{"id":165989,"date":"2026-04-28T03:06:52","date_gmt":"2026-04-28T01:06:52","guid":{"rendered":"https:\/\/jfrog.com\/?p=165989"},"modified":"2026-04-28T03:06:52","modified_gmt":"2026-04-28T01:06:52","slug":"what-is-dataops","status":"publish","type":"post","link":"https:\/\/jfrog.com\/ja\/blog\/what-is-dataops\/","title":{"rendered":"DataOps\u3068\u306f\uff1f\u5c0e\u5165\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u65b9\u6cd5\u304b\u3089\u30c4\u30fc\u30eb\u307e\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac"},"content":{"rendered":"<style>\n    :root {<br \/>\n        --jfrog-green: #40be46;<br \/>\n        --jfrog-navy: #002147;<br \/>\n        --light-bg: #f9fbf9;<br \/>\n        --border-color: #e1e8e1;<br \/>\n    }<\/p>\n<p>    .jfrog-article-clean {<br \/>\n        line-height: 1.8 !important;<br \/>\n        color: #333 !important;<br \/>\n        max-width: 850px;<br \/>\n        margin: 40px auto;<br \/>\n        font-family: \"Helvetica Neue\", Arial, \"Hiragino Kaku Gothic ProN\", \"Hiragino Sans\", Meiryo, sans-serif !important;<br \/>\n        background-color: #fff !important;<br \/>\n    }<\/p>\n<p>    .jfrog-article-clean p {<br \/>\n        margin-bottom: 1.5em !important;<br \/>\n        color: #333 !important;<br \/>\n    }<\/p>\n<p>    .main-visual {<br \/>\n        width: 100%;<br \/>\n        margin-bottom: 40px;<br \/>\n        text-align: center;<br \/>\n    }<\/p>\n<p>    .main-visual img {<br \/>\n        width: 100%;<br \/>\n        height: auto;<br \/>\n        border-radius: 12px;<br \/>\n        box-shadow: 0 10px 30px rgba(0,0,0,0.1);<br \/>\n    }<\/p>\n<p>    .jfrog-article-clean h1 {<br \/>\n        font-size: 2.2rem !important;<br \/>\n        border-bottom: 3px solid var(--jfrog-green) !important;<br \/>\n        padding-bottom: 15px !important;<br \/>\n        margin: 0 0 30px !important;<br \/>\n        color: var(--jfrog-navy) !important;<br \/>\n        font-weight: bold !important;<br \/>\n    }<\/p>\n<p>    .jfrog-article-clean h2 {<br \/>\n        font-size: 1.8rem !important;<br \/>\n        color: var(--jfrog-navy) !important;<br \/>\n        border-left: 6px solid var(--jfrog-green) !important;<br \/>\n        padding: 15px 20px !important;<br \/>\n        background: var(--light-bg) !important;<br \/>\n        margin: 50px 0 25px !important;<br \/>\n        font-weight: bold !important;<br \/>\n        border-radius: 0 8px 8px 0;<br \/>\n    }<\/p>\n<p>    .jfrog-article-clean h3 {<br \/>\n        font-size: 1.4rem !important;<br \/>\n        color: var(--jfrog-navy) !important;<br \/>\n        border-bottom: 2px solid var(--jfrog-green) !important;<br \/>\n        display: inline-block !important;<br \/>\n        margin: 35px 0 15px !important;<br \/>\n        padding-bottom: 5px !important;<br \/>\n        font-weight: bold !important;<br \/>\n    }<\/p>\n<p>    .jfrog-article-clean ul, .jfrog-article-clean ol {<br \/>\n        margin-bottom: 30px !important;<br \/>\n        padding-left: 25px !important;<br \/>\n    }<\/p>\n<p>    .jfrog-article-clean li {<br \/>\n        margin-bottom: 12px !important;<br \/>\n        color: #333 !important;<br \/>\n    }<\/p>\n<p>    .process-list {<br \/>\n        counter-reset: process-counter;<br \/>\n        list-style: none !important;<br \/>\n        padding: 0 !important;<br \/>\n    }<\/p>\n<p>    .process-list li {<br \/>\n        counter-increment: process-counter;<br \/>\n        position: relative;<br \/>\n        padding-left: 50px !important;<br \/>\n        margin-bottom: 25px !important;<br \/>\n    }<\/p>\n<p>    .process-list li::before {<br \/>\n        content: counter(process-counter);<br \/>\n        position: absolute;<br \/>\n        left: 0;<br \/>\n        top: 0;<br \/>\n        width: 32px;<br \/>\n        height: 32px;<br \/>\n        background: var(--jfrog-green);<br \/>\n        color: white;<br \/>\n        border-radius: 50%;<br \/>\n        text-align: center;<br \/>\n        line-height: 32px;<br \/>\n        font-weight: bold;<br \/>\n    }<\/p>\n<p>    .comparison-table {<br \/>\n        width: 100%;<br \/>\n        border-collapse: collapse;<br \/>\n        margin: 30px 0 !important;<br \/>\n        box-shadow: 0 2px 15px rgba(0,0,0,0.05) !important;<br \/>\n    }<\/p>\n<p>    .comparison-table th {<br \/>\n        background: var(--jfrog-navy) !important;<br \/>\n        color: white !important;<br \/>\n        padding: 15px !important;<br \/>\n        text-align: left !important;<br \/>\n    }<\/p>\n<p>    .comparison-table td {<br \/>\n        padding: 15px !important;<br \/>\n        border-bottom: 1px solid #eee !important;<br \/>\n        background: white !important;<br \/>\n        color: #333 !important;<br \/>\n    }<\/p>\n<p>    .point-card {<br \/>\n        background: var(--light-bg) !important;<br \/>\n        border: 1px solid var(--border-color) !important;<br \/>\n        padding: 30px !important;<br \/>\n        border-radius: 8px !important;<br \/>\n        margin: 30px 0 !important;<br \/>\n    }<\/p>\n<p>    .highlight-box {<br \/>\n        background: #fffbe6 !important;<br \/>\n        border: 1px solid #ffe58f !important;<br \/>\n        padding: 25px !important;<br \/>\n        border-radius: 8px !important;<br \/>\n        margin: 30px 0 !important;<br \/>\n        border-left: 6px solid #fadb14 !important;<br \/>\n    }<\/p>\n<p>    .company-footer {<br \/>\n        background-color: var(--light-bg) !important;<br \/>\n        border: 1px solid var(--border-color) !important;<br \/>\n        border-left: 6px solid var(--jfrog-green) !important;<br \/>\n        padding: 30px !important;<br \/>\n        margin-top: 50px !important;<br \/>\n        border-radius: 8px !important;<br \/>\n    }<\/p>\n<p>    .cta-container {<br \/>\n        text-align: center !important;<br \/>\n        margin: 60px 0 !important;<br \/>\n        padding: 50px 30px !important;<br \/>\n        background: #f8f9fa !important;<br \/>\n        border: 2px solid #eee !important;<br \/>\n        border-radius: 16px !important;<br \/>\n        box-shadow: 0 10px 30px rgba(0,0,0,0.05) !important;<br \/>\n    }<\/p>\n<p>    .btn-jfrog {<br \/>\n        display: inline-block !important;<br \/>\n        background: var(--jfrog-green) !important;<br \/>\n        color: #ffffff !important;<br \/>\n        padding: 18px 45px !important;<br \/>\n        text-decoration: none !important;<br \/>\n        border-radius: 50px !important;<br \/>\n        font-weight: bold !important;<br \/>\n        box-shadow: 0 8px 15px rgba(64,190,70,0.3) !important;<br \/>\n        transition: all 0.3s ease;<br \/>\n    }<\/p>\n<p>    .btn-jfrog:hover {<br \/>\n        background: #35a63d !important;<br \/>\n        transform: translateY(-3px);<br \/>\n    }<br \/>\n<\/style>\n<div class=\"jfrog-article-clean\">\n<div class=\"main-visual\"><img decoding=\"async\" src=\"https:\/\/media.jfrog.com\/wp-content\/uploads\/2025\/01\/01135705\/dataops-youtube-cover.jpg\" alt=\"DataOps\u30a4\u30e1\u30fc\u30b8\u753b\u50cf\" \/><\/div>\n<h1>DataOps\u3068\u306f\uff1f\u5c0e\u5165\u306e\u30e1\u30ea\u30c3\u30c8\u30fb\u65b9\u6cd5\u304b\u3089\u30c4\u30fc\u30eb\u307e\u3067\u308f\u304b\u308a\u3084\u3059\u304f\u89e3\u8aac<\/h1>\n<p>DataOps\u306f\u3001\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u7d99\u7d9a\u7684\u304b\u3064\u5b89\u5168\u306b\u9032\u3081\u308b\u305f\u3081\u306e\u5b9f\u8df5\u7684\u306a\u30a2\u30d7\u30ed\u30fc\u30c1\u3067\u3059\u3002\u30c7\u30fc\u30bf\u91cf\u306e\u5897\u52a0\u3068\u5229\u7528\u90e8\u9580\u306e\u62e1\u5927\u304c\u9032\u3080\u306a\u304b\u3067\u3001\u5206\u6790\u306e\u30b9\u30d4\u30fc\u30c9\u3068\u54c1\u8cea\u3092\u3069\u3046\u4e21\u7acb\u3055\u305b\u308b\u304b\u306f\u3001\u591a\u304f\u306e\u4f01\u696d\u306b\u5171\u901a\u3059\u308b\u8ab2\u984c\u3068\u306a\u3063\u3066\u3044\u307e\u3059\u3002\u672c\u8a18\u4e8b\u3067\u306f\u3001DataOps\u306e\u57fa\u672c\u6982\u5ff5\u3084\u5c0e\u5165\u52b9\u679c\u3001\u5177\u4f53\u7684\u306a\u9032\u3081\u65b9\u3001\u30c4\u30fc\u30eb\u9078\u5b9a\u306e\u30dd\u30a4\u30f3\u30c8\u3092\u89e3\u8aac\u3057\u307e\u3059\u3002<\/p>\n<h2>DataOps\uff08\u30c7\u30fc\u30bf\u30aa\u30d7\u30b9\uff09\u3068\u306f\uff1f\u5168\u4f53\u50cf\u3068\u57fa\u672c\u30b3\u30f3\u30bb\u30d7\u30c8<\/h2>\n<p>DataOps\uff08\u30c7\u30fc\u30bf\u30aa\u30d7\u30b9\uff09\u3068\u306f\u300cData Operations\u300d\u306e\u7565\u79f0\u3067\u3001\u30c7\u30fc\u30bf\u7ba1\u7406\u3068\u6d3b\u7528\u3092\u7d99\u7d9a\u7684\u306b\u6539\u5584\u3059\u308b\u305f\u3081\u306e\u65b9\u6cd5\u8ad6\u3067\u3059\u3002\u7279\u5b9a\u306e\u30c4\u30fc\u30eb\u3067\u306f\u306a\u304f\u3001\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u5168\u4f53\u3092\u6700\u9069\u5316\u3059\u308b\u305f\u3081\u306e\u8003\u3048\u65b9\u3092\u6307\u3057\u307e\u3059\u3002<\/p>\n<p>\u305d\u306e\u8d77\u6e90\u306b\u306f\u3001\u30a2\u30b8\u30e3\u30a4\u30eb\u958b\u767a\u3084DevOps\u3001\u30ea\u30fc\u30f3\u751f\u7523\u65b9\u5f0f\u306e\u601d\u60f3\u304c\u3042\u308a\u307e\u3059\u3002DataOps\u3082\u3001\u30c7\u30fc\u30bf\u306e\u53ce\u96c6\u30fb\u5909\u63db\u30fb\u5206\u6790\u30fb\u63d0\u4f9b\u307e\u3067\u3092\u4e00\u9023\u306e\u6d41\u308c\u3068\u3057\u3066\u6349\u3048\u3001\u54c1\u8cea\u3068\u30b9\u30d4\u30fc\u30c9\u3092\u4e21\u7acb\u3055\u305b\u307e\u3059\u3002<\/p>\n<p>\u307e\u305f\u3001DataOps\u306f\u300c\u30c7\u30fc\u30bf\u306e\u6c11\u4e3b\u5316\u300d\u3092\u652f\u3048\u308b\u67a0\u7d44\u307f\u3067\u3082\u3042\u308a\u307e\u3059\u3002\u7d44\u7e54\u5168\u4f53\u3067\u30c7\u30fc\u30bf\u3092\u30d3\u30b8\u30cd\u30b9\u4fa1\u5024\u306b\u8ee2\u63db\u3057\u7d9a\u3051\u308b\u57fa\u76e4\u3065\u304f\u308a\u304c\u3001DataOps\u306e\u672c\u8cea\u3067\u3059\u3002<\/p>\n<h3>DataOps\u306e\u6838\u5fc3\u7684\u306a\u8003\u3048\u65b9<\/h3>\n<p>DataOps\u306b\u306f\u300cDataOps Manifesto\u300d\u3068\u547c\u3070\u308c\u308b\u539f\u5247\u304c\u3042\u308a\u3001\u91cd\u8981\u306a\u306e\u304c<strong>\u4fa1\u5024\u3042\u308b\u5206\u6790\u306e\u7d99\u7d9a\u7684\u306a\u63d0\u4f9b<\/strong>\u3068<strong>\u5909\u5316\u3078\u306e\u9069\u5fdc<\/strong>\u3067\u3059\u3002<\/p>\n<h3>\u30c7\u30fc\u30bf\u6d3b\u7528\u3092\u963b\u30803\u3064\u306e\u30dc\u30c8\u30eb\u30cd\u30c3\u30af<\/h3>\n<ol>\n<li><strong>\u54c1\u8cea\u3078\u306e\u4e0d\u5b89\uff1a<\/strong> \u30c7\u30fc\u30bf\u306e\u6b20\u640d\u3084\u91cd\u8907\u306b\u3088\u308a\u4fe1\u983c\u6027\u304c\u640d\u306a\u308f\u308c\u308b\u554f\u984c\u3002<\/li>\n<li><strong>\u30b5\u30a4\u30ed\u5316\uff1a<\/strong> \u90e8\u9580\u9593\u306e\u9023\u643a\u4e0d\u8db3\u306b\u3088\u308b\u5f85\u3061\u6642\u9593\u306e\u767a\u751f\u3002<\/li>\n<li><strong>\u624b\u4f5c\u696d\u3078\u306e\u4f9d\u5b58\uff1a<\/strong> \u4eba\u7684\u30df\u30b9\u3084\u5c5e\u4eba\u5316\u306e\u30ea\u30b9\u30af\u3002<\/li>\n<\/ol>\n<h2>DataOps\u3068DevOps\uff1a\u30a2\u30d7\u30ed\u30fc\u30c1\u306f\u3069\u3046\u7570\u306a\u308b\u304b<\/h2>\n<p>\u3044\u305a\u308c\u3082\u30a2\u30b8\u30e3\u30a4\u30eb\u624b\u6cd5\u3092\u57fa\u76e4\u3068\u3057\u307e\u3059\u304c\u3001DevOps\u306f\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u3001DataOps\u306f\u30c7\u30fc\u30bf\u305d\u306e\u3082\u306e\u3092\u5bfe\u8c61\u3068\u3059\u308b\u70b9\u304c\u7570\u306a\u308a\u307e\u3059\u3002<\/p>\n<table class=\"comparison-table\">\n<thead>\n<tr>\n<th>\u6bd4\u8f03\u9805\u76ee<\/th>\n<th>DevOps<\/th>\n<th>DataOps<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td><strong>\u5bfe\u8c61<\/strong><\/td>\n<td>\u30bd\u30d5\u30c8\u30a6\u30a7\u30a2\u30b3\u30fc\u30c9\u3084\u30a4\u30f3\u30d5\u30e9<\/td>\n<td>\u30c7\u30fc\u30bf\u305d\u306e\u3082\u306e<\/td>\n<\/tr>\n<tr>\n<td><strong>\u6210\u679c\u7269<\/strong><\/td>\n<td>\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3\u30fb\u30b5\u30fc\u30d3\u30b9<\/td>\n<td>\u4fe1\u983c\u3067\u304d\u308b\u30c7\u30fc\u30bf\u3068\u5206\u6790\u7d50\u679c<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<h2>DataOps\u5c0e\u5165\u306e\u9032\u3081\u65b9<\/h2>\n<ul class=\"process-list\">\n<li><strong>\u30c7\u30fc\u30bf\u74b0\u5883\u306e\u73fe\u72b6\u8a55\u4fa1\uff1a<\/strong> \u30d7\u30ed\u30bb\u30b9\u306e\u53ef\u8996\u5316\u3068\u624b\u4f5c\u696d\u306e\u6d17\u3044\u51fa\u3057\u3002<\/li>\n<li><strong>\u30af\u30ed\u30b9\u30d5\u30a1\u30f3\u30af\u30b7\u30e7\u30ca\u30eb\u30c1\u30fc\u30e0\u306e\u69cb\u7bc9\uff1a<\/strong> \u90e8\u9580\u3092\u6a2a\u65ad\u3057\u305f\u9023\u643a\u4f53\u5236\u306e\u69cb\u7bc9\u3002<\/li>\n<li><strong>\u81ea\u52d5\u5316\u30fb\u53ef\u89b3\u6e2c\u6027\u306e\u5c0e\u5165\uff1a<\/strong> \u30c6\u30b9\u30c8\u306e\u81ea\u52d5\u5316\u3068\u76e3\u8996\u4f53\u5236\u306e\u6574\u5099\u3002<\/li>\n<\/ul>\n<h2>DataOps\u3092\u652f\u3048\u308bJFrog\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0<\/h2>\n<p>JFrog\u306f\u30c7\u30fc\u30bf\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u3084\u5206\u6790\u7528\u30b3\u30f3\u30c6\u30ca\u3001ML\u30e2\u30c7\u30eb\u306a\u3069\u306e\u30a2\u30fc\u30c6\u30a3\u30d5\u30a1\u30af\u30c8\u3092\u4e00\u5143\u7ba1\u7406\u3057\u3001\u30bb\u30ad\u30e5\u30ea\u30c6\u30a3\u3068\u518d\u73fe\u6027\u3092\u78ba\u4fdd\u3057\u307e\u3059\u3002<\/p>\n<div class=\"point-card\">\n<h4 style=\"margin-top: 0; color: var(--jfrog-navy);\">JFrog\u3092\u6d3b\u7528\u3059\u308b5\u3064\u306e\u30e1\u30ea\u30c3\u30c8<\/h4>\n<ul>\n<li>\u30c7\u30fc\u30bf\u30fb\u30d1\u30a4\u30d7\u30e9\u30a4\u30f3\u6210\u679c\u7269\u3092\u4e00\u5143\u7ba1\u7406<\/li>\n<li>\u5206\u6790\u74b0\u5883\u3068\u672c\u756a\u74b0\u5883\u306e\u518d\u73fe\u6027\u3092\u78ba\u4fdd<\/li>\n<li>\u30b3\u30f3\u30c6\u30ca\u3084\u4f9d\u5b58\u95a2\u4fc2\u306e\u8106\u5f31\u6027\u3092\u7d99\u7d9a\u691c\u67fb<\/li>\n<li>ML\u30e2\u30c7\u30eb\u3092\u542b\u3080\u6210\u679c\u7269\u306e\u30d0\u30fc\u30b8\u30e7\u30f3\u7d71\u5236<\/li>\n<li>\u76e3\u67fb\u8a3c\u8de1\u3092\u6b8b\u3057\u3001\u30ac\u30d0\u30ca\u30f3\u30b9\u3092\u5f37\u5316<\/li>\n<\/ul>\n<\/div>\n<div class=\"highlight-box\">\n<h4 style=\"margin-top: 0;\">\u6210\u529f\u306e\u30dd\u30a4\u30f3\u30c8\uff1aStart Small<\/h4>\n<p style=\"margin-bottom: 0;\">\u307e\u305a\u306f\u4e8b\u696d\u30a4\u30f3\u30d1\u30af\u30c8\u306e\u5927\u304d\u3044\u30e6\u30fc\u30b9\u30b1\u30fc\u30b9\u306b\u7d5e\u308a\u3001\u77ed\u671f\u9593\u3067\u6210\u679c\u3092\u5b9a\u91cf\u7684\u306b\u793a\u3059\u3053\u3068\u3067\u3001\u7d44\u7e54\u5185\u306e\u652f\u6301\u3092\u5f97\u3084\u3059\u304f\u306a\u308a\u307e\u3059\u3002<\/p>\n<\/div>\n<h2>\u307e\u3068\u3081<\/h2>\n<p>DataOps\u306f\u30c7\u30fc\u30bf\u3092\u5b89\u5168\u306b\u4f7f\u3044\u7d9a\u3051\u308b\u305f\u3081\u306e\u4ed5\u7d44\u307f\u3067\u3059\u3002JFrog\u306fDevOps\u304b\u3089DataOps\u3001\u3055\u3089\u306b\u306fMLOps\u3078\u3068\u30b9\u30b1\u30fc\u30eb\u3059\u308b\u969b\u306b\u3082\u4e00\u8cab\u3057\u305f\u7ba1\u7406\u4f53\u5236\u3092\u7dad\u6301\u3067\u304d\u308b\u30d7\u30e9\u30c3\u30c8\u30d5\u30a9\u30fc\u30e0\u3092\u63d0\u4f9b\u3057\u307e\u3059\u3002<\/p>\n<div class=\"company-footer\">\n<h3 style=\"margin-top: 0; color: var(--jfrog-green);\">JFrog\u306b\u3064\u3044\u3066<\/h3>\n<p 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