{"id":829,"date":"2025-07-11T01:03:00","date_gmt":"2025-07-10T17:03:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=829"},"modified":"2025-09-17T01:04:57","modified_gmt":"2025-09-16T17:04:57","slug":"%e4%bb%80%e4%b9%88%e6%98%afdataops%ef%bc%9f%e4%b8%8edevops%e6%9c%89%e4%bd%95%e4%b8%8d%e5%90%8c%ef%bc%9f","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/07\/11\/%e4%bb%80%e4%b9%88%e6%98%afdataops%ef%bc%9f%e4%b8%8edevops%e6%9c%89%e4%bd%95%e4%b8%8d%e5%90%8c%ef%bc%9f\/","title":{"rendered":"\u4ec0\u4e48\u662fDataOps\uff1f\u4e0eDevOps\u6709\u4f55\u4e0d\u540c\uff1f"},"content":{"rendered":"\n<p>\u5728\u4f01\u4e1a\u6570\u636e\u4f53\u7cfb\u4e0d\u65ad\u6269\u5f20\u7684\u4eca\u5929\uff0c\u201c\u6570\u636e\u4ea4\u4ed8\u201d\u5df2\u7ecf\u4e0d\u518d\u662f\u4e00\u4ef6\u4e34\u65f6\u6027\u7684\u6280\u672f\u5de5\u4f5c\uff0c\u800c\u9010\u6e10\u6f14\u53d8\u4e3a\u4e00\u9879\u7cfb\u7edf\u6027\u7684\u5de5\u7a0b\u7ba1\u7406\u4efb\u52a1\u3002\u4e5f\u6b63\u662f\u5728\u8fd9\u6837\u7684\u80cc\u666f\u4e0b\uff0c<strong>DataOps<\/strong>\u8fd9\u4e2a\u8bcd\uff0c\u9891\u7e41\u51fa\u73b0\u5728\u5404\u7c7b\u6280\u672f\u8ba8\u8bba\u548c\u67b6\u6784\u56fe\u4e2d\u3002<\/p>\n\n\n\n<p><strong>DataOps\u662f\u4ec0\u4e48\uff1f<br><br><\/strong><\/p>\n\n\n\n<p>DataOps\u662f<strong>\u6570\u636e\u8fd0\u8425Data Operations<\/strong>\u7684\u7f29\u5199\uff0c\u5e76\u4e0d\u662f\u4e00\u6b3e\u5de5\u5177\uff0c\u4e5f\u4e0d\u662f\u67d0\u4e2a\u5e73\u53f0\u7684\u4ea7\u54c1\u540d\u79f0\uff0c\u800c\u662f\u4e00\u79cd\u9762\u5411\u6570\u636e\u6d41\u7a0b\u7ba1\u7406\u7684\u7406\u5ff5\u548c\u65b9\u6cd5\u8bba\u3002<\/p>\n\n\n\n<p>DataOps\u7531Lenny Liebmann\u4e8e2014 \u5e74\u9996\u6b21\u63d0\u51fa\uff0c\u8d77\u6e90\u4e8e<strong>DevOps<\/strong>\u80cc\u540e\u7684\u7406\u5ff5\u2014\u2014<strong>\u654f\u6377\u5f00\u53d1+\u81ea\u52a8\u5316\u534f\u540c+\u6301\u7eed\u4ea4\u4ed8<\/strong>\uff0c\u88ab\u5f15\u5165\u5230\u6570\u636e\u5de5\u7a0b\u9886\u57df\uff0c\u7528\u4e8e\u63d0\u9ad8\u6570\u636e\u5206\u6790\u56e2\u961f\u4e0e\u6570\u636e\u5de5\u7a0b\u56e2\u961f\u6240\u4f7f\u7528\u7684\u6570\u636e\u8d28\u91cf\u5e76\u7f29\u77ed\u6570\u636e\u5206\u6790\u7684\u65f6\u95f4\u5468\u671f\u3002<\/p>\n\n\n\n<p>\u7b80\u5355\u6765\u8bf4\uff0cDataOps\u7684\u76ee\u6807\uff0c\u662f\u8ba9\u6570\u636e\u5728\u6574\u4e2a\u751f\u547d\u5468\u671f\u5185\u7684\u6d41\u52a8\u66f4\u5feb\u3001\u66f4\u51c6\u3001\u66f4\u7a33\uff0c\u5305\u62ec\u4ece\u6570\u636e\u7684\u91c7\u96c6\u3001\u5904\u7406\u3001\u6cbb\u7406\u3001\u53d1\u5e03\uff0c\u518d\u5230\u6700\u7ec8\u88ab\u5206\u6790\u548c\u4f7f\u7528\uff0c\u4f20\u7edf\u7684\u6570\u636e\u7ba1\u7406\u5f80\u5f80\u9760\u4eba\u5de5\u7ef4\u62a4\u3001\u4e34\u65f6\u8c03\u5ea6\u3001\u90ae\u4ef6\u6c9f\u901a\uff0cDataOps\u5219\u901a\u8fc7\u7edf\u4e00\u7684\u5de5\u7a0b\u4f53\u7cfb\uff0c\u5c06\u8fd9\u4e9b\u6d41\u7a0b\u201c\u6d41\u6c34\u7ebf\u5316\u201d\u3001\u201c\u53ef\u89c2\u6d4b\u5316\u201d\u3002<\/p>\n\n\n\n<p><strong>DataOps\u7684\u6838\u5fc3\u5b9e\u8df5<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u81ea\u52a8\u5316\u6570\u636e\u7ba1\u9053\u4e0e\u6d4b\u8bd5\u6d41\u7a0b<\/strong>\uff0c\u51cf\u5c11\u4eba\u4e3a\u5e72\u9884<\/li>\n\n\n\n<li>\u5f15\u5165<strong>\u6301\u7eed\u96c6\u6210\uff08CI\uff09\u673a\u5236<\/strong>\u6765\u90e8\u7f72\u6570\u636e\u6d41\u7a0b\u53d8\u66f4<\/li>\n\n\n\n<li>\u52a0\u5f3a<strong>\u8de8\u56e2\u961f\u534f\u4f5c<\/strong>\uff0c\u6253\u7834\u6570\u636e\u5f00\u53d1\u3001\u5206\u6790\u4e0e\u6cbb\u7406\u7684\u9694\u9602<\/li>\n\n\n\n<li>\u4f7f\u7528\u76d1\u63a7\u4e0e\u7248\u672c\u63a7\u5236\u5de5\u5177\uff0c\u4fdd\u969c\u6570\u636e\u5904\u7406\u6d41\u7a0b\u7684<strong>\u53ef\u89c6\u6027\u4e0e\u53ef\u6062\u590d\u6027<\/strong><br><br><\/li>\n<\/ul>\n\n\n\n<p>\u53ef\u4ee5\u8bf4\uff0cDataOps\u4e0d\u4ec5\u662f\u4e00\u4e2a\u65b9\u6cd5\u96c6\u5408\uff0c\u66f4\u662f\u4e00\u79cd\u6570\u636e\u4ea4\u4ed8\u601d\u7ef4\u7684\u8f6c\u578b\u3002\u5b83\u8981\u6c42\u4f01\u4e1a\u50cf\u8fd0\u8425\u4ea7\u54c1\u4e00\u6837\u53bb<strong>\u8fd0\u8425\u6570\u636e<\/strong>\u2014\u2014\u8ba9\u6570\u636e\u6d41\u8f6c\u8fc7\u7a0b\u900f\u660e\u3001\u7a33\u5b9a\u3001\u53ef\u590d\u7528\uff0c\u5e76\u6301\u7eed\u4e3a\u4e1a\u52a1\u521b\u9020\u4ef7\u503c\u3002<\/p>\n\n\n\n<p><strong>DataOps VS DevOps<br><br><\/strong><\/p>\n\n\n\n<p>\u5728\u7406\u89e3 DataOps\u4e4b\u524d\uff0c\u6211\u4eec\u5148\u6765\u7b80\u5355\u770b\u770b\u5b83\u7684\u201c\u524d\u8f88\u201d\u2014\u2014<strong>DevOps<\/strong>\u3002<\/p>\n\n\n\n<p>DevOps\u662f<strong>Development\uff08\u5f00\u53d1\uff09<\/strong>\u4e0e<strong>Operations\uff08\u8fd0\u7ef4\uff09<\/strong>\u7684\u7ed3\u5408\u4f53\uff0c\u662f\u4e00\u79cd\u8f6f\u4ef6\u5de5\u7a0b\u65b9\u6cd5\u8bba\u3002\u5b83\u7684\u6838\u5fc3\u76ee\u6807\u662f\u901a\u8fc7\u81ea\u52a8\u5316\u6784\u5efa\u3001\u6d4b\u8bd5\u3001\u90e8\u7f72\u548c\u76d1\u63a7\u6d41\u7a0b\uff0c\u6253\u901a\u5f00\u53d1\u56e2\u961f\u4e0e\u8fd0\u7ef4\u56e2\u961f\u4e4b\u95f4\u7684\u534f\u4f5c\u58c1\u5792\uff0c\u8ba9\u8f6f\u4ef6\u4ea4\u4ed8\u53d8\u5f97\u66f4\u52a0\u654f\u6377\u3001\u9ad8\u6548\u3001\u53ef\u6301\u7eed\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"425\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-174-1024x425.jpg\" alt=\"\" class=\"wp-image-830\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-174-1024x425.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-174-300x125.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-174-768x319.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-174.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u90a3\u4e48\uff0cDataOps\u4e0eDevOps\u6709\u4f55\u5173\u8054\uff1f<\/p>\n\n\n\n<p>\u867d\u7136DataOps\u7684\u6982\u5ff5\u6e90\u81eaDevOps\uff0c\u4e24\u8005\u90fd\u5f3a\u8c03<strong>\u654f\u6377\u5f00\u53d1<\/strong>\u3001<strong>\u81ea\u52a8\u5316\u6d41\u7a0b<\/strong>\u3001<strong>\u8de8\u56e2\u961f\u534f\u4f5c<\/strong>\u4ee5\u53ca<strong>\u6301\u7eed\u96c6\u6210\/\u4ea4\u4ed8<\/strong>\uff08CI\/CD\uff09\uff0c\u5f52\u6839\u7ed3\u5e95\uff0cDataOps\u5e94\u7528\u7c7b\u4f3cDevOps\u6765\u7ba1\u7406\u548c\u81ea\u52a8\u5316\u5176\u6d41\u7a0b\uff0c\u4f46\u5b83\u4eec\u6240<strong>\u5904\u7406\u7684\u5bf9\u8c61\u3001\u6240\u89e3\u51b3\u7684\u95ee\u9898<\/strong>\uff0c\u4ee5\u53ca<strong>\u5173\u6ce8\u7684\u6d41\u7a0b\u8282\u70b9<\/strong>\uff0c\u5b58\u5728\u672c\u8d28\u6027\u7684\u5dee\u5f02\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"337\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175-1024x337.jpg\" alt=\"\" class=\"wp-image-831\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175-1024x337.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175-300x99.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175-768x253.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>1\u3001\u670d\u52a1\u5bf9\u8c61<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>DevOps<\/strong>\u5173\u6ce8\u7684\u662f\u201c\u8f6f\u4ef6\u5e94\u7528\u201d\u7684\u6784\u5efa\u3001\u6d4b\u8bd5\u3001\u90e8\u7f72\u4e0e\u8fd0\u7ef4\u3002\u76ee\u6807\u662f\u8ba9\u8f6f\u4ef6\u66f4\u65b0\u66f4\u5feb\u3001\u8d28\u91cf\u66f4\u9ad8\u3002<\/li>\n\n\n\n<li><strong>DataOps<\/strong>\u5219\u4e13\u6ce8\u4e8e\u201c\u6570\u636e\u4ea7\u54c1\u201d\u7684\u83b7\u53d6\u3001\u6e05\u6d17\u3001\u6cbb\u7406\u4e0e\u5206\u53d1\u3002\u76ee\u6807\u662f\u8ba9\u6570\u636e\u66f4\u53ef\u9760\u5730\u6d41\u5411\u5206\u6790\u5e08\u3001\u62a5\u8868\u7cfb\u7edf\u6216AI\u6a21\u578b\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>2\u3001\u6d41\u7a0b\u590d\u6742\u5ea6<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>DevOps<\/strong>\u7684\u6838\u5fc3\u662f\u4ee3\u7801\u6d41\u7a0b\u7684\u81ea\u52a8\u5316\uff0c\u800cDataOps\u6d89\u53ca\u591a\u6e90\u5f02\u6784\u6570\u636e\u3001\u8868\u7ed3\u6784\u9891\u7e41\u53d8\u5316\u3001\u6570\u636e\u8d28\u91cf\u6d6e\u52a8\u7b49\u66f4\u591a\u4e0d\u786e\u5b9a\u6027\u3002<\/li>\n\n\n\n<li>\u6570\u636e\u6d41\u52a8\u5f80\u5f80\u4f34\u968f\u6743\u9650\u3001\u5408\u89c4\u3001\u6cbb\u7406\u3001\u683c\u5f0f\u3001\u7248\u672c\u3001\u6307\u6807\u5b9a\u4e49\u7b49\u4e00\u7cfb\u5217\u9644\u52a0\u8981\u6c42\uff0c\u8fdc\u6bd4\u4ee3\u7801\u53d1\u5e03\u6d41\u7a0b\u66f4\u52a0\u590d\u6742\u3002<\/li>\n<\/ul>\n\n\n\n<p><strong>3\u3001\u534f\u4f5c\u89d2\u8272<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>DevOps<\/strong>\u901a\u5e38\u7531\u5f00\u53d1\u3001\u6d4b\u8bd5\u3001\u8fd0\u7ef4\u56e2\u961f\u7ec4\u6210\u3002<\/li>\n\n\n\n<li><strong>DataOps<\/strong>\u9700\u8981\u534f\u540c\u7684\u5305\u62ec\uff1a\u6570\u636e\u5de5\u7a0b\u5e08\u3001\u6570\u636e\u5206\u6790\u5e08\u3001\u6cbb\u7406\u4eba\u5458\u3001IT \u8fd0\u7ef4\u3001\u4e1a\u52a1\u8d1f\u8d23\u4eba\uff0c\u751a\u81f3\u6d89\u53ca AI 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"337\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175-1024x337.jpg\" alt=\"\" class=\"wp-image-832\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175-1024x337.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175-300x99.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175-768x253.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-175.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"604\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-177-1024x604.jpg\" alt=\"\" class=\"wp-image-834\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-177-1024x604.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-177-300x177.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-177-768x453.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-177.jpg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" 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