{"id":1437,"date":"2021-11-08T16:14:58","date_gmt":"2021-11-08T08:14:58","guid":{"rendered":"https:\/\/aif.amtbbs.org\/?p=1437"},"modified":"2021-11-08T16:14:58","modified_gmt":"2021-11-08T08:14:58","slug":"dataops%e6%8c%87%e5%8d%97%ef%bc%9a%e6%95%b0%e6%8d%ae%e7%ae%a1%e7%90%86%e6%96%b0%e6%97%b6%e4%bb%a3%e6%9d%a5%e4%ba%86%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/aif.amtbbs.org\/index.php\/2021\/11\/08\/1437\/","title":{"rendered":"DataOps\u6307\u5357\uff1a\u6570\u636e\u7ba1\u7406\u65b0\u65f6\u4ee3\u6765\u4e86\uff1f"},"content":{"rendered":"<section><img loading=\"lazy\" decoding=\"async\" class=\"alignnone size-full wp-image-1438\" src=\"https:\/\/aif.amtbbs.org\/wp-content\/uploads\/2021\/11\/4ffce04d92a4d6cb21c1494cdfcd6dc1-11.png\" width=\"1080\" height=\"720\" alt=\"\u56fe\u7247\" srcset=\"https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/11\/4ffce04d92a4d6cb21c1494cdfcd6dc1-11.png 1080w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/11\/4ffce04d92a4d6cb21c1494cdfcd6dc1-11-300x200.png 300w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/11\/4ffce04d92a4d6cb21c1494cdfcd6dc1-11-1024x683.png 1024w, https:\/\/aiforumimage.oss-cn-shanghai.aliyuncs.com\/wp-content\/uploads\/2021\/11\/4ffce04d92a4d6cb21c1494cdfcd6dc1-11-768x512.png 768w\" sizes=\"auto, (max-width: 1080px) 100vw, 1080px\" \/><\/section>\n<section>\u4f5c\u8005 | Mir Ali<\/section>\n<section>\u8bd1\u8005 | Sambodhi<\/section>\n<section>\u7b56\u5212 | \u51cc\u654f<\/section>\n<section>DataOps \u4e0d\u53ea\u662f\u4e00\u79cd\u5f00\u53d1\u65b9\u6cd5\u3002\u5b83\u5229\u7528\u6c11\u4e3b\u5316\u7684\u8bbf\u95ee\u548c\u5de8\u5927\u7684\u6f5c\u529b\uff0c\u5f7b\u5e95\u6539\u53d8\u4e86\u7ec4\u7ec7\u4f7f\u7528\u6570\u636e\u7684\u65b9\u5f0f\u3002<\/section>\n<p>\u6700\u8fd1\uff0c\u4e00\u9879\u9488\u5bf9\u4f01\u4e1a\u9762\u4e34\u5927\u6570\u636e\u6311\u6218\u7684 \u8c03\u67e5 \u663e\u793a\uff0c38% \u7684\u4f01\u4e1a\u201c\u7f3a\u4e4f\u201d\u6709\u8bf4\u670d\u529b\u7684\u5546\u4e1a\u6848\u4f8b\u6765\u4f7f\u7528\u4ed6\u4eec\u7684\u6570\u636e\uff0c34% \u7684\u4f01\u4e1a\u4e0d\u5177\u5907\u5904\u7406\u5927\u6570\u636e\u6280\u672f\u7684\u6210\u719f\u6d41\u7a0b\uff0c24% \u7684\u4f01\u4e1a\u6ca1\u6709\u80fd\u529b\u8ba9\u4ed6\u4eec\u7684\u7528\u6237\u4f7f\u7528\u5927\u6570\u636e\u3002<\/p>\n<p>\u5047\u5982\u8c03\u67e5\u7684\u7ed3\u679c\u662f\u771f\u5b9e\u7684\uff0c\u90a3\u4e48\u5c31\u610f\u5473\u7740\uff0c\u5f88\u5927\u4e00\u90e8\u5206\u4f01\u4e1a\u9762\u5bf9\u81ea\u5df1\u62e5\u6709\u7684\u6570\u636e\uff0c\u4ee5\u53ca\u4ece\u5ba2\u6237\u6301\u7eed\u6536\u96c6\u7684\u6570\u636e\uff0c\u4e0d\u77e5\u9053\u81ea\u5df1\u80fd\u505a\u4ec0\u4e48\uff0c\u5fc5\u987b\u505a\u4ec0\u4e48\u3002\u800c\u8fd9\uff0c\u4e5f\u4f1a\u8ba9\u4f01\u4e1a\u5728\u4e0e\u7ade\u4e89\u5bf9\u624b\u8fdb\u884c\u6bd4\u8f83\u65f6\u5904\u4e8e\u975e\u5e38\u4e0d\u5229\u7684\u5730\u4f4d\u3002\u5728\u6570\u636e\u9a71\u52a8\u7684\u7ade\u4e89\u73af\u5883\u4e2d\uff0c\u5982\u679c\u4f01\u4e1a\u5ffd\u89c6\u6570\u636e\uff0c\u4e0d\u80fd\u5145\u5206\u53d1\u6325\u6570\u636e\u7684\u6f5c\u529b\uff0c\u90a3\u4e48\u5bf9\u7ec4\u7ec7\u800c\u8a00\u53ea\u80fd\u5e26\u6765\u707e\u96be\u6027\u7684\u7ed3\u679c\u3002<\/p>\n<p>\u76ee\u524d\u6765\u770b\uff0c\u5f88\u591a\u4f01\u4e1a\u90fd\u5728\u6536\u96c6\u5927\u91cf\u7684\u6570\u636e\uff0c\u5176\u4e2d\u4e00\u90e8\u5206\u662f\u9057\u7559\u6570\u636e\u7ba1\u9053\uff1a\u968f\u7740\u6570\u636e\u5728\u6570\u636e\u7ba1\u9053\u4e2d\u4ece\u6e90\u79fb\u52a8\u5230\u76ee\u6807\uff0c\u6bcf\u4e2a\u9636\u6bb5\u5bf9\u6570\u636e\u7684\u542b\u4e49\u4ee5\u53ca\u5982\u4f55\u4f7f\u7528\u5b83\u90fd\u6709\u81ea\u5df1\u7684\u60f3\u6cd5\u3002\u8fd9\u79cd\u4e0d\u8fde\u8d2f\u7684\u6570\u636e\u89c6\u56fe\u4f7f\u6570\u636e\u7ba1\u9053\u53d8\u5f97\u8106\u5f31\u4e14\u96be\u4ee5\u6539\u53d8\uff0c\u4ece\u800c\u4f7f\u7ec4\u7ec7\u5728\u9762\u5bf9\u53d8\u5316\u65f6\u53cd\u5e94\u8fdf\u7f13\u3002<\/p>\n<p>\u89e3\u51b3\u8fd9\u4e2a\u96be\u9898\u7684\u65b9\u6cd5\u5c31\u662f DataOps\u3002<\/p>\n<section>DataOps \u662f\u4ec0\u4e48\uff1f<\/section>\n<p>DataOps \u662f\u6570\u636e\u64cd\u4f5c\u5316\uff08data operationalization\uff09\u7684\u7f29\u5199\uff0c\u662f\u4e00\u79cd\u534f\u4f5c\u6027\u7684\u6570\u636e\u7ba1\u7406\u65b9\u6cd5\uff0c\u5b83\u5f3a\u8c03\u7ec4\u7ec7\u5185\u90e8\u6570\u636e\u7ba1\u9053\u7684\u6c9f\u901a\u3001\u96c6\u6210\u548c\u81ea\u52a8\u5316\u3002<\/p>\n<p><strong>\u4e0e\u6570\u636e\u5b58\u50a8\u7ba1\u7406\u4e0d\u540c\uff0cDataOps \u4e3b\u8981\u5173\u6ce8\u70b9\u7684\u4e0d\u662f\u6570\u636e\u201c\u5b58\u50a8\u201d\u3002\u5b83\u66f4\u5173\u5fc3\u7684\u662f\u201c\u4ea4\u4ed8\u201d\uff0c\u4e5f\u5c31\u662f\u8ba9\u6570\u636e\u5bf9\u6240\u6709\u7684\u5229\u76ca\u76f8\u5173\u8005\u6765\u8bf4\u90fd\u662f\u73b0\u6210\u7684\u3001\u53ef\u8bbf\u95ee\u7684\u548c\u53ef\u7528\u7684\u3002<\/strong> \u5b83\u7684\u76ee\u6807\u662f\u4e3a\u6570\u636e\u3001\u6570\u636e\u6a21\u578b\u548c\u76f8\u5173\u5de5\u4ef6\u521b\u5efa\u53ef\u9884\u6d4b\u7684\u4ea4\u4ed8\u548c\u53d8\u66f4\u7ba1\u7406\uff0c\u4ece\u800c\u5728\u6574\u4e2a\u7ec4\u7ec7\u548c\u6d88\u8d39\u8005\u4e4b\u95f4\u66f4\u5feb\u5730\u63d0\u4f9b\u4ef7\u503c\u3002<\/p>\n<p>DataOps \u901a\u8fc7\u91c7\u7528\u6280\u672f\u6765\u5b9e\u73b0\u8fd9\u4e00\u76ee\u6807\uff0c\u5c06\u6570\u636e\u7684\u8bbe\u8ba1\u3001\u90e8\u7f72\u3001\u7ba1\u7406\u548c\u4ea4\u4ed8\u81ea\u52a8\u5316\uff0c\u4ece\u800c\u63d0\u9ad8\u5176\u4f7f\u7528\u548c\u63d0\u4f9b\u7684\u4ef7\u503c\u3002\u8fd9\u6837\u53ef\u4ee5\u8ba9\u6240\u6709\u4f7f\u7528\u6570\u636e\u7684\u5229\u76ca\u76f8\u5173\u8005\u90fd\u80fd\u5f88\u5bb9\u6613\u5730\u8bbf\u95ee\u6570\u636e\uff0c\u800c\u4e14\u8fd8\u53ef\u4ee5\u52a0\u5feb\u6570\u636e\u5206\u6790\u7684\u5468\u671f\u3002<\/p>\n<p>\u8fd9\u6837\u4e00\u6765\uff0cDataOps \u53ef\u4ee5\u5927\u5927\u63d0\u9ad8\u4f01\u4e1a\u5bf9\u5e02\u573a\u53d8\u5316\u7684\u53cd\u5e94\u65f6\u95f4\uff0c\u8ba9\u4ed6\u4eec\u80fd\u591f\u66f4\u5feb\u5730\u5e94\u5bf9\u6311\u6218\u3002<\/p>\n<section>DataOps \u6240\u89e3\u51b3\u7684\u6311\u6218\u548c\u95ee\u9898<\/section>\n<p>\u5927\u6570\u636e\u6700\u91cd\u8981\u7684\u627f\u8bfa\u662f\u5feb\u901f\u3001\u53ef\u9760\u7684\u6570\u636e\u9a71\u52a8\u7684\u53ef\u64cd\u4f5c\u4e1a\u52a1\u6d1e\u5bdf\u529b\uff0c\u7531\u4e8e\u9762\u4e34\u7740\u7ec4\u7ec7\u3001\u6280\u672f\u548c\u4eba\u529b\uff08\u4f7f\u7528\u6570\u636e\u7684\u4eba\u5458\uff09\u7b49\u65b9\u9762\u4f17\u591a\u7684\u6311\u6218\uff0c\u8fd9\u4e9b\u627f\u8bfa\u4ecd\u672a\u5b9e\u73b0\u3002DataOps \u901a\u8fc7\u5b66\u4e60\u548c\u5b9e\u8df5\u654f\u6377\u3001DevOps \u548c\u7cbe\u76ca\u751f\u4ea7\u65b9\u6cd5\u8bba\u6765\u5e2e\u52a9\u514b\u670d\u8fd9\u4e9b\u6311\u6218\u3002<\/p>\n<ol class=\"list-paddingleft-2\">\n<li>\u901f\u5ea6\u3002\u73b0\u4ee3\u7ec4\u7ec7\u4f9d\u8d56\u6765\u81ea\u8bb8\u591a\u4e0d\u540c\u6765\u6e90\u3001\u4e0d\u540c\u5f62\u5f0f\u7684\u6570\u636e\u3002\u6e05\u7406\u3001\u6539\u8fdb\u3001\u7136\u540e\u4f7f\u7528\u8fd9\u4e9b\u6570\u636e\u53ef\u80fd\u662f\u4e00\u4e2a\u590d\u6742\u548c\u6f2b\u957f\u7684\u8fc7\u7a0b\uff0c\u4ee5\u81f3\u4e8e\u5f53\u6700\u7ec8\u4ece\u4e2d\u4ea7\u751f\u6d1e\u5bdf\u529b\u65f6\uff0c\u5b83\u4eec\u4e0e\u5feb\u901f\u53d1\u5c55\u7684\u4e1a\u52a1\u73af\u5883\u5df2\u4e0d\u518d\u76f8\u5173\u3002DataOps \u4ece\u6839\u672c\u4e0a\u63d0\u9ad8\u4e86\u4ece\u6570\u636e\u4e2d\u83b7\u5f97\u6d1e\u5bdf\u529b\u7684\u901f\u5ea6\u3002<\/li>\n<li>\u6570\u636e\u7c7b\u578b\u3002\u6709\u65f6\u5019\uff0c\u7ec4\u7ec7\u6536\u96c6\u5230\u7684\u6570\u636e\u53ef\u80fd\u662f\u975e\u7ed3\u6784\u5316\u7684\u683c\u5f0f\uff0c\u8fd9\u8ba9\u4f60\u5f88\u96be\u4ece\u4e2d\u83b7\u53d6\u6d1e\u5bdf\u529b\u3002DataOps \u4f7f\u7ec4\u7ec7\u80fd\u591f\u4ece\u5176\u62e5\u6709\u7684\u6bcf\u4e2a\u6570\u636e\u6e90\u4e2d\u8bc6\u522b\u3001\u6536\u96c6\u548c\u4f7f\u7528\u6570\u636e\u3002<\/li>\n<li>\u6570\u636e\u5b64\u5c9b\u3002DataOps \u6253\u7834\u4e86\u7ec4\u7ec7\u5185\u90e8\u7684\u6570\u636e\u5b64\u5c9b\uff0c\u5e76\u5c06\u6240\u6709\u6570\u636e\u96c6\u4e2d\u5728\u4e00\u8d77\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u5b83\u6784\u5efa\u4e86\u5f39\u6027\u7cfb\u7edf\uff0c\u4f7f\u6bcf\u4e2a\u9700\u8981\u8bbf\u95ee\u6570\u636e\u7684\u5229\u76ca\u76f8\u5173\u8005\u90fd\u80fd\u83b7\u5f97\u81ea\u52a9\u670d\u52a1\u3002\u5728\u7ec4\u7ec7\u5185\u5916\u53d1\u751f\u53d8\u5316\u65f6\uff0c\u8fd9\u4e9b\u7cfb\u7edf\u4e5f\u5728\u4e0d\u65ad\u53d1\u5c55\uff0c\u4f46\u662f\u5b83\u4eec\u4e3a\u201c\u6570\u636e\u7528\u6237\u201d\u63d0\u4f9b\u4e86\u53ef\u9884\u6d4b\u7684\u65b9\u5f0f\u6765\u5bfb\u627e\u548c\u4f7f\u7528\u4ed6\u4eec\u6240\u9700\u7684\u6570\u636e\u3002<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u514b\u670d\u8fd9\u4e9b\u6311\u6218\uff0cDataOps \u4f7f\u5f97 DataOps \u56e2\u961f\u80fd\u591f\u4e3a\u5de5\u7a0b\u5e08\u3001\u6570\u636e\u79d1\u5b66\u5bb6\u3001\u673a\u5668\u5b66\u4e60\u5de5\u7a0b\u5e08\u751a\u662f\u5ba2\u6237\u7b49\u6bcf\u4e00\u4e2a\u9700\u8981\u7684\u4eba\u63d0\u4f9b\u6570\u636e\uff0c\u5e76\u4e14\u6bd4\u4ee5\u524d\u66f4\u5feb\u3002\u7b80\u5355\u6765\u8bf4\uff0cDataOps \u53ef\u4ee5\u5e26\u6765\u4ee5\u4e0b\u597d\u5904\uff1a<\/p>\n<ul class=\"list-paddingleft-2\">\n<li>\u6570\u636e\u5229\u7528\u7387\u6700\u5927\u5316\u3002DataOps \u4e3a\u6570\u636e\u7684\u6240\u6709\u201c\u7528\u6237\u201d\u89e3\u9501\u6570\u636e\uff0c\u4e0d\u7ba1\u662f\u5206\u6790\u5e08\u3001\u9ad8\u7ba1\u8fd8\u662f\u5ba2\u6237\u3002\u53ef\u4ee5\u5b9e\u73b0\u6570\u636e\u4ea4\u4ed8\u7684\u81ea\u52a8\u5316\uff0c\u5e76\u5728\u8fd9\u4e00\u8fc7\u7a0b\u4e2d\u8ba9\u5404\u4e2a\u90e8\u95e8\u4ece\u6570\u636e\u4e2d\u63d0\u53d6\u6700\u5927\u4ef7\u503c\u3002\u8fd9\u6837\u505a\u7684\u7ed3\u679c\u662f\u589e\u52a0\u4e86\u7ade\u4e89\u529b\uff0c\u5bf9\u53d8\u5316\u7684\u53cd\u5e94\u80fd\u529b\uff0c\u4ee5\u53ca\u66f4\u9ad8\u7684\u6295\u8d44\u56de\u62a5\u7387\u3002<\/li>\n<li>\u5728\u6b63\u786e\u7684\u65f6\u95f4\u83b7\u5f97\u6b63\u786e\u7684\u6d1e\u5bdf\u529b\u3002\u5927\u6570\u636e\u7684\u4e00\u4e2a\u666e\u904d\u95ee\u9898\u5c31\u662f\u5728\u9519\u8bef\u7684\u65f6\u95f4\u83b7\u5f97\u6b63\u786e\u7684\u6d1e\u5bdf\u529b\uff0c\u8fdf\u6765\u7684\u6d1e\u5bdf\u529b\u662f\u6ca1\u6709\u7528\u7684\u3002DataOps \u53ef\u4ee5\u5feb\u901f\u5730\u5c06\u6570\u636e\u63d0\u4f9b\u7ed9\u6bcf\u4e00\u4e2a\u9700\u8981\u7684\u4eba\uff0c\u4ece\u800c\u8ba9\u4ed6\u4eec\u80fd\u6bd4\u4ee5\u5f80\u66f4\u5feb\u5730\u505a\u51fa\u66f4\u660e\u667a\u7684\u51b3\u7b56\uff0c\u4f7f\u5f97\u7ec4\u7ec7\u80fd\u591f\u5feb\u901f\u53d1\u5c55\uff0c\u4ee5\u9002\u5e94\u5e02\u573a\u7684\u53d8\u5316\u3002<\/li>\n<li>\u63d0\u9ad8\u6570\u636e\u751f\u4ea7\u7387\u3002DataOps \u4f7f\u7528\u81ea\u52a8\u5316\u5de5\u5177\uff0c\u4ee5\u81ea\u52a9\u670d\u52a1\u7684\u5f62\u5f0f\u4ea4\u4ed8\u6570\u636e\u3002\u8fd9\u6837\u5c31\u6d88\u9664\u4e86\u6570\u636e\u8bf7\u6c42\u548c\u6570\u636e\u8bbf\u95ee\u4e4b\u95f4\u7684\u4efb\u4f55\u56fa\u6709\u5ef6\u8fdf\uff0c\u4f7f\u6240\u6709\u56e2\u961f\u53ef\u4ee5\u5feb\u901f\u5730\u4f5c\u51fa\u6570\u636e\u9a71\u52a8\u7684\u51b3\u7b56\u3002DataOps \u8fd8\u4f7f\u7ec4\u7ec7\u6446\u8131\u4e86\u624b\u5de5\u6570\u636e\u7ba1\u9053\u53d8\u66f4\u7ba1\u7406\u6d41\u7a0b\u3002\u76f8\u53cd\uff0c\u5bf9\u6570\u636e\u7ba1\u9053\u7684\u6240\u6709\u66f4\u6539\u90fd\u4f1a\u7b80\u5316\u5e76\u5b9e\u73b0\u81ea\u52a8\u5316\uff0c\u4ee5\u63d0\u4f9b\u5feb\u901f\u3001\u6709\u9488\u5bf9\u6027\u7684\u66f4\u6539\u3002<\/li>\n<li>\u9488\u5bf9\u7ed3\u679c\u4f18\u5316\u7684\u6570\u636e\u7ba1\u9053\u3002DataOps \u5728\u6570\u636e\u7ba1\u9053\u4e2d\u52a0\u5165\u4e86\u4e00\u4e2a\u53cd\u9988\u56de\u8def\uff0c\u5b83\u4f7f\u5404\u79cd\u6570\u636e\u6d88\u8d39\u8005\u80fd\u591f\u786e\u5b9a\u4ed6\u4eec\u6240\u9700\u8981\u7684\u7279\u5b9a\u6570\u636e\uff0c\u5e76\u4ece\u8fd9\u4e9b\u6570\u636e\u4e2d\u83b7\u5f97\u5b9a\u5236\u7684\u6d1e\u5bdf\u529b\u3002\u6bcf\u4e2a\u56e2\u961f\u90fd\u53ef\u4ee5\u5229\u7528\u8fd9\u4e9b\u6d1e\u5bdf\u529b\u6765\u964d\u4f4e\u6210\u672c\uff0c\u53d1\u73b0\u65b0\u7684\u673a\u4f1a\uff0c\u589e\u52a0\u6536\u5165\uff0c\u5e76\u63d0\u9ad8\u7ec4\u7ec7\u7684\u76c8\u5229\u80fd\u529b\u3002<\/li>\n<\/ul>\n<section>DataOps \u7684\u539f\u5219<\/section>\n<p>\u4ece\u6280\u672f\u4e0a\u8bb2\uff0cDataOps \u5b9e\u73b0\u4e86\u7ec4\u7ec7\u6700\u5177\u7a81\u7834\u6027\u7684\u91cc\u7a0b\u7891\u4e4b\u4e00\u2014\u2014\u5728\u4e0d\u5f71\u54cd\u6570\u636e\u5206\u6790\u7684\u901f\u5ea6\u548c\u8d28\u91cf\u7684\u60c5\u51b5\u4e0b\uff0c\u4f7f\u5176\u6570\u636e\u7a0b\u5e8f\u5177\u6709\u9ad8\u5ea6\u7684\u53ef\u6269\u5c55\u6027\u3002\u7531\u4e8e\u5b83\u501f\u9274\u4e86 DevOps \u7684\u7ecf\u9a8c\u548c\u5b9e\u8df5\uff0c\u6240\u4ee5 DataOps \u5728\u5f88\u591a\u5173\u952e\u65b9\u9762\u4e0e DevOps \u91cd\u53e0\u3002\u4ece DataOps \u7684 \u4e09\u4e2a\u57fa\u672c\u539f\u5219 \u53ef\u4ee5\u770b\u5230\uff1a<\/p>\n<section>1. \u6301\u7eed\u96c6\u6210<\/section>\n<p>DataOps \u4ece\u4e0d\u540c\u6765\u6e90\u52a8\u6001\u8bc6\u522b\u3001\u6574\u7406\u3001\u96c6\u6210\u5e76\u63d0\u4f9b\u6570\u636e\u3002\u968f\u7740\u56e2\u961f\u4e3a DataOps \u6dfb\u52a0\u4e86\u65b0\u7684\u6570\u636e\u6e90\uff0c\u65b0\u7684\u6570\u636e\u5c06\u81ea\u52a8\u96c6\u6210\u5230\u6570\u636e\u7ba1\u9053\u4e2d\uff0c\u5e76\u901a\u8fc7\u4eba\u5de5\u667a\u80fd \/ \u673a\u5668\u5b66\u4e60\u5de5\u5177\u63d0\u4f9b\u7ed9\u5404\u4e2a\u5229\u76ca\u76f8\u5173\u8005\u3002<\/p>\n<p>\u5f97\u76ca\u4e8e\u81ea\u52a8\u5316\uff0c\u4ece\u6570\u636e\u53d1\u73b0\u5230\u6570\u636e\u6574\u7406\u3001\u8f6c\u6362\u548c\u6d1e\u5bdf\u529b\u7684\u5b9a\u5236\u90fd\u5df2\u7ecf\u5b8c\u5168\u7b80\u5316\u3002\u4e8b\u5b9e\u4e0a\uff0c\u6570\u636e\u4ea4\u4ed8\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7\u5b9e\u65f6\u6d41\u4ea4\u4ed8\u7ed9\u9884\u6d4b\u7b97\u6cd5\uff0c\u4ece\u800c\u4e3a\u7528\u6237\uff0c\u5c24\u5176\u662f\u6d88\u8d39\u8005\u63d0\u4f9b\u5373\u65f6\u7684\u6d1e\u5bdf\u529b\u3002\u8fd9\u79cd\u4f18\u5316\u7684\u6570\u636e\u96c6\u6210\u6d41\u7a0b\u786e\u4fdd\u4e86\u6570\u636e\u53d1\u73b0\u548c\u6570\u636e\u4f7f\u7528\u4e4b\u95f4\u4e0d\u4f1a\u6d6a\u8d39\u65f6\u95f4\u3002<\/p>\n<section>2. \u6301\u7eed\u4ea4\u4ed8<\/section>\n<p>\u7ec4\u7ec7\u6570\u636e\u7684\u4ef7\u503c\u53ea\u5728\u4e8e\u4ece\u4e2d\u4ea7\u751f\u7684\u6d1e\u5bdf\u529b\u3002\u56e2\u961f\u63a5\u89e6\u5230\u7684\u8d8a\u591a\uff0c\u4ece\u4e2d\u63d0\u53d6\u7684\u6d1e\u5bdf\u529b\u4e5f\u5c31\u8d8a\u591a\u3002\u4f46\u662f\uff0c\u6570\u636e\u7684\u53ef\u8bbf\u95ee\u6027\u4e5f\u5e26\u6765\u4e86\u6570\u636e\u6cbb\u7406\u7684\u6311\u6218\u3002DataOps \u4f7f\u6574\u4e2a\u7ec4\u7ec7\u5177\u6709\u53ef\u64cd\u4f5c\u6027\u7684\u6570\u636e\u6cbb\u7406\uff0c\u540c\u65f6\u4f7f\u6570\u636e\u8bbf\u95ee\u6c11\u4e3b\u5316\uff0c\u5e76\u4e14\u63d0\u9ad8\u4e86\u5b89\u5168\u6027\u548c\u9690\u79c1\u6027\u3002<\/p>\n<p>\u4e3a\u4e86\u6ee1\u8db3\u5185\u90e8\u6570\u636e\u8d28\u91cf\u548c\u6570\u636e\u5c4f\u853d\u89c4\u5219\uff0c\u6709\u76ee\u7684\u5730\u4ee5\u534f\u4f5c\u7684\u65b9\u5f0f\u5411\u5185\u90e8\u548c\u5916\u90e8\u7684\u6d88\u8d39\u8005\u4ea4\u4ed8\u6570\u636e\u3002\u4e3a\u4e86\u8fbe\u5230\u8fd9\u4e2a\u76ee\u7684\uff0c\u6211\u4eec\u7ecf\u5e38\u4f7f\u7528\u4e00\u4e2a\u201c\u667a\u80fd\u201d\u7684\u6570\u636e\u5e73\u53f0\u3002\u5728\u4fdd\u8bc1\u6570\u636e\u8d28\u91cf\u3001\u9690\u79c1\u548c\u5b89\u5168\u7684\u60c5\u51b5\u4e0b\uff0c\u5404\u5229\u76ca\u76f8\u5173\u8005\u90fd\u53ef\u4ee5\u5229\u7528\u5b83\uff0c\u5e76\u4ece\u4e2d\u83b7\u5f97\u51c6\u786e\u7684\u6d1e\u5bdf\u529b\uff0c\u800c\u4e0d\u7528\u62c5\u5fc3\u6570\u636e\u6cbb\u7406\u7684\u5f71\u54cd\u3002<\/p>\n<section>3. \u6301\u7eed\u90e8\u7f72<\/section>\n<p>\u6570\u5b57\u5316\u4f01\u4e1a\u4f9d\u9760\u5927\u91cf\u7684\u6570\u636e\u9a71\u52a8\u7684\u5e94\u7528\u7a0b\u5e8f\uff0c\u5728\u5bf9\u7ec4\u7ec7\u7684\u672a\u6765\u6709\u6df1\u8fdc\u5f71\u54cd\u7684\u529f\u80fd\u4e0a\u505a\u51fa\u5b9e\u65f6\u51b3\u7b56\u3002\u8bf8\u5982\u6b3a\u8bc8\u68c0\u6d4b\u3001\u4eba\u5de5\u667a\u80fd\u804a\u5929\u673a\u5668\u4eba\u3001\u9500\u552e\u3001\u4f9b\u5e94\u94fe\u7ba1\u7406\u7b49\u5173\u952e\u4efb\u52a1\u529f\u80fd\u9700\u8981\u968f\u65f6\u66f4\u65b0\u6570\u636e\u4ee5\u4f9b\u51b3\u7b56\u4f7f\u7528\u3002\u6301\u7eed\u90e8\u7f72\u53ef\u4ee5\u8ba9\u6240\u6709\u7528\u6237\u65e0\u7f1d\u5730\u8bbf\u95ee\u65b0\u6570\u636e\u3002<\/p>\n<section>DevOps \u4e0e DataOps<\/section>\n<p>\u5c3d\u7ba1 DataOps \u501f\u9274\u4e86 DevOps \u7684\u77e5\u8bc6\u548c\u64cd\u4f5c\u6d41\u7a0b\uff0c\u4f46\u4e24\u8005\u4e4b\u95f4\u6709\u7740 \u5f88\u5927\u7684\u533a\u522b\uff1a<\/p>\n<ul class=\"list-paddingleft-2\">\n<li>\u4eba\u7684\u56e0\u7d20\u3002\u867d\u7136 DataOps \u7684\u53c2\u4e0e\u8005\u53ef\u80fd\u5bf9\u6280\u672f\u4e86\u5982\u6307\u638c\uff0c\u4f46\u662f\u4ed6\u4eec\u66f4\u5173\u6ce8\u4e8e\u4e3a\u6570\u636e\u7528\u6237\u521b\u5efa\u7b97\u6cd5\u3001\u6a21\u578b\u548c\u53ef\u89c6\u5316\u8f85\u52a9\u5de5\u5177\u3002\u800c DevOps \u53c2\u4e0e\u8005\u5219\u662f\u5177\u6709\u8fd0\u8425\u601d\u7ef4\u7684\u8f6f\u4ef6\u5de5\u7a0b\u5e08\u3002<\/li>\n<li>\u6d41\u7a0b\u3002DataOps \u6d41\u7a0b\u7684\u7279\u70b9\u662f\u6570\u636e\u7ba1\u9053\u548c\u5206\u6790\u5f00\u53d1\u7f16\u6392\uff0c\u800c DevOps \u6d41\u7a0b\u5f88\u5c11\u6d89\u53ca\u7f16\u6392\u3002<\/li>\n<li>\u6d4b\u8bd5\u3002\u4e0e DevOps \u4e0d\u540c\u7684\u662f\uff0cDataOps \u5728\u5f88\u5927\u7a0b\u5ea6\u4e0a\u4f9d\u8d56\u6570\u636e\u5c4f\u853d\u6765\u8fdb\u884c\u6d4b\u8bd5\uff0c\u56e0\u6b64\uff0c\u6d4b\u8bd5\u6570\u636e\u7684\u7ba1\u7406\u5c31\u53d8\u5f97\u975e\u5e38\u91cd\u8981\u3002\u53e6\u5916\uff0cDataOps \u901a\u5e38\u4f1a\u5728\u90e8\u7f72\u4e4b\u524d\u5728\u6570\u636e\u7ba1\u9053\u548c\u5206\u6790\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u6d4b\u8bd5\u548c\u9a8c\u8bc1\u6570\u636e\u3002<\/li>\n<li>\u5de5\u5177\u3002DevOps \u62e5\u6709\u4e00\u4e2a\u6210\u719f\u7684\u5de5\u5177\u751f\u6001\u7cfb\u7edf\uff0c\u5c24\u5176\u662f\u5728\u6d4b\u8bd5\u65b9\u9762\u3002\u4f5c\u4e3a\u4e00\u79cd\u65b0\u7684\u65b9\u6cd5\uff0cDataOps \u901a\u5e38\u8981\u6c42\u56e2\u961f\u4ece\u96f6\u5f00\u59cb\u6784\u5efa\u5de5\u5177\uff0c\u6216\u8005\u4e3a\u5176\u76ee\u7684\u4fee\u6539 DevOps \u5de5\u5177\u3002<\/li>\n<\/ul>\n<section>DataOps \u5e73\u53f0\u7684\u6f14\u8fdb<\/section>\n<p>\u5728\u6570\u636e\u5206\u6790\u7684\u65e9\u671f\uff0cETL\uff08\u8403\u53d6 (extract) \u8f6c\u7f6e (transform) \u52a0\u8f7d (load\uff09\uff09\u5de5\u5177\u4f5c\u4e3a\u7ba1\u7406\u5927\u91cf\uff08\u76f8\u5bf9\u800c\u8a00\uff09\u4f20\u5165\u6570\u636e\u7684\u5f3a\u5927\u5de5\u5177\u51fa\u73b0\u4e86\u3002\u4f46\u662f\uff0c\u968f\u7740\u4f20\u5165\u7684\u6570\u636e\u79cd\u7c7b\u3001\u771f\u5b9e\u6027\u548c\u6570\u91cf\u7684\u7206\u70b8\u5f0f\u589e\u957f\uff0c\u5bf9\u53ef\u6269\u5c55\u6027\u548c\u9ad8\u901f\u6570\u636e\u5206\u6790\u7684\u9700\u6c42\u8d8a\u6765\u8d8a\u8feb\u5207\u3002\u6570\u636e\u8fde\u63a5\u5668\u56fa\u6709\u7684\u7f3a\u9677\u4e5f\u88ab\u8bc1\u660e\u662f\u4e00\u4e2a\u9650\u5236\u6027\u56e0\u7d20\u3002<\/p>\n<p>\u4e91\u8ba1\u7b97\u7684\u51fa\u73b0\u89e3\u51b3\u4e86\u6570\u636e\u6444\u53d6\u3001\u7ba1\u7406\u548c\u5206\u6790\u7b49\u96be\u9898\u3002\u5c06 ETL \u5de5\u5177\u548c\u4e91\u8d44\u6e90\u7ed3\u5408\u5728\u4e00\u8d77\uff0c\u53ef\u4ee5\u52a0\u901f\u5206\u6790\u3002\u4f46\u662f\uff0c\u4ecd\u7136\u9762\u4e34\u7740\u4e00\u4e2a\u65e5\u76ca\u4e25\u5cfb\u7684\u6311\u6218\u2014\u2014\u6570\u636e\u7684\u53ef\u8bbf\u95ee\u6027\u3002\u4ec5\u4ec5\u4f7f\u7528\u6570\u636e\u6765\u4ea7\u751f\u6d1e\u5bdf\u529b\u662f\u4e0d\u591f\u7684\uff0c\u6bcf\u4e2a\u4eba\u90fd\u5e94\u8be5\u80fd\u591f\u83b7\u5f97\u8fd9\u4e9b\u6d1e\u5bdf\u529b\u3002<\/p>\n<p>\u4e8e\u662f\uff0cDataOps \u5e94\u8fd0\u800c\u751f\u3002DataOps \u5b9e\u73b0\u4e86\u6570\u636e\u8bbf\u95ee\u7684\u6c11\u4e3b\u5316\u3002\u6839\u636e\u7ec4\u7ec7\u7684\u6570\u636e\u6cbb\u7406\u653f\u7b56\uff0c\u6240\u6709\u7684\u5229\u76ca\u76f8\u5173\u8005\u90fd\u80fd\u591f\u83b7\u5f97\u5b89\u5168\u3001\u9ad8\u8d28\u91cf\u7684\u6570\u636e\uff0c\u800c\u4e0d\u4ec5\u4ec5\u662f\u5c11\u6570\u4eba\u80fd\u591f\u8bbf\u95ee\u6570\u636e\u3002<\/p>\n<div class=\"pvc_clear\"><\/div>\n<p id=\"pvc_stats_1437\" 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