\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u307e\u305a\u306f\u7247\u65b9\u306e\u5c02\u9580\u6027\u3092\u56fa\u3081\u3066\u304b\u3089\u3001\u3082\u3046\u4e00\u65b9\u3078\u5e83\u3052\u308b\u9806\u756a\u304c\u52b9\u7387\u7684\u3067\u3059\u3002<\/p>\n<p style=\"margin:0 0 20px 0;line-height:1.9;\">\u3053\u3053\u307e\u3067\u306e\u5185\u5bb9\u3092\u8e0f\u307e\u3048\u3066\u3001\u307e\u305a\u306f\u30b9\u30ad\u30eb\u30ed\u30b0\u306b\u7121\u6599\u3067\u767b\u9332\u3057\u3001\u30b9\u30ad\u30eb\u3092\u81ea\u5df1\u8a55\u4fa1\u3068\u7d4c\u9a13\u5e74\u6570\u3064\u304d\u3067\u767b\u9332\u3057\u3001\u30c7\u30fc\u30bf\u3068AI\u306e\u3069\u3061\u3089\u306b\u8fd1\u3044\u304b\u3092\u78ba\u304b\u3081\u3066\u307f\u307e\u3057\u3087\u3046\u3002<\/p>\n<div style=\"clear:both;display:flex;justify-content:center;align-items:center;gap:12px;flex-wrap:wrap;margin:32px 0;padding:8px 0;line-height:1.6;\"><a href=\"https:\/\/skilllog.jp\/users\/sign_up?utm_source=blog&utm_medium=article&utm_campaign=data-engineer-vs-ai-engineer\" style=\"background:#2563eb;color:#ffffff;padding:14px 28px;border-radius:8px;text-decoration:none;font-weight:700;text-align:center;white-space:nowrap;display:inline-block;line-height:1.4;\">\u30b9\u30ad\u30eb\u30b7\u30fc\u30c8\u3092\u7121\u6599\u3067\u4f5c\u6210\u3059\u308b<\/a><a href=\"#skilllog-consultation\" style=\"background:#06c755;color:#ffffff;padding:14px 28px;border-radius:8px;text-decoration:none;font-weight:700;text-align:center;white-space:nowrap;display:inline-block;line-height:1.4;\">\u8ee2\u8077\u30fb\u6848\u4ef6\u76f8\u8ac7\u3092\u3059\u308b<\/a><\/div>\n<div style=\"margin-top:48px;\"><a href=\"https:\/\/skilllog.jp\/?utm_source=blog&utm_medium=footer_banner&utm_campaign=data-engineer-vs-ai-engineer&utm_content=random_banner\" target=\"_blank\" rel=\"noopener noreferrer\"><img decoding=\"async\" src=\"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/04\/\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u305f\u3081\u306e.png\" alt=\"\u30b9\u30ad\u30eb\u30ed\u30b0\" style=\"width:100%;height:auto;border-radius:12px;\" \/><\/a><\/div>\n\n<p><!-- CLUSTER_LINKS_START --><\/p>\n<div style=\"margin:24px 0;padding:20px;background:#f8fafc;border-radius:8px;\">\n<p><strong>\u3042\u308f\u305b\u3066\u8aad\u307f\u305f\u3044<\/strong><\/p>\n<ul>\n<li><a href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-career-change-guide\/\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3078\u306e\u8ee2\u8077\u5b8c\u5168\u30ac\u30a4\u30c9\uff5c\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\u30fb\u8cc7\u683c\u30fb\u5e74\u53ce\u30684\u3064\u306e\u8ee2\u8077\u30eb\u30fc\u30c8\u30102026\u5e74\u7248\u3011<\/a><\/li>\n<li><a href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-job-description\/\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4ed5\u4e8b\u5185\u5bb9\u3068\u306f\uff1f\u30c7\u30fc\u30bf\u57fa\u76e4\u30fbETL\u30fb\u5206\u6790\u57fa\u76e4\u306e\u9055\u3044\u30681\u65e5\u306e\u6d41\u308c\u3092\u89e3\u8aac<\/a><\/li>\n<li><a href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-required-skills\/\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306b\u5fc5\u8981\u306a\u30b9\u30ad\u30eb\uff5cSQL\u30fbPython\u30fb\u30af\u30e9\u30a6\u30c9\u57fa\u76e4\u306e\u7fd2\u5f97\u512a\u5148\u9806\u4f4d\u3068\u5b66\u3073\u65b9<\/a><\/li>\n<li><a href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-salary\/\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u5e74\u53ce\u76f8\u5834\uff5c\u6b63\u793e\u54e1\u30fb\u30d5\u30ea\u30fc\u30e9\u30f3\u30b9\u5225\u306b\u7d4c\u9a13\u6bb5\u968e\u3068\u5358\u4fa1\u306e\u4e0a\u3052\u65b9\u3092\u89e3\u8aac<\/a><\/li>\n<li><a href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-skill-sheet-writing\/\">\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u30b9\u30ad\u30eb\u30b7\u30fc\u30c8\u306e\u66f8\u304d\u65b9\uff5c\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u69cb\u7bc9\u7d4c\u9a13\u306e\u8a18\u8f09\u4f8b5\u9078\u3068NG\u4f8b<\/a><\/li>\n<\/ul>\n<\/div>\n<p><!-- CLUSTER_LINKS_END --><\/p>\n<script type=\"application\/ld+json\">{\"@context\":\"https:\/\/schema.org\",\"@type\":\"FAQPage\",\"mainEntity\":[{\"@type\":\"Question\",\"name\":\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u4e00\u8a00\u3067\u8868\u3059\u3068\u4f55\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u300c\u30c7\u30fc\u30bf\u3092\u4f7f\u3048\u308b\u72b6\u614b\u306b\u3059\u308b\u4eba\u300d\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u300c\u30c7\u30fc\u30bf\u304b\u3089AI\u3092\u4f5c\u3063\u3066\u52d5\u304b\u3059\u4eba\u300d\u3067\u3059\u3002\u62c5\u3046\u5de5\u7a0b\u304c\u524d\u5f8c\u306b\u5206\u304b\u308c\u3066\u304a\u308a\u3001\u4e21\u8005\u304c\u5354\u529b\u3059\u308b\u3053\u3068\u3067AI\u3092\u4f7f\u3063\u305f\u30b5\u30fc\u30d3\u30b9\u304c\u6210\u308a\u7acb\u3061\u307e\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"\u5c06\u6765\u6027\u304c\u9ad8\u3044\u306e\u306f\u3069\u3061\u3089\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u3069\u3061\u3089\u3082\u5c06\u6765\u6027\u306e\u9ad8\u3044\u8077\u7a2e\u3067\u3059\u3002\u7d4c\u6e08\u7523\u696d\u7701\u306e\u300cIT\u4eba\u6750\u9700\u7d66\u306b\u95a2\u3059\u308b\u8abf\u67fb\u300d\uff082019\u5e74\uff09\u306f2030\u5e74\u306b\u6700\u5927\u7d0479\u4e07\u4eba\u306eIT\u4eba\u6750\u4e0d\u8db3\u3092\u8a66\u7b97\u3057\u3066\u304a\u308a\u3001AI\u306e\u6d3b\u7528\u304c\u9032\u3080\u307b\u3069\u3001\u5b66\u7fd2\u306b\u4f7f\u3046\u30c7\u30fc\u30bf\u3092\u6574\u3048\u308b\u4ed5\u4e8b\u3068\u3001AI\u3092\u88fd\u54c1\u306b\u7d44\u307f\u8fbc\u3080\u4ed5\u4e8b\u306e\u4e21\u65b9\u304c\u5fc5\u8981\u306b\u306a\u308a\u307e\u3059\u3002\u5c06\u6765\u6027\u306e\u5dee\u3088\u308a\u3001\u81ea\u5206\u304c\u9577\u304f\u7d9a\u3051\u3089\u308c\u308b\u4ed5\u4e8b\u304b\u3069\u3046\u304b\u3067\u9078\u3076\u3053\u3068\u3092\u304a\u3059\u3059\u3081\u3057\u307e\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"\u672a\u7d4c\u9a13\u304b\u3089\u76ee\u6307\u3057\u3084\u3059\u3044\u306e\u306f\u3069\u3061\u3089\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u30b7\u30b9\u30c6\u30e0\u958b\u767a\u306e\u7d4c\u9a13\u304c\u3042\u308b\u65b9\u306f\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3001\u7d71\u8a08\u3084\u5206\u6790\u306e\u7d4c\u9a13\u304c\u3042\u308b\u65b9\u306fAI\u30a8\u30f3\u30b8\u30cb\u30a2\u304c\u76ee\u6307\u3057\u3084\u3059\u3044\u50be\u5411\u3067\u3059\u3002\u3069\u3061\u3089\u306e\u7d4c\u9a13\u3082\u306a\u3044\u5834\u5408\u306f\u3001SQL\u304b\u3089\u5b66\u3073\u59cb\u3081\u3066\u30c7\u30fc\u30bf\u96c6\u8a08\u306e\u88dc\u52a9\u306a\u3069\u304b\u3089\u5165\u308b\u9053\u304c\u73fe\u5b9f\u7684\u3067\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306f\u6570\u5b66\u304c\u5fc5\u8981\u3067\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u9ad8\u5ea6\u306a\u6570\u5b66\u306f\u5fc5\u9808\u3067\u306f\u3042\u308a\u307e\u305b\u3093\u3002\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u4e2d\u5fc3\u306fSQL\u3084\u51e6\u7406\u306e\u81ea\u52d5\u5316\u3067\u3059\u3002\u305f\u3060\u3057\u3001\u5e73\u5747\u3084\u5206\u5e03\u306a\u3069\u306e\u57fa\u790e\u7684\u306a\u7d71\u8a08\u3092\u7406\u89e3\u3057\u3066\u3044\u308b\u3068\u3001\u30c7\u30fc\u30bf\u306e\u7570\u5e38\u306b\u6c17\u3065\u304d\u3084\u3059\u304f\u306a\u308a\u3001AI\u30a8\u30f3\u30b8\u30cb\u30a2\u3068\u306e\u4f1a\u8a71\u3082\u30b9\u30e0\u30fc\u30ba\u306b\u306a\u308a\u307e\u3059\u3002\"}},{\"@type\":\"Question\",\"name\":\"\u4e21\u65b9\u306e\u30b9\u30ad\u30eb\u3092\u6301\u3064\u4eba\u6750\u306f\u8a55\u4fa1\u3055\u308c\u307e\u3059\u304b\uff1f\",\"acceptedAnswer\":{\"@type\":\"Answer\",\"text\":\"\u306f\u3044\u3001\u9ad8\u304f\u8a55\u4fa1\u3055\u308c\u307e\u3059\u3002\u7279\u306b\u3001\u30c7\u30fc\u30bf\u306e\u6e96\u5099\u304b\u3089\u30e2\u30c7\u30eb\u306e\u904b\u7528\u307e\u3067\u3092\u898b\u6e21\u305b\u308b\u4eba\u6750\u306f\u3001MLOps\u306a\u3069\u306e\u9818\u57df\u3067\u5f37\u304f\u6c42\u3081\u3089\u308c\u307e\u3059\u3002\u307e\u305a\u306f\u7247\u65b9\u306e\u5c02\u9580\u6027\u3092\u56fa\u3081\u3066\u304b\u3089\u3001\u3082\u3046\u4e00\u65b9\u3078\u5e83\u3052\u308b\u9806\u756a\u304c\u52b9\u7387\u7684\u3067\u3059\u3002\"}}]}<\/script>","protected":false},"excerpt":{"rendered":"<p>\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e5\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03\u8868\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3068\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u79fb\u308b\u65b9\u6cd5\u307e\u3067\u5206\u304b\u308a\u307e\u3059\u3002<\/p>\n","protected":false},"author":1,"featured_media":4429,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_uf_show_specific_survey":0,"_uf_disable_surveys":false,"sns_share_botton_hide":"","vkExUnit_sns_title":"","_vk_print_noindex":"","sitemap_hide":"","_veu_custom_css":"","veu_display_promotion_alert":"","vkexunit_cta_each_option":"","_lightning_design_setting":[],"footnotes":""},"categories":[61,37,11],"tags":[281,478,463,476,477],"class_list":["post-4003","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-ai","category-it","category-11","tag-ai","tag-478","tag-463","tag-477"],"aioseo_notices":[],"aioseo_head":"\n\t\t<!-- All in One SEO 5.0.5 - aioseo.com -->\n\t<meta name=\"description\" content=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e5\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03\u8868\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002\" \/>\n\t<meta name=\"robots\" content=\"max-image-preview:large\" \/>\n\t<meta name=\"author\" content=\"skilllog\"\/>\n\t<link rel=\"canonical\" href=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/\" \/>\n\t\t<meta name=\"generator\" content=\"All in One SEO (AIOSEO) 5.0.5\" \/>\n\t\t<meta property=\"og:locale\" content=\"ja_JP\" \/>\n\t\t<meta property=\"og:site_name\" content=\"\u30b9\u30ad\u30eb\u30ed\u30b0\uff5c\u304a\u5f79\u7acb\u3061\u60c5\u5831 -\" \/>\n\t\t<meta property=\"og:type\" content=\"article\" \/>\n\t\t<meta property=\"og:title\" content=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac\" \/>\n\t\t<meta property=\"og:description\" content=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e5\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03\u8868\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002\" \/>\n\t\t<meta property=\"og:url\" content=\"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/\" \/>\n\t\t<meta property=\"og:image\" content=\"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044.webp\" \/>\n\t\t<meta property=\"og:image:secure_url\" content=\"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044.webp\" \/>\n\t\t<meta property=\"og:image:width\" content=\"1677\" \/>\n\t\t<meta property=\"og:image:height\" content=\"938\" \/>\n\t\t<meta property=\"article:published_time\" content=\"2026-10-31T03:35:00+00:00\" \/>\n\t\t<meta property=\"article:modified_time\" content=\"2026-10-26T01:23:50+00:00\" \/>\n\t\t<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n\t\t<meta name=\"twitter:site\" content=\"@_skilllog\" \/>\n\t\t<meta name=\"twitter:title\" content=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac\" \/>\n\t\t<meta name=\"twitter:description\" content=\"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e5\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03\u8868\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002\" \/>\n\t\t<meta name=\"twitter:creator\" content=\"@_skilllog\" \/>\n\t\t<meta name=\"twitter:image\" content=\"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044.webp\" \/>\n\t\t<script type=\"application\/ld+json\" class=\"aioseo-schema\">\n\t\t\t{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"BlogPosting\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#blogposting\",\"name\":\"\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044\\uff5c\\u4ed5\\u4e8b\\u5185\\u5bb9\\u30fb\\u30b9\\u30ad\\u30eb\\u30fb\\u5e74\\u53ce\\u3092\\u6bd4\\u8f03\\u3057\\u3066\\u9078\\u3073\\u65b9\\u3092\\u89e3\\u8aac\",\"headline\":\"\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044\\uff5c\\u4ed5\\u4e8b\\u5185\\u5bb9\\u30fb\\u30b9\\u30ad\\u30eb\\u30fb\\u5e74\\u53ce\\u3092\\u6bd4\\u8f03\\u3057\\u3066\\u9078\\u3073\\u65b9\\u3092\\u89e3\\u8aac\",\"author\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/author\\\/user\\\/#author\"},\"publisher\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/#organization\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044.webp\",\"width\":1677,\"height\":938,\"caption\":\"\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044\\u3092\\u3001\\u4ed5\\u4e8b\\u5185\\u5bb9\\u30fb\\u6210\\u679c\\u7269\\u30fb\\u5fc5\\u8981\\u30b9\\u30ad\\u30eb\\u30fb\\u5e74\\u53ce\\u30fb\\u30ad\\u30e3\\u30ea\\u30a2\\u306e\\u9078\\u3073\\u65b9\\u304b\\u3089\\u6bd4\\u8f03\\u3059\\u308b\\u8a18\\u4e8b\\u306e\\u30b5\\u30e0\\u30cd\\u30a4\\u30eb\\u753b\\u50cf\\u3002\"},\"datePublished\":\"2026-10-31T03:35:00+00:00\",\"dateModified\":\"2026-10-26T01:23:50+00:00\",\"inLanguage\":\"ja\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#webpage\"},\"isPartOf\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#webpage\"},\"articleSection\":\"AI, IT\\u8ee2\\u8077, \\u30ad\\u30e3\\u30ea\\u30a2, AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2, \\u30ad\\u30e3\\u30ea\\u30a2\\u9078\\u629e, \\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2, \\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044, \\u8077\\u7a2e\\u6bd4\\u8f03\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#breadcrumblist\",\"itemListElement\":[{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/#listItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/category\\\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\\\/#listItem\",\"name\":\"\\u30ad\\u30e3\\u30ea\\u30a2\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/category\\\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\\\/#listItem\",\"position\":2,\"name\":\"\\u30ad\\u30e3\\u30ea\\u30a2\",\"item\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/category\\\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\\\/\",\"nextItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#listItem\",\"name\":\"\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044\\uff5c\\u4ed5\\u4e8b\\u5185\\u5bb9\\u30fb\\u30b9\\u30ad\\u30eb\\u30fb\\u5e74\\u53ce\\u3092\\u6bd4\\u8f03\\u3057\\u3066\\u9078\\u3073\\u65b9\\u3092\\u89e3\\u8aac\"},\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/#listItem\",\"name\":\"Home\"}},{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#listItem\",\"position\":3,\"name\":\"\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044\\uff5c\\u4ed5\\u4e8b\\u5185\\u5bb9\\u30fb\\u30b9\\u30ad\\u30eb\\u30fb\\u5e74\\u53ce\\u3092\\u6bd4\\u8f03\\u3057\\u3066\\u9078\\u3073\\u65b9\\u3092\\u89e3\\u8aac\",\"previousItem\":{\"@type\":\"ListItem\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/category\\\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\\\/#listItem\",\"name\":\"\\u30ad\\u30e3\\u30ea\\u30a2\"}}]},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/#organization\",\"name\":\"\\u30b9\\u30ad\\u30eb\\u30ed\\u30b0\\uff5c\\u304a\\u5f79\\u7acb\\u3061\\u60c5\\u5831\",\"url\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/\",\"sameAs\":[\"https:\\\/\\\/x.com\\\/_skilllog\"]},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/author\\\/user\\\/#author\",\"url\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/author\\\/user\\\/\",\"name\":\"skilllog\",\"image\":{\"@type\":\"ImageObject\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#authorImage\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/b4c9a289323b21a01c3e940f150eb9b8c542587f1abfd8f0e1cc1ffc5e475514?s=96&d=mm&r=g\",\"width\":96,\"height\":96,\"caption\":\"skilllog\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#webpage\",\"url\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/\",\"name\":\"\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044\\uff5c\\u4ed5\\u4e8b\\u5185\\u5bb9\\u30fb\\u30b9\\u30ad\\u30eb\\u30fb\\u5e74\\u53ce\\u3092\\u6bd4\\u8f03\\u3057\\u3066\\u9078\\u3073\\u65b9\\u3092\\u89e3\\u8aac\",\"description\":\"\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044\\u3092\\u3001\\u4ed5\\u4e8b\\u5185\\u5bb9\\u30fb\\u6210\\u679c\\u7269\\u30fb\\u30b9\\u30ad\\u30eb\\u30fb\\u5e74\\u53ce\\u30fb\\u30ad\\u30e3\\u30ea\\u30a2\\u306e5\\u3064\\u306e\\u89b3\\u70b9\\u3067\\u6bd4\\u8f03\\u8868\\u3064\\u304d\\u3067\\u89e3\\u8aac\\u3057\\u307e\\u3059\\u3002\\u30c7\\u30fc\\u30bf\\u30b5\\u30a4\\u30a8\\u30f3\\u30c6\\u30a3\\u30b9\\u30c8\\u3092\\u542b\\u3081\\u305f3\\u8077\\u7a2e\\u306e\\u95a2\\u4fc2\\u3001\\u5411\\u3044\\u3066\\u3044\\u308b\\u4eba\\u306e\\u7279\\u5fb4\\u3001\\u7d4c\\u6b74\\u5225\\u306e\\u9078\\u3073\\u65b9\\u3001\\u7247\\u65b9\\u304b\\u3089\\u3082\\u3046\\u4e00\\u65b9\\u3078\\u79fb\\u308b\\u65b9\\u6cd5\\u3082\\u7d39\\u4ecb\\u3057\\u307e\\u3059\\u3002\",\"inLanguage\":\"ja\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/#website\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#breadcrumblist\"},\"author\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/author\\\/user\\\/#author\"},\"creator\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/author\\\/user\\\/#author\"},\"image\":{\"@type\":\"ImageObject\",\"url\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/wp-content\\\/uploads\\\/2026\\\/10\\\/\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044.webp\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#mainImage\",\"width\":1677,\"height\":938,\"caption\":\"\\u30c7\\u30fc\\u30bf\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u3068AI\\u30a8\\u30f3\\u30b8\\u30cb\\u30a2\\u306e\\u9055\\u3044\\u3092\\u3001\\u4ed5\\u4e8b\\u5185\\u5bb9\\u30fb\\u6210\\u679c\\u7269\\u30fb\\u5fc5\\u8981\\u30b9\\u30ad\\u30eb\\u30fb\\u5e74\\u53ce\\u30fb\\u30ad\\u30e3\\u30ea\\u30a2\\u306e\\u9078\\u3073\\u65b9\\u304b\\u3089\\u6bd4\\u8f03\\u3059\\u308b\\u8a18\\u4e8b\\u306e\\u30b5\\u30e0\\u30cd\\u30a4\\u30eb\\u753b\\u50cf\\u3002\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/2026\\\/10\\\/31\\\/data-engineer-vs-ai-engineer\\\/#mainImage\"},\"datePublished\":\"2026-10-31T03:35:00+00:00\",\"dateModified\":\"2026-10-26T01:23:50+00:00\"},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/#website\",\"url\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/\",\"name\":\"\\u30b9\\u30ad\\u30eb\\u30ed\\u30b0\\uff5c\\u304a\\u5f79\\u7acb\\u3061\\u60c5\\u5831\",\"inLanguage\":\"ja\",\"publisher\":{\"@id\":\"https:\\\/\\\/skilllog.jp\\\/blog\\\/#organization\"}}]}\n\t\t<\/script>\n\t\t<!-- All in One SEO -->\n\n","aioseo_head_json":{"title":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac","description":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e5\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03\u8868\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002","canonical_url":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/","robots":"max-image-preview:large","keywords":"","webmasterTools":{"miscellaneous":""},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"BlogPosting","@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#blogposting","name":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac","headline":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac","author":{"@id":"https:\/\/skilllog.jp\/blog\/author\/user\/#author"},"publisher":{"@id":"https:\/\/skilllog.jp\/blog\/#organization"},"image":{"@type":"ImageObject","url":"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044.webp","width":1677,"height":938,"caption":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u5fc5\u8981\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e\u9078\u3073\u65b9\u304b\u3089\u6bd4\u8f03\u3059\u308b\u8a18\u4e8b\u306e\u30b5\u30e0\u30cd\u30a4\u30eb\u753b\u50cf\u3002"},"datePublished":"2026-10-31T03:35:00+00:00","dateModified":"2026-10-26T01:23:50+00:00","inLanguage":"ja","mainEntityOfPage":{"@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#webpage"},"isPartOf":{"@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#webpage"},"articleSection":"AI, IT\u8ee2\u8077, \u30ad\u30e3\u30ea\u30a2, AI\u30a8\u30f3\u30b8\u30cb\u30a2, \u30ad\u30e3\u30ea\u30a2\u9078\u629e, \u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2, \u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044, \u8077\u7a2e\u6bd4\u8f03"},{"@type":"BreadcrumbList","@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#breadcrumblist","itemListElement":[{"@type":"ListItem","@id":"https:\/\/skilllog.jp\/blog\/#listItem","position":1,"name":"Home","item":"https:\/\/skilllog.jp\/blog\/","nextItem":{"@type":"ListItem","@id":"https:\/\/skilllog.jp\/blog\/category\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\/#listItem","name":"\u30ad\u30e3\u30ea\u30a2"}},{"@type":"ListItem","@id":"https:\/\/skilllog.jp\/blog\/category\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\/#listItem","position":2,"name":"\u30ad\u30e3\u30ea\u30a2","item":"https:\/\/skilllog.jp\/blog\/category\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\/","nextItem":{"@type":"ListItem","@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#listItem","name":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac"},"previousItem":{"@type":"ListItem","@id":"https:\/\/skilllog.jp\/blog\/#listItem","name":"Home"}},{"@type":"ListItem","@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#listItem","position":3,"name":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac","previousItem":{"@type":"ListItem","@id":"https:\/\/skilllog.jp\/blog\/category\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\/#listItem","name":"\u30ad\u30e3\u30ea\u30a2"}}]},{"@type":"Organization","@id":"https:\/\/skilllog.jp\/blog\/#organization","name":"\u30b9\u30ad\u30eb\u30ed\u30b0\uff5c\u304a\u5f79\u7acb\u3061\u60c5\u5831","url":"https:\/\/skilllog.jp\/blog\/","sameAs":["https:\/\/x.com\/_skilllog"]},{"@type":"Person","@id":"https:\/\/skilllog.jp\/blog\/author\/user\/#author","url":"https:\/\/skilllog.jp\/blog\/author\/user\/","name":"skilllog","image":{"@type":"ImageObject","@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#authorImage","url":"https:\/\/secure.gravatar.com\/avatar\/b4c9a289323b21a01c3e940f150eb9b8c542587f1abfd8f0e1cc1ffc5e475514?s=96&d=mm&r=g","width":96,"height":96,"caption":"skilllog"}},{"@type":"WebPage","@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#webpage","url":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/","name":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac","description":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e5\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03\u8868\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002","inLanguage":"ja","isPartOf":{"@id":"https:\/\/skilllog.jp\/blog\/#website"},"breadcrumb":{"@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#breadcrumblist"},"author":{"@id":"https:\/\/skilllog.jp\/blog\/author\/user\/#author"},"creator":{"@id":"https:\/\/skilllog.jp\/blog\/author\/user\/#author"},"image":{"@type":"ImageObject","url":"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044.webp","@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#mainImage","width":1677,"height":938,"caption":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u5fc5\u8981\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e\u9078\u3073\u65b9\u304b\u3089\u6bd4\u8f03\u3059\u308b\u8a18\u4e8b\u306e\u30b5\u30e0\u30cd\u30a4\u30eb\u753b\u50cf\u3002"},"primaryImageOfPage":{"@id":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/#mainImage"},"datePublished":"2026-10-31T03:35:00+00:00","dateModified":"2026-10-26T01:23:50+00:00"},{"@type":"WebSite","@id":"https:\/\/skilllog.jp\/blog\/#website","url":"https:\/\/skilllog.jp\/blog\/","name":"\u30b9\u30ad\u30eb\u30ed\u30b0\uff5c\u304a\u5f79\u7acb\u3061\u60c5\u5831","inLanguage":"ja","publisher":{"@id":"https:\/\/skilllog.jp\/blog\/#organization"}}]},"og:locale":"ja_JP","og:site_name":"\u30b9\u30ad\u30eb\u30ed\u30b0\uff5c\u304a\u5f79\u7acb\u3061\u60c5\u5831 -","og:type":"article","og:title":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac","og:description":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e5\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03\u8868\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002","og:url":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/","og:image":"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044.webp","og:image:secure_url":"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044.webp","og:image:width":1677,"og:image:height":938,"article:published_time":"2026-10-31T03:35:00+00:00","article:modified_time":"2026-10-26T01:23:50+00:00","twitter:card":"summary_large_image","twitter:site":"@_skilllog","twitter:title":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac","twitter:description":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e5\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03\u8868\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002","twitter:creator":"@_skilllog","twitter:image":"https:\/\/skilllog.jp\/blog\/wp-content\/uploads\/2026\/10\/\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044.webp"},"aioseo_meta_data":{"post_id":"4003","title":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac","description":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\u3092\u3001\u4ed5\u4e8b\u5185\u5bb9\u30fb\u6210\u679c\u7269\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u30fb\u30ad\u30e3\u30ea\u30a2\u306e5\u3064\u306e\u89b3\u70b9\u3067\u6bd4\u8f03\u8868\u3064\u304d\u3067\u89e3\u8aac\u3057\u307e\u3059\u3002\u30c7\u30fc\u30bf\u30b5\u30a4\u30a8\u30f3\u30c6\u30a3\u30b9\u30c8\u3092\u542b\u3081\u305f3\u8077\u7a2e\u306e\u95a2\u4fc2\u3001\u5411\u3044\u3066\u3044\u308b\u4eba\u306e\u7279\u5fb4\u3001\u7d4c\u6b74\u5225\u306e\u9078\u3073\u65b9\u3001\u7247\u65b9\u304b\u3089\u3082\u3046\u4e00\u65b9\u3078\u79fb\u308b\u65b9\u6cd5\u3082\u7d39\u4ecb\u3057\u307e\u3059\u3002","keywords":null,"keyphrases":{"focus":{"keyphrase":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044","score":71},"additional":[]},"primary_term":null,"canonical_url":null,"og_title":null,"og_description":null,"og_object_type":"default","og_image_type":"default","og_image_custom_url":null,"og_image_custom_fields":null,"og_image_url":null,"og_image_width":null,"og_image_height":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_custom_url":null,"twitter_image_custom_fields":null,"twitter_image_url":null,"twitter_title":null,"twitter_description":null,"schema_type":"default","schema_type_options":null,"schema":{"blockGraphs":[],"customGraphs":[],"default":{"data":{"Article":[],"Course":[],"Dataset":[],"FAQPage":[],"Movie":[],"Person":[],"Product":[],"ProductReview":[],"Car":[],"Recipe":[],"Service":[],"SoftwareApplication":[],"WebPage":[]},"graphName":"BlogPosting","isEnabled":true},"graphs":[]},"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":0,"frequency":"default","local_seo":null,"limit_modified_date":false,"ai":{"faqs":[],"keyPoints":[],"schemas":[],"titles":[],"descriptions":[],"socialPosts":{"email":{"subject":"","preview":"","content":""},"linkedin":[],"twitter":[],"facebook":[],"instagram":[]}},"breadcrumb_settings":null,"seo_analyzer_scan_date":null,"created":"2026-10-14 06:15:51","updated":"2026-11-02 02:12:43","focus_keyword":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044","additional_keywords":null,"truseo_locale":null},"aioseo_breadcrumb":"<div class=\"aioseo-breadcrumbs\"><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/skilllog.jp\/blog\/\" title=\"Home\">Home<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t<a href=\"https:\/\/skilllog.jp\/blog\/category\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\/\" title=\"\u30ad\u30e3\u30ea\u30a2\">\u30ad\u30e3\u30ea\u30a2<\/a>\n\t\t<\/span><span class=\"aioseo-breadcrumb-separator\">\u00bb<\/span><span class=\"aioseo-breadcrumb\">\n\t\t\t\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac\n\t\t<\/span><\/div>","aioseo_breadcrumb_json":[{"label":"Home","link":"https:\/\/skilllog.jp\/blog\/"},{"label":"\u30ad\u30e3\u30ea\u30a2","link":"https:\/\/skilllog.jp\/blog\/category\/%e3%82%ad%e3%83%a3%e3%83%aa%e3%82%a2\/"},{"label":"\u30c7\u30fc\u30bf\u30a8\u30f3\u30b8\u30cb\u30a2\u3068AI\u30a8\u30f3\u30b8\u30cb\u30a2\u306e\u9055\u3044\uff5c\u4ed5\u4e8b\u5185\u5bb9\u30fb\u30b9\u30ad\u30eb\u30fb\u5e74\u53ce\u3092\u6bd4\u8f03\u3057\u3066\u9078\u3073\u65b9\u3092\u89e3\u8aac","link":"https:\/\/skilllog.jp\/blog\/2026\/10\/31\/data-engineer-vs-ai-engineer\/"}],"_links":{"self":[{"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/posts\/4003","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/comments?post=4003"}],"version-history":[{"count":5,"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/posts\/4003\/revisions"}],"predecessor-version":[{"id":4676,"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/posts\/4003\/revisions\/4676"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/media\/4429"}],"wp:attachment":[{"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/media?parent=4003"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/categories?post=4003"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/skilllog.jp\/blog\/wp-json\/wp\/v2\/tags?post=4003"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}