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class=\"wp-image-1275\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u4ece\u6570\u636e\u6d88\u8d39\u7aef\u7740\u773c\u5efa\u7acb\u6570\u636e\u751f\u4ea7\u529b\u7684\u6700\u7ec8\u76ee\u6807\u548c\u613f\u666f\uff0c\u5c31\u662f\u201c\u4eba\u4eba\u7528\u6570\u636e\uff0c\u65f6\u65f6\u7528\u6570\u636e\u201d\u3002\u8fd9\u53e5\u8bdd\u4e00\u5f00\u59cb\u662f\u201c\u4eba\u4eba\u7528\u6570\u636e\uff0c\u5929\u5929\u7528\u6570\u636e\u201d\uff0c\u540e\u6765\u56e0\u4e3a\u5b9e\u65f6\u5316\u53d1\u5c55\uff0c\u540e\u534a\u53e5\u6f14\u8fdb\u6210\u201c\u65f6\u65f6\u7528\u6570\u636e\u201d\u3002\u6211\u4eec\u7684\u6838\u5fc3\u662f\u4e09\u4e2a\u65b9\u6cd5\u8bba\uff1aDataOps\uff0cDataFusion\u548cDataProduct\uff0c\u5176\u4e2dDataProduct\u662f\u4ee5\u6570\u636e\u4ea7\u54c1\u4e3a\u6838\u5fc3\u7684\u5c55\u73b0\u5f62\u5f0f\u3002\u7ecf\u8fc7\u591a\u5e74\u7684\u53d1\u5c55\uff0c\u6211\u4eec\u6784\u5efa\u4e86\u5b8c\u6574\u7684\u5927\u6570\u636e\u4ea7\u54c1\u77e9\u9635\u3002\u5305\u62ec\u5e95\u5c42\u7684\u5927\u6570\u636e\u57fa\u7840\u5e73\u53f0NDH\uff0c\u4e2d\u95f4\u662f\u57fa\u4e8eDataOps\u5168\u751f\u547d\u5468\u671f\u7684\u6570\u636e\u5f00\u53d1\u4ee5\u53ca\u4e0a\u5c42\u7684\u5f88\u591a\u6a21\u5757\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"611\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/359cfae1673d5e592f4ce05e36283ba1.png\" alt=\"\" class=\"wp-image-1276\"\/><\/figure>\n\n\n\n<p><strong>DataOps 1.0<\/strong><strong>\u5b9e\u8df5\uff1a\u6570\u636e\u53d1\u5e03\u6d41\u6c34\u7ebf<\/strong><\/p>\n\n\n\n<p>\u63a5\u4e0b\u6765\u91cd\u70b9\u4ecb\u7ecdDataOps\u76f8\u5173\u7684\u5de5\u4f5c\u3002\u5728\u7f51\u6613\uff0cDataOps\u76f8\u5173\u7684\u5de5\u4f5c\u5206\u4e24\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<p>\u7b2c\u4e00\u4e2a\u9636\u6bb5\uff082019\u20142020\u5e74\uff09\uff0c\u6211\u4eec\u5efa\u7acb\u4e86\u4ece\u6570\u636e\u7684\u5f00\u53d1\u3001\u6d4b\u8bd5\u5230\u8fd0\u7ef4\u4e0a\u7ebf\u7684\u6d41\u6c34\u7ebf\uff0c\u8fd9\u4e2a\u9636\u6bb5\u7684DataOps\uff0c\u6211\u4eec\u79f0\u4e4b\u4e3aDataOps1.0\u7248\u672c\u7684\u5b9e\u8df5\u3002\u5f53\u65f6\u4e3a\u4ec0\u4e48\u505a\u8fd9\u4ef6\u4e8b\u60c5\uff0c\u662f\u56e0\u4e3a\u6211\u4eec\u5728\u4e1a\u52a1\u4e0a\u9047\u5230\u4e00\u4e9b\u6311\u6218\u548c\u95ee\u9898\u3002\u4e00\u4e2a\u66fe\u7ecf\u51fa\u73b0\u8fc7\u7684\u771f\u5b9e\u95ee\u9898\uff0c\u662f\u5728\u7535\u5546\u5e73\u53f0\u7684\u6d3b\u52a8\u4e2d\uff0c\u56e0\u4e3a\u6570\u636e\u6709\u7f3a\u9677\u548cBug\uff0c\u5bfc\u81f4\u4e86\u8d44\u4ea7\u7684\u6d41\u5931\u3002<\/p>\n\n\n\n<p>\u5206\u6790\u8fd9\u4e00\u95ee\u9898\u7684\u539f\u56e0\uff0c\u6700\u4e3b\u8981\u7684\u662f\u56e0\u4e3a\u6211\u4eec\u4efb\u52a1\u4e4b\u95f4\u7684\u4f9d\u8d56\u5bb9\u6613\u7f3a\u5931\uff0c\u540c\u65f6\u4e5f\u7f3a\u5c11\u81ea\u52a8\u5316\u7684\u6d4b\u8bd5\u548c\u53d1\u5e03\u7684\u7ba1\u63a7\u3002\u90a3\u600e\u6837\u89e3\u51b3\u8fd9\u6837\u7684\u95ee\u9898\uff0c\u57282019\u5e74\u201cDataOps\u201d\u8fd9\u4e00\u6982\u5ff5\u5728\u884c\u4e1a\u4e2d\u8fd8\u6ca1\u8fd9\u4e48\u6d41\u884c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"608\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/009bf5f804a099f72ef4c0c83a0d8e91.png\" alt=\"\" class=\"wp-image-1277\"\/><\/figure>\n\n\n\n<p>\u6211\u4eec\u5f53\u65f6\u7684\u601d\u8def\uff0c\u7814\u7a76\u9662\u4e0d\u662f\u5355\u7eaf\u505a\u6570\u636e\u7814\u53d1\u7684\uff0c\u4e5f\u505a\u4e86\u5f88\u591a\u8f6f\u4ef6\u7814\u53d1\uff0c\u5b75\u5316\u4e86\u5f88\u591a\u4e1a\u52a1\u3002\u51e0\u4e4e\u6240\u6709\u4eba\u90fd\u77e5\u9053\uff0c\u8f6f\u4ef6\u7814\u53d1\u6709DevOps\u7684\u6982\u5ff5\uff0c\u6211\u8bf4\u65e2\u7136\u6709DevOps\uff0c\u6570\u636e\u7814\u53d1\u5c31\u53c2\u8003\u901a\u7528\u8f6f\u4ef6\u5de5\u7a0b\u7684DevOps\uff0c\u628aDevOps\u7684\u6982\u5ff5\u5e94\u7528\u5230\u6570\u636e\u7814\u53d1\u7684\u9886\u57df\u548c\u573a\u666f\u4e2d\u6765\u3002\u8fd9\u5c31\u5f62\u6210\u4e86DataOps\u76841.0\u7684\u5b9e\u8df5\u3002<\/p>\n\n\n\n<figure 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class=\"wp-image-1280\"\/><\/figure>\n\n\n\n<p>\u8fd9\u4e9b\u95ee\u9898\u600e\u6837\u89e3\u51b3\uff1f2020\u5e74\u6211\u4eec\u5728\u63a2\u7d22\uff0c\u56e0\u4e3a\u5b83\u4e00\u5b9a\u8981\u4e0a\u5347\u5230\u7ba1\u7406\u6027\u7684\u601d\u7ef4\uff0c\u4f5c\u4e3a\u4e92\u8054\u7f51\u516c\u53f8\uff0c\u6211\u4eec\u4e0d\u5e0c\u671b\u628a\u7ba1\u7406\u6027\u7684\u601d\u7ef4\u843d\u5f97\u592a\u91cd\uff0c\u90a3\u6837\u4f1a\u5f71\u54cd\u5230\u6570\u636e\u5f00\u53d1\u654f\u6377\u7684\u8fc7\u7a0b\u3002\u5f88\u591a\u4f01\u4e1a\u6709\u6570\u636e\u6cbb\u7406\u7684\u5b9e\u8df5\uff0c\u5c31\u662f\u4e3a\u4e86\u89e3\u51b3\u8fd9\u4e9b\u8d28\u91cf\u76f8\u5173\u7684\u95ee\u9898\uff0c\u4f46\u662f\u4f20\u7edf\u7684\u6570\u636e\u6cbb\u7406\u65b9\u5f0f\uff0c\u5728\u5f00\u53d1\u7684\u65f6\u5019\u4e0d\u662f\u592a\u6ce8\u91cd\u6cbb\u7406\uff0c\u5f00\u53d1\u5b8c\u6210\u7684\u65f6\u5019\u518d\u6cbb\u7406\uff0c\u8fd0\u52a8\u5f0f\u6cbb\u7406\u4e86\u4e00\u6bb5\u65f6\u95f4\u4ee5\u540e\uff0c\u9879\u76ee\u9a8c\u6536\u65f6\u5019\u8d28\u91cf\u90fd\u5f88\u597d\uff0c\u4f46\u662f\u8fc7\u4e86\u534a\u5e74\u3001\u4e00\u5e74\u8d28\u91cf\u53c8\u4e0d\u597d\u4e86\u3002\u6211\u4eec\u4e0d\u5e0c\u671b\u51fa\u73b0\u8fd9\u6837\u7684\u60c5\u51b5\uff0c\u8fd8\u662f\u8981\u60f3\u529e\u6cd5\u89e3\u51b3\u8fd9\u6837\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p><strong>DataOps 2.0\u5b9e\u8df5\uff1a\u6570\u636e\u5f00\u53d1\u6cbb\u7406\u4e00\u4f53\u5316<\/strong><\/p>\n\n\n\n<p>\u6211\u4eec\u63d0\u51fa\u4e86DataOps\u76842.0\uff0c\u5c31\u662f\u6570\u636e\u5f00\u53d1\u548c\u6cbb\u7406\u7684\u4e00\u4f53\u5316\u3002\u4ec0\u4e48\u53eb\u6570\u636e\u5f00\u53d1\u548c\u6cbb\u7406\u7684\u4e00\u4f53\u5316\uff1f\u8fd9\u91cc\u9762\u6709\u4e24\u4e2a\u5173\u952e\uff1a\u4e00\u662f\u5148\u8bbe\u8ba1\u3001\u540e\u5f00\u53d1\uff1b\u4e8c\u662f\u5148\u6807\u51c6\u3001\u540e\u5efa\u6a21\u3002<\/p>\n\n\n\n<p>\u5728\u5f00\u53d1\u4e4b\u524d\u6211\u4eec\u5148\u8fdb\u5165\u8bbe\u8ba1\u9636\u6bb5\uff0c\u8fd9\u91cc\u9762\u6211\u4eec\u878d\u5165\u4e86\u5fc5\u8981\u7684\u6570\u636e\u6cbb\u7406\u65b9\u6cd5\u7684\u843d\u5730\u3002\u4ece\u5236\u5b9a\u6570\u636e\u6807\u51c6\u5f00\u59cb\u6765\u5b9e\u65bd\u6574\u4e2a\u6570\u636e\u7814\u53d1\u7684\u94fe\u8def\u548c\u8fc7\u7a0b\uff0c\u901a\u8fc7\u5236\u5b9a\u6570\u636e\u6807\u51c6\uff0c\u901a\u8fc7\u5148\u8fdb\u884c\u6307\u6807\u8bbe\u5b9a\uff0c\u628a\u8fd9\u4e9b\u89c4\u8303\u66f4\u597d\u878d\u5165\u540e\u7eed\u7684\u5f00\u53d1\u3001\u6d4b\u8bd5\u4ee5\u53ca\u5e38\u6001\u5316\u7684\u8d28\u91cf\u76d1\u6d4b\u548c\u5b89\u5168\u76d1\u6d4b\u65b9\u9762\uff0c\u5728\u8bbe\u8ba1\u9636\u6bb5\u7684\u6d3b\u52a8\uff0c\u6301\u7eed\u5730\u843d\u5230\u540e\u9762\u7684\u5404\u4e2a\u73af\u8282\u3002<\/p>\n\n\n\n<p>\u8fd9\u4e00\u601d\u8def\u5176\u5b9e\u5f88\u7b80\u5355\uff0c\u4f46\u5b83\u662f\u5f88\u6709\u6548\u7684\u3002\u5bf9\u4e8e\u7edd\u5927\u591a\u6570\u7684\u56e2\u961f\u548c\u90e8\u95e8\u6765\u8bf4\uff0c\u901a\u8fc7\u8fd9\u6837\u7684\u5f00\u53d1\u548c\u6cbb\u7406\u4e00\u4f53\u5316\u7684\u5b9e\u8df5\uff0c\u4ed6\u4eec\u8fd8\u662f\u80fd\u591f\u5f88\u597d\u5730\u4fdd\u6301\u654f\u6377\u6027\uff0c\u540c\u65f6\u83b7\u5f97\u9ad8\u8d28\u91cf\u3002\u8fd9\u91cc\u5f3a\u8c03\u7684\u662f\uff0c\u6211\u4eec\u4e0d\u662f\u5e0c\u671b\u505a\u4e00\u4e2a\u975e\u5e38\u91cd\u7684\u6570\u636e\u6cbb\u7406\uff0c\u52a8\u4e0d\u52a8\u641e\u534a\u5e74\u3002\u800c\u662f\u5e0c\u671b\u901a\u8fc7\u8fd9\u6837\u7684\u65b9\u6cd5\uff0c\u628a\u6570\u636e\u6cbb\u7406\u65b9\u6cd5\u6c89\u6dc0\u5230\u4ea7\u54c1\u8bbe\u8ba1\u4e2d\u53bb\u3002\u6307\u6807\u5b9a\u4e49\u51fa\u6765\u4ee5\u540e\uff0c\u540e\u7eed\u76f8\u5173\u7684\u6821\u9a8c\u3001\u89c4\u5219\u7b49\uff0c\u4f1a\u5728\u4ea7\u54c1\u4e2d\u81ea\u52a8\u843d\u5730\uff0c\u5f00\u53d1\u4eba\u5458\u4e5f\u4e0d\u9700\u8981\u989d\u5916\u624b\u52a8\u64cd\u4f5c\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"606\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/28daff27d254b27bbc4499d891db28f3.png\" alt=\"\" class=\"wp-image-1281\"\/><\/figure>\n\n\n\n<p>\u5f00\u53d1\u6cbb\u7406\u4e00\u4f53\u5316\u7684\u5b9e\u8df5\u4e2d\u6709\u4e24\u4e2a\u5173\u952e\uff1a<\/p>\n\n\n\n<p>\u7b2c\u4e00\u4e2a\u662f\u4ee5\u6570\u636e\u6807\u51c6\u4e3a\u6839\u672c\uff0c\u8fd9\u91cc\u5c55\u73b0\u4e86\u6570\u636e\u6807\u51c6\u4f1a\u843d\u5230\u5f88\u591a\u4e2a\u76f8\u5173\u7684\u6a21\u5757\u3002\u6bd4\u5982\u8bf4\u6570\u636e\u7684\u5efa\u6a21\u3001\u8d28\u91cf\u548c\u5b89\u5168\uff0c\u8fd9\u90fd\u662f\u548c\u6807\u51c6\u76f8\u5173\u7684\u3002\u8fd9\u4e9b\u6807\u51c6\u4e0e\u76f8\u5173\u6a21\u5757\u7684\u8054\u52a8\uff0c\u6211\u4eec\u5b9e\u73b0\u4e86\u4ea7\u54c1\u5316\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"573\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/45e16e3810a39dc4e6d29d86491a9ca0.png\" alt=\"\" class=\"wp-image-1282\"\/><\/figure>\n\n\n\n<p>\u7b2c\u4e8c\u4e2a\u662f\u505a\u5f00\u53d1\u6cbb\u7406\u4e00\u4f53\u5316\uff0c\u53ef\u4ee5\u83b7\u5f97\u5168\u751f\u547d\u5468\u671f\u7684\u5143\u6570\u636e\u3002\u901a\u7528\u7684\u5143\u6570\u636e\u7684\u8bf4\u6cd5\u5305\u62ec\u6280\u672f\u5143\u6570\u636e\u3001\u4e1a\u52a1\u5143\u6570\u636e\u3001\u7ba1\u7406\u5143\u6570\u636e\uff0c\u5f00\u53d1\u6cbb\u7406\u4e00\u4f53\u5316\u7684\u65b9\u6cd5\uff0c\u5b83\u4f1a\u5bf9\u5143\u6570\u636e\u5e26\u6765\u589e\u91cf\u7684\u5e2e\u52a9\u3002\u5728\u5f00\u53d1\u6cbb\u7406\u4e00\u4f53\u5316\u7684\u4f53\u7cfb\u91cc\u9762\uff0c\u6211\u4eec\u5728\u8bbe\u8ba1\u9636\u6bb5\u3001\u5f00\u53d1\u9636\u6bb5\u548c\u540e\u7eed\u7684\u6d88\u8d39\u9636\u6bb5\uff0c\u81ea\u7136\u800c\u7136\u5730\u5c31\u4f1a\u521b\u5efa\u5f88\u591a\u7684\u5143\u6570\u636e\u3002\u8fd9\u4e9b\u5143\u6570\u636e\u662f\u4e0d\u9700\u8981\u6295\u5165\u989d\u5916\u7684\u52b3\u52a8\u83b7\u5f97\u7684\uff0c\u6709\u52a9\u4e8e\u8ba9\u4f01\u4e1a\u4e2d\u7684\u6570\u636e\u8d44\u4ea7\u5b9e\u73b0\u201c\u627e\u5f97\u5230\u3001\u770b\u5f97\u61c2\u3001\u4fe1\u5f97\u8fc7\u3001\u7ba1\u5f97\u4e86\u201d\uff0c\u5f53\u7136\u8fd9\u56db\u4e2a\u6548\u679c\u4e5f\u4e0d\u662f\u5b8c\u5168\u7531\u5f00\u53d1\u6cbb\u7406\u4e00\u4f53\u5316\u89e3\u51b3\u7684\uff0c\u8fd8\u9700\u8981\u5176\u4ed6\u7684\u65b9\u6cd5\u7efc\u5408\u89e3\u51b3\u3002\u4f46\u662f\u5f00\u53d1\u6cbb\u7406\u4e00\u4f53\u5316\uff0c\u5728\u8bbe\u8ba1\u8fc7\u7a0b\u3001\u5f00\u53d1\u8fc7\u7a0b\u3001\u6d88\u8d39\u8fc7\u7a0b\u81ea\u52a8\u4ea7\u751f\u5f88\u591a\u6709\u7528\u7684\u5143\u6570\u636e\uff0c\u5bf9\u4e8e\u8fd9\u4e00\u76ee\u6807\u7684\u5b9e\u73b0\u6709\u6bd4\u8f83\u5927\u7684\u5e2e\u52a9\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1080\" height=\"609\" src=\"http:\/\/www.dama.org.cn\/wordpress\/wp-content\/uploads\/2023\/05\/117b4858da1c10016f4d03f14c9aa614.png\" alt=\"\" class=\"wp-image-1283\"\/><\/figure>\n\n\n\n<p>\u5bf9\u6bd4\u4e00\u4e9b\u4f20\u7edf\u7684\u505a\u6cd5\uff0c\u5728\u6570\u636e\u5f00\u53d1\u4e4b\u5916\u786e\u7acb\u4e00\u4e2a\u6570\u636e\u6cbb\u7406\u7684\u9879\u76ee\uff0c\u6211\u4eec\u8ba4\u4e3a\u4ee5\u540e\u4e00\u4e2a\u6210\u719f\u7684\u4f01\u4e1a\u4e0d\u5e94\u8be5\u6709\u4e00\u4e2a\u6570\u636e\u6cbb\u7406\u7684\u9879\u76ee\uff0c\u6570\u636e\u6cbb\u7406\u662f\u5728\u5f00\u53d1\u4e2d\u5c31\u505a\u5230\u4e86\u3002\u5982\u679c\u8fd8\u6709\u4e00\u4e2a\u72ec\u7acb\u7684\u6570\u636e\u6cbb\u7406\u9879\u76ee\uff0c\u5c31\u8bf4\u660e\u4e4b\u524d\u4ed6\u5728\u5f00\u53d1\u8fc7\u7a0b\u4e2d\u6709\u4e00\u4e9b\u9057\u7559\u7684\u95ee\u9898\u62d6\u540e\u817f\u4e86\u3002\u4f20\u7edf\u7684\u6a21\u5f0f\u662f\u5148\u6c61\u67d3\u540e\u6cbb\u7406\uff0c\u4ee5\u53ca\u8fd0\u52a8\u5f0f\u6cbb\u7406\u3002\u56e0\u4e3a\u6cbb\u7406\u5e76\u672a\u5e38\u6001\u5316\u5730\u843d\u5230\u6280\u672f\u548c\u4ea7\u54c1\u4e2d\u53bb\uff0c\u6240\u4ee5\u8fc7\u4e00\u6bb5\u65f6\u95f4\u53c8\u9700\u8981\u518d\u505a\u6cbb\u7406\u3002\u6211\u4eec\u7684\u76ee\u6807\u662f\u8981\u505a\u4e00\u4f53\u5316\u7684\u6a21\u5f0f\uff0c\u4e00\u6b65\u5230\u4f4d\u7136\u540e\u957f\u6548\u89e3\u51b3\u3002<\/p>\n\n\n\n<figure 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