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class=\"wp-block-heading\"><strong>\u4e8c\u3001\u5927\u6570\u636e\u67b6\u6784\u7684\u6f14\u53d8<\/strong><\/h1>\n\n\n\n<h1 class=\"wp-block-heading has-normal-font-size\"><strong>\u4f20\u7edf\u5927\u6570\u636e\u67b6\u6784<\/strong><\/h1>\n\n\n\n<p>\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\uff0c\u4e00\u4e9b\u516c\u53f8\u5f00\u59cb\u7814\u53d1\u5206\u5e03\u5f0f\u7684\u8ba1\u7b97\u5f15\u64ce\u548c\u5206\u5e03\u5f0f\u7684\u5b58\u50a8\u5e73\u53f0\u3002\u5176\u4e2d\u6700\u6210\u529f\u3001\u6700\u77e5\u540d\u7684\u4fbf\u662fGoogle\u7814\u53d1\u7684\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf\u4e0eMapReduce\u8ba1\u7b97\u5f15\u64ce\uff0c\u540e\u6765\u8fd9\u5957\u6280\u672f\u88ab\u5f00\u6e90\u91cd\u5199\u4e3a\u4e86Hadoop\u4f53\u7cfb\u7684\u591a\u4e2a\u9879\u76ee\uff0c\u5176\u751f\u6001\u5708\u4e5f\u4e0d\u65ad\u6269\u5927\u3002\ufeff<\/p>\n\n\n\n<p>\u4e0b\u56fe\u662f\u4e00\u4e2a\u5178\u578b\u7684\u4f20\u7edf\u5927\u6570\u636e\u67b6\u6784\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/a5862bd127fc4ea6bc74f09e7257cb56~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1692197805&amp;x-signature=uniq4g%2BcXaEHGyYuG8oF4zEasTU%3D\" alt=\"\" \/><\/figure>\n\n\n\n<p>\u867d\u7136\u6211\u5728\u4e0a\u6587\u63d0\u5230\u4e86Hadoop\u4f53\u7cfb\uff0c\u4f46\u6211\u8fd8\u662f\u9700\u8981\u505a\u4e00\u70b9\u6f84\u6e05\u2014\u2014\u672c\u6587\u63d0\u5230\u7684\u67b6\u6784\u4e0e\u5177\u4f53\u7684\u6280\u672f\u9009\u578b\u6ca1\u6709\u5fc5\u7136\u8054\u7cfb\u3002\u6bd4\u5982\u4e0a\u56fe\u7684\u4f20\u7edf\u5927\u6570\u636e\u67b6\u6784\uff0c\u5b83\u7684\u4e1a\u52a1\u7cfb\u7edf\u6570\u636e\u6e90\u53ef\u80fd\u662f\u5173\u7cfb\u578b\u6570\u636e\u5e93MySQL\uff0c\u4e5f\u53ef\u80fd\u662f\u5e73\u9762\u6587\u4ef6\uff0c\u4e5f\u53ef\u80fd\u662f\u4efb\u610f\u672a\u77e5\u7684\u6e90\uff1b\u6570\u636e\u91c7\u96c6\u548c\u6570\u636e\u540c\u6b65\u5de5\u5177\u4e5f\u662f\u89c6\u5177\u4f53\u7684\u4e1a\u52a1\u548c\u4e0a\u4e0b\u6e38\u6280\u672f\u9009\u578b\u800c\u5b9a\uff1b\u63a5\u4e0b\u6765\u6570\u636e\u4f1a\u8fdb\u5165\u6570\u636e\u4ed3\u5e93\uff0c\u5927\u81f4\u4e0a\u4f1a\u4f9d\u6b21\u7ecf\u8fc7ODS\u5c42\u3001DWD\u5c42\u548cADS\u5c42\uff0c\u6700\u7ec8\u63d0\u4f9b\u7ed9\u6d88\u8d39\u65b9\u4f7f\u7528\u3002<\/p>\n\n\n\n<p>\u5728Miravia\u7684\u6280\u672f\u9009\u578b\u4e2d\uff0c\u901a\u5e38\u4e1a\u52a1\u6570\u636e\u901a\u8fc7binlog\u540c\u6b65\u5230TT\uff0c\u6216\u8005\u6d41\u91cf\u65e5\u5fd7\u76f4\u63a5\u4e0a\u62a5\u5230\u65e5\u5fd7\u670d\u52a1\u5668\uff0c\u518d\u540c\u6b65\u5230TT\u3002TT\u5b9a\u671f\u5c06\u4e00\u4e2a\u65f6\u95f4\u533a\u95f4\u5185\u7684\u6570\u636e\u540c\u6b65\u5230ODPS\uff0cODPS\u518d\u901a\u8fc7\u6bcf\u65e5\u8c03\u5ea6\u7684\u4efb\u52a1\u5bf9\u8fd9\u4e9b\u6570\u636e\u8fdb\u884c\u5904\u7406\uff0c\u6700\u7ec8\u843d\u5230ADS\u5c42\u7684\u8868\u3002\u7ed3\u679c\u8868\u7684\u6570\u636e\u518d\u540c\u6b65\u5230Holo\u6216Lindorm\u7b49\u4ecb\u8d28\u4e2d\uff0c\u4f9b\u6d88\u8d39\u65b9\u4f7f\u7528\u3002\u56e0\u6b64\u5355\u770b\u8fd9\u6574\u4e2a\u6d41\u7a0b\uff0c\u5b9e\u9645\u4e0a\u5c31\u662f\u5178\u578b\u7684\u4f20\u7edf\u5927\u6570\u636e\u67b6\u6784\u7684\u4e00\u79cd\u5b9e\u73b0\u3002\u4f46\u9700\u8981\u6ce8\u610f\u7684\u662f\uff0c\u8be5\u67b6\u6784\u5e76\u6ca1\u6709\u5bf9\u8f93\u5165\u6570\u636e\u6709\u7ed3\u6784\u5316\u7684\u8981\u6c42\uff0c\u4e5f\u6ca1\u6709\u89c4\u5b9aETL\u8fc7\u7a0b\u4f7f\u7528\u7684\u5de5\u5177\u548c\u7f16\u7a0b\u8bed\u8a00\u3002<\/p>\n\n\n\n<p>\u5728\u8fd9\u79cd\u67b6\u6784\u4e0b\uff0c\u4e1a\u52a1\u7cfb\u7edf\u548c\u5206\u6790\u7cfb\u7edf\u7684\u9694\u79bb\u6027\u505a\u5f97\u66f4\u597d\u4e86\uff0c\u800c\u4e14\u65e0\u8bba\u8f93\u5165\u6570\u636e\u662f\u4ec0\u4e48\uff0c\u6700\u7ec8\u63d0\u4f9b\u7ed9\u6d88\u8d39\u65b9\u7684\u90fd\u662f\u6807\u51c6\u7684\u7ed3\u6784\u5316\u6570\u636e\u3002\u5b83\u7684\u7f3a\u70b9\u662f\u6574\u4e2a\u8fc7\u7a0b\u4e0d\u518d\u6709\u5b8c\u6574\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u9700\u8981\u505a\u5927\u91cf\u7684\u5b9a\u5236\u5316\u5de5\u4f5c\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-normal-font-size\"><strong>\u6d41\u5f0f\u67b6\u6784<\/strong><\/h1>\n\n\n\n<p>\u6b63\u5e94\u4e86\u6c64\u5e08\u7237\u90a3\u53e5\u8bdd\uff1a\u201c\u6b65\u5b50\u5927\u4e86\uff0c\u5bb9\u6613\u2026\u2026\u201d<\/p>\n\n\n\n<p>\u6d41\u5f0f\u67b6\u6784\u5c31\u662f\u5178\u578b\u4ee3\u8868\u3002<\/p>\n\n\n\n<p>\u6d41\u5f0f\u67b6\u6784\u7684\u601d\u8def\u76f8\u5f53\u6fc0\u8fdb\u3002\u867d\u7136\u4f20\u7edf\u5927\u6570\u636e\u67b6\u6784\u5728\u6280\u672f\u9009\u578b\u4e0a\u4e0eBI\u7cfb\u7edf\u6bd4\u5df2\u7ecf\u7b97\u662f\u8131\u80ce\u6362\u9aa8\uff0c\u4f46\u5176\u7cbe\u795e\u8fd8\u662f\u4e00\u8109\u76f8\u627f\u3002\u6d41\u5f0f\u67b6\u6784\u5e72\u8106\u6254\u6389\u4e00\u6574\u5957\u79bb\u7ebf\u7684\u6570\u636e\u91c7\u96c6\u3001\u6570\u636e\u540c\u6b65\u548cETL\u5de5\u4f5c\uff0c\u76f4\u63a5\u8ba9\u6d41\u5f0f\u8ba1\u7b97\u5f15\u64ce\u6d88\u8d39\u4e1a\u52a1\u6570\u636e\u5e93\u4ea7\u751f\u7684\u589e\u91cf\u6570\u636e\uff0c\u5e76\u76f4\u63a5\u8f93\u51fa\u7ed9\u6d88\u8d39\u65b9\uff0c\u4ee5\u6b64\u63d0\u4f9b\u5b9e\u65f6\u7684\u8ba1\u7b97\u7ed3\u679c\u3002\ufeff<\/p>\n\n\n\n<p>\u800c\u65e9\u671f\u7684\u6280\u672f\u50a8\u5907\u660e\u663e\u4e0d\u8db3\u4ee5\u540c\u65f6\u9ad8\u8d28\u91cf\u4fdd\u8bc1\u5b9e\u65f6\u6027\u548c\u7ed3\u679c\u7684\u51c6\u786e\u6027\uff0c\u56e0\u6b64\u53ea\u88ab\u7528\u5728\u4e86\u6781\u5c11\u6570\u5bf9\u7ed3\u679c\u5b9e\u65f6\u6027\u5341\u5206\u654f\u611f\u5374\u5bf9\u51c6\u786e\u6027\u8981\u6c42\u4e0d\u9ad8\u7684\u573a\u666f\u4e2d\u3002\u968f\u7740\u6280\u672f\u7684\u8fdb\u6b65\u548c\u4e1a\u52a1\u590d\u6742\u5ea6\u7684\u63d0\u9ad8\uff0c\u8fd9\u79cd\u67b6\u6784\u4e5f\u57fa\u672c\u9500\u58f0\u533f\u8ff9\u4e86\u3002\ufeff<\/p>\n\n\n\n<p>\u4e0b\u56fe\u662f\u6d41\u5f0f\u67b6\u6784\u7684\u5178\u578b\u4ee3\u8868\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/2abd8f9999d649e58dc9b22c162506f1~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1692197805&amp;x-signature=FsUWVYeF44ZJG4KOaRmDct0Bw%2Bo%3D\" alt=\"\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading has-normal-font-size\"><strong>Lambda\u67b6\u6784<\/strong><\/h1>\n\n\n\n<p>\u5728\u65e9\u671f\u6280\u672f\u65e0\u6cd5\u540c\u65f6\u652f\u6301\u7ed3\u679c\u7684\u5b9e\u65f6\u6027\u548c\u51c6\u786e\u6027\u7684\u60c5\u51b5\u4e0b\uff0c\u6709\u6ca1\u6709\u529e\u6cd5\u53ef\u4ee5\u901a\u8fc7\u67b6\u6784\u7684\u8bbe\u8ba1\uff0c\u540c\u65f6\u6ee1\u8db3\u4e24\u8005\u5462\uff1f\u6709\u4e00\u4f4d\u53eb\u505aNathan Marz\u7684\u5927\u4f6c\u63d0\u51fa\u4e86Lambda\u67b6\u6784\u3002<\/p>\n\n\n\n<p>\u5148\u770bLambda\u67b6\u6784\u7684\u793a\u610f\u56fe\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/9e65fa67319c4b4999e4a52df2107e36~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1692197805&amp;x-signature=dVBuOx4Ox%2B4XG6yMlISPU1WPX2s%3D\" alt=\"\" \/><\/figure>\n\n\n\n<p>Lambda\u67b6\u6784\u7684\u903b\u8f91\u662f\uff0c\u6d41\u4efb\u52a1\u4e0e\u6279\u4efb\u52a1\u8bfb\u53d6\u76f8\u540c\u7684\u6570\u636e\u6e90\uff0c\u5b9e\u65f6\u8ba1\u7b97\u7ed3\u679c\u7531\u6d41\u4efb\u52a1\u4ea7\u51fa\uff1b\u6279\u4efb\u52a1\u901a\u5e38\u6309\u5929\u6267\u884c\uff0c\u8ba1\u7b97T-1\u7684\u6570\u636e\uff0c\u5e76\u5199\u5165\u5230\u7ed3\u679c\u8868\u4e2d\u3002\u6700\u7ec8\u6570\u636e\u5e94\u7528\u6839\u636e\u81ea\u5df1\u7684\u9700\u8981\u5bf9\u4e24\u4e2a\u7ed3\u679c\u8868\u7684\u7ed3\u679c\u8fdb\u884c\u5408\u5e76\u3002\u5176\u6838\u5fc3\u601d\u8def\u662f\uff1a\u7528\u6d41\u4efb\u52a1\u4fdd\u8bc1\u7ed3\u679c\u7684\u5b9e\u65f6\u6027\uff0c\u540c\u65f6\u7528\u6279\u4efb\u52a1\u4fdd\u8bc1\u7ed3\u679c\u7684\u6700\u7ec8\u4e00\u81f4\u6027\u3002<\/p>\n\n\n\n<p>\u636e\u6211\u89c2\u5bdf\uff0c\u51e1\u662f\u5bf9\u7ed3\u679c\u6709\u5b9e\u65f6\u6027\u8981\u6c42\u7684\u4e1a\u52a1\u56e2\u961f\uff0c\u5728\u6570\u636e\u4fa7\u57fa\u672c\u90fd\u91c7\u7528\u7684\u662f\u8fd9\u79cd\u67b6\u6784\u3002\u4f46Lambda\u67b6\u6784\u6709\u51e0\u4e2a\u663e\u800c\u6613\u89c1\u7684\u7f3a\u70b9\uff1a<\/p>\n\n\n\n<p>1.\u9700\u8981\u5f00\u53d1\u3001\u7ef4\u62a4\u4e24\u5957\u7cfb\u7edf\uff0c\u6210\u672c\u592a\u5927\u3002<\/p>\n\n\n\n<p>2.\u4e24\u5957\u7cfb\u7edf\u96be\u4ee5\u4fdd\u8bc1\u8ba1\u7b97\u53e3\u5f84\u7684\u4e00\u81f4\u3002\u751a\u81f3\u4e0d\u540c\u8ba1\u7b97\u5f15\u64ce\u63d0\u4f9b\u7684\u8ba1\u7b97\u8bed\u4e49\u5b8c\u5168\u4e0d\u540c\u3002<\/p>\n\n\n\n<p>\u603b\u4e4b\uff0cLambda\u67b6\u6784\u5728\u6ee1\u8db3\u4e86\u90e8\u5206\u4e1a\u52a1\u9700\u6c42\u7684\u540c\u65f6\uff0c\u7ed9\u5f00\u53d1\u548c\u8fd0\u7ef4\u540c\u5b66\u4e5f\u5e26\u6765\u4e86\u201c\u6df1\u91cd\u7684\u707e\u96be\u201d\u3002\u61c2\u7684\u90fd\u61c2\u3002<\/p>\n\n\n\n<p>\u56e0\u6b64\uff0c\u6211\u6bcf\u6bcf\u770b\u5230Lambda\u67b6\u6784\u8fd9\u79cd\u786c\u628a\u6279\u548c\u6d41\u6742\u7cc5\u5728\u4e00\u8d77\u7684\u67b6\u6784\uff0c\u90fd\u4e0d\u514d\u60f3\u8d77\u5468\u661f\u9a70\u300a\u5c11\u6797\u8db3\u7403\u300b\u4e2d\u7684\u53f0\u8bcd\uff1a<\/p>\n\n\n\n<p>\u201c\u5c11\u6797\u529f\u592b+\u5531\u6b4c\u8df3\u821e\uff0c\u4f60\u8bf4\u6709\u6ca1\u6709\u641e\u5934\u554a\u3002\u201d<\/p>\n\n\n\n<p>\u201d\u6ca1\u641e\u5934\u3002\u201c<\/p>\n\n\n\n<p>\u201d\u4e0d\u8bd5\u8bd5\u4f60\u600e\u4e48\u77e5\u9053\u6ca1\u641e\u5934\u3002\u201c<\/p>\n\n\n\n<p>\u8bf4\u5b8c\u8fd8\u8fb9\u5531\u8fb9\u8df3\uff1a\u201c\u5c11\u6797\u529f\u592b\u597d\u8036\uff0c\u771f\u662f\u597d\u3002\u201d\ufeff<\/p>\n\n\n\n<p>\u5982\u679c\u8bf4\u6d41\u5f0f\u67b6\u6784\u597d\u6bd4\u662f\u4eba\u7528\u4e00\u6761\u817f\u8d70\u8def\uff0c\u5b58\u5728\u5148\u5929\u6027\u7684\u4e0d\u8db3\uff0c\u90a3\u4e48Lambda\u67b6\u6784\u5c31\u662f\u8d70\u8def\u65f6\u4e00\u6761\u817f\u957f\u4e00\u6761\u817f\u77ed\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-normal-font-size\"><strong>Kappa\u67b6\u6784<\/strong><\/h1>\n\n\n\n<p>\u867d\u7136Lambda\u67b6\u6784\u5b58\u5728\u8fd9\u4e48\u591a\u7f3a\u70b9\uff0c\u4f46\u6709\u884c\u4e1a\u5927\u4f6c\u80cc\u4e66\uff0c\u5e76\u4e14\u5728\u73b0\u6709\u6280\u672f\u9650\u5236\u4e0b\uff0c\u4e5f\u5f88\u96be\u63d0\u51fa\u66f4\u597d\u7684\u89e3\u51b3\u65b9\u6848\uff0c\u6545\u5929\u4e0b\u6570\uff08\u636e\uff09\u5f00\uff08\u53d1\uff09\uff0c\u4e0d\u6562\u8a00\u800c\u6562\u6012\uff0c\u53ea\u7b49\u67d0\u4e00\u5929\u201c\u620d\u5352\u53eb\uff0c\u51fd\u8c37\u4e3e\u201d\u3002\u7ec8\u4e8e\u7b49\u5230\u4e86\u53e6\u4e00\u4f4d\u5927\u4f6cJay Kreps\u63d0\u51fa\u4e86\u4e00\u79cd\u65b0\u7684\u67b6\u6784\u65b9\u6848\u2014\u2014Kappa\u67b6\u6784\u3002\ufeff<\/p>\n\n\n\n<p>\u5728\u6d41\u5904\u7406\u6280\u672f\u4e0d\u6210\u719f\u7684\u65f6\u671f\uff0c\u4e3b\u8981\u95ee\u9898\u4e4b\u4e00\u5c31\u662f\u541e\u5410\u91cf\u4e0a\u4e0d\u53bb\u3002\u968f\u7740Kafka\u7b49\u5927\u6570\u636e\u6d88\u606f\u961f\u5217\u7684\u51fa\u73b0\uff0c\u541e\u5410\u91cf\u4e0d\u518d\u662f\u74f6\u9888\u3002Kappa\u67b6\u6784\u7684\u4e3b\u8981\u8d21\u732e\u4e4b\u4e00\u5c31\u662f\u5f15\u5165\u4e86\u5206\u5e03\u5f0f\u6d88\u606f\u961f\u5217\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/472fdda22ec0451dadb92cb5d6c98d40~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1692197805&amp;x-signature=tSM40pwcJcDyj71p9y%2F1QCQKV5U%3D\" alt=\"\" \/><\/figure>\n\n\n\n<p>\ufeff\u4e0eLambda\u67b6\u6784\u4e0d\u901a\uff0cKappa\u67b6\u6784\u53ea\u4fdd\u7559\u4e86\u6d41\u5904\u7406\u5c42\uff0c\u5b8c\u5168\u820d\u5f03\u4e86\u6279\u5904\u7406\u5c42\u3002\u8ba9\u5176\u4e2d\u4e00\u4e2a\u6d41\u5904\u7406\u5c42\u6b63\u5e38\u8fd0\u884c\uff0c\u6570\u636e\u5e94\u7528\u8bfb\u53d6\u5b83\u7684\u8f93\u51fa\uff1b\u5f53\u6570\u636e\u51fa\u73b0\u9519\u8bef\uff0c\u6216\u662f\u4e1a\u52a1\u903b\u8f91\u53d1\u751f\u53d8\u66f4\u65f6\uff0c\u542f\u52a8\u53e6\u4e00\u4e2a\u6d41\u5904\u7406\u5c42\uff0c\u5229\u7528\u6d88\u606f\u961f\u5217\u7684\u91cd\u64ad\u673a\u5236\uff0c\u91cd\u65b0\u6d88\u8d39\u5148\u524d\u7684\u6570\u636e\u5e76\u8f93\u51fa\u5230\u53e6\u4e00\u4e2a\u7ed3\u679c\u8868\u4e2d\uff0c\u5f53\u786e\u5b9a\u53ef\u4ee5\u66ff\u6362\u7ebf\u4e0a\u8868\u65f6\uff0c\u5b8c\u6210\u66ff\u6362\u3002\ufeff<\/p>\n\n\n\n<p>\u5f53\u7136\uff0c\u5728\u5b9e\u9645\u751f\u4ea7\u4e2d\u8fd9\u4e2a\u8fc7\u7a0b\u4f1a\u590d\u6742\u5f97\u591a\u3002\u800c\u4e14\u53d7\u9650\u4e8e\u6d88\u606f\u961f\u5217\u6570\u636e\u751f\u547d\u5468\u671f\u7684\u9650\u5236\uff0c\u8fd9\u79cd\u67b6\u6784\u5728\u751f\u4ea7\u4e2d\u88ab\u5e94\u7528\u5f97\u8f83\u5c11\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\uff0cKappa\u67b6\u6784\u7684\u53e6\u4e00\u8d21\u732e\u662f\u542f\u53d1\u4e86\u4eba\u4eec\u7528\u5355\u4e00\u7cfb\u7edf\u53bb\u5b9e\u73b0\u66fe\u7ecf\u9700\u8981\u4e24\u5957\u7cfb\u7edf\u624d\u80fd\u5b9e\u73b0\u7684\u9700\u6c42\u3002\u4eba\u4eec\u5f00\u59cb\u601d\u8003\uff1a\u4e3a\u4ec0\u4e48\u6d41\u5f0f\u8ba1\u7b97\u5f15\u64ce\u4e0d\u80fd\u63d0\u4f9b\u7ed3\u679c\u7684\u51c6\u786e\u6027\uff1f\u662f\u54ea\u4e9b\u73af\u8282\u51fa\u4e86\u95ee\u9898\uff1f\u5982\u679c\u6d41\u5904\u7406\u80fd\u591f\u4fdd\u8bc1\u7ed3\u679c\u51c6\u786e\u6027\uff0c\u662f\u5426\u610f\u5473\u7740\u91cd\u542f\u6d41\u4efb\u52a1\u7684\u9700\u8981\u5927\u5927\u964d\u4f4e\uff0c\u662f\u5426\u610f\u5473\u7740Kappa\u67b6\u6784\u80fd\u591f\u5f7b\u5e95\u53d6\u4ee3Lambda\u67b6\u6784\uff1f\u6d41\u5904\u7406\u5f15\u64ce\u662f\u5426\u53ef\u4ee5\u5b9e\u73b0\u6279\u5904\u7406\u5f15\u64ce\u7b49\u4ef7\u7684\u8bed\u4e49\uff1f<\/p>\n\n\n\n<p>\u540e\u7eed\u6587\u7ae0\u5c06\u4f1a\u901a\u8fc7\u5bf9Flink\u5e95\u5c42\u6280\u672f\u7ec6\u8282\u7684\u4ecb\u7ecd\u6765\u56de\u7b54\u4e0a\u8ff0\u95ee\u9898\u3002\u5728\u6b64\u4e4b\u524d\uff0c\u8ba9\u6211\u4eec\u5148\u8131\u79bb\u5177\u4f53\u6280\u672f\u9009\u578b\uff0c\u6765\u770b\u770b\u6d41\u6279\u4e00\u4f53\u4e0e\u4e0a\u8ff0\u67b6\u6784\u7684\u5173\u7cfb\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>\u4e09\u3001\u6d41\u6279\u4e00\u4f53\u4e0e\u6570\u636e\u67b6\u6784\u7684\u5173\u7cfb<\/strong><\/h1>\n\n\n\n<p>\u6d41\u6279\u4e00\u4f53\u542c\u8d77\u6765\u5f88\u7b80\u5355\uff0c\u4f46\u5185\u6db5\u5374\u5341\u5206\u590d\u6742\u3002\u5b83\u5305\u542b\u4e86\u8ba1\u7b97\u8bed\u4e49\u3001\u7f16\u7a0b\u6a21\u578b\u3001API\u3001\u8c03\u5ea6\u3001\u6267\u884c\u3001shuffle\u7b49\u5404\u4e2a\u65b9\u9762\u7684\u7edf\u4e00\uff0c\u4e0d\u8fc7\u5bf9\u4e8e\u6211\u4eec\u6570\u636e\u5f00\u53d1\u7684\u540c\u5b66\u6765\u8bf4\uff0c\u6211\u8ba4\u4e3a\u6d41\u6279\u4e00\u4f53\u6700\u7ec8\u60f3\u8981\u8fbe\u5230\u7684\u6548\u679c\u53ef\u4ee5\u8fd9\u6837\u63cf\u8ff0\uff1a\u7ed9\u5b9a\u786e\u5b9a\u7684\u6570\u636e\u6e90\uff08\u53ef\u4ee5\u662f\u7269\u7406\u7684\u4e5f\u53ef\u4ee5\u662f\u903b\u8f91\u4e0a\u7684\uff09\uff0c\u7f16\u5199\u4e00\u5957\u4ee3\u7801\uff08Java\u4ee3\u7801\u6216SQL\uff09\uff0c\u6267\u884c\u5f15\u64ce\u80fd\u591f\u6839\u636e\u9700\u8981\uff08\u4f8b\u5982\u6839\u636e\u7528\u6237\u914d\u7f6e\u201cSTREAMING\/BATCH\u201d\u6216\u81ea\u52a8\u8bc6\u522b\uff09\u5c06\u4ee3\u7801\u8f6c\u6362\u4e3a\u6d41\u4efb\u52a1\uff08\u589e\u91cf\u5730\u8bfb\u53d6\u3001\u6d41\u5f0f\u5730\u5904\u7406\uff09\u6216\u6279\u4efb\u52a1\uff08\u5168\u91cf\u5730\u8bfb\u53d6\u3001\u6279\u5f0f\u5730\u5904\u7406\uff09\uff0c\u5e76\u8f93\u51fa\u76f8\u540c\u7684\u7ed3\u679c\u3002<\/p>\n\n\n\n<p>\u53ef\u4ee5\u8ba4\u4e3a\u8fd9\u662f\u8ba1\u7b97\u5f15\u64ce\u53d1\u5c55\u5230\u4e00\u5b9a\u9636\u6bb5\u540e\u56fa\u6709\u7684\u4e00\u4e2a\u80fd\u529b\uff0c\u7528\u6237\u53ef\u4ee5\u4f7f\u7528\u4e5f\u53ef\u4ee5\u4e0d\u4f7f\u7528\uff0c\u53ef\u4ee5\u901a\u8fc7\u914d\u7f6e\u5c06\u5176\u5f53\u4f5c\u5355\u7eaf\u7684\u6d41\u5f0f\/\u6279\u5f0f\u8ba1\u7b97\u5f15\u64ce\u4e5f\u662f\u4e00\u79cd\u9009\u62e9\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\u6211\u4eec\u8ba8\u8bba\u7684\uff0c\u662f\u5728\u540c\u4e00\u4e2a\u5e94\u7528\u4e2d\uff0c\u540c\u65f6\u4f7f\u7528\u4e24\u79cd\u6a21\u5f0f\uff08\u624b\u52a8\u914d\u7f6e\u6216\u81ea\u52a8\u8bc6\u522b\/\u5207\u6362\uff09\u3002\u800c\u5177\u4f53\u5982\u4f55\u4f7f\u7528\u6d41\u6279\u4e00\u4f53\uff0c\u8981\u6839\u636e\u5e94\u7528\u7c7b\u578b\u800c\u5b9a\uff0c\u8fd9\u65e2\u51b3\u5b9a\u4e86\u6d41\u6279\u4e00\u4f53\u4e0e\u6570\u636e\u67b6\u6784\u7684\u5173\u7cfb\uff0c\u4e5f\u4f53\u73b0\u4e86\u6d41\u6279\u4e00\u4f53\u5728\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u4ef7\u503c\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-normal-font-size\"><strong>\u6570\u636e\u5206\u6790\u578b\u5e94\u7528<\/strong><\/h1>\n\n\n\n<p>\u6570\u636e\u4fa7\u7684\u540c\u5b66\u5f00\u53d1\u7684\u7edd\u5927\u591a\u6570\u5e94\u7528\u90fd\u5c5e\u4e8e\u6570\u636e\u5206\u6790\u578b\u5e94\u7528\u3002\u4e0a\u4e00\u8282\u7684\u6240\u6709\u6570\u636e\u67b6\u6784\u4e5f\u57fa\u672c\u662f\u4e3a\u8fd9\u79cd\u5e94\u7528\u8bbe\u8ba1\u7684\u3002\u5728\u8fd9\u79cd\u5e94\u7528\u4e2d\uff0c\u6d41\u6279\u4e00\u4f53\u4e0eLambda\u67b6\u6784\u7ed3\u5408\u5f97\u6700\u4e3a\u81ea\u7136\u3002\u5982\u4e0b\u56fe\u6240\u793a\uff1a\ufeff<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"https:\/\/p3-sign.toutiaoimg.com\/tos-cn-i-qvj2lq49k0\/7293c22e8a6340f782604f6e55f51c16~noop.image?_iz=58558&amp;from=article.pc_detail&amp;x-expires=1692197805&amp;x-signature=37ORO31cDYmPjBRe8yDxSEsxnzg%3D\" alt=\"\" \/><\/figure>\n\n\n\n<p>\u8fd9\u91cc\u5f15\u5165\u4e86\u6d88\u606f\u961f\u5217\uff0c\u7b97\u662fJay Kreps\u5728\u63d0\u51faKappa\u67b6\u6784\u65f6\u7ed9\u6211\u4eec\u63d0\u4f9b\u7684\u6539\u8fdb\u601d\u8def\u3002\u7531\u4e8e\u6d41\u4efb\u52a1\u548c\u6279\u4efb\u52a1\u7528\u7684\u662f\u540c\u4e00\u5957\u4ee3\u7801\uff0c\u6211\u4eec\u9ed8\u8ba4\u8ba1\u7b97\u5f15\u64ce\u5185\u90e8\u5df2\u7ecf\u5b9e\u73b0\u4e86\u8bed\u4e49\u7684\u7edf\u4e00\uff0c\u56e0\u6b64\u6838\u5fc3\u95ee\u9898\u5728\u4e8e\u5982\u4f55\u4e0a\u8f93\u5165\u7edf\u4e00\u3002\u8f93\u51fa\u7ed3\u679c\u53ef\u4ee5\u662f\u4e0d\u540c\u7684\u8868\uff0c\u4e5f\u53ef\u4ee5\u662f\u76f8\u540c\u7684\u8868\uff0c\u6839\u636e\u9700\u8981\u800c\u5b9a\uff0c\u8fd9\u5e76\u6ca1\u6709\u592a\u5927\u5f71\u54cd\u3002\ufeff<\/p>\n\n\n\n<p>\u56e0\u4e3a\u6d41\u4efb\u52a1\u548c\u6279\u4efb\u52a1\u5bf9\u8f93\u5165\u7684\u8981\u6c42\u662f\u4e0d\u4e00\u6837\u7684\uff0c\u524d\u8005\u4e00\u822c\u8bfb\u53d6\u7684\u90fd\u662f\u7c7b\u4f3cKafka\u8fd9\u6837\u7684\u6d88\u606f\u6d41\uff0c\u540e\u8005\u5219\u8bfb\u53d6\u7684\u662f\u6570\u636e\u5e93\u5728\u67d0\u4e00\u523b\u7684\u5168\u91cf\u5feb\u7167\uff0c\u6240\u4ee5\u6211\u4eec\u6682\u4e14\u8ba4\u4e3a\u4e24\u4e2a\u4efb\u52a1\u9700\u8981\u7528\u4e0d\u540c\u7684\u8fde\u63a5\u5668\u8bfb\u53d6\u4e0d\u540c\u7684\u6570\u636e\u6e90\u3002\u4e3a\u4e86\u4fdd\u8bc1\u8f93\u5165\u7edf\u4e00\uff0c\u6211\u4eec\u53ef\u4ee5\u8ba9\u6d41\u4efb\u52a1\u76f4\u63a5\u8bfb\u53d6\u6d88\u606f\u961f\u5217\u4e2d\u7684\u6570\u636e\uff0c\u8fd9\u6837\u5b83\u5c31\u5728\u4e00\u523b\u4e0d\u505c\u5730\u8bfb\u53d6\u4e1a\u52a1\u4e0a\u7684\u589e\u91cf\u6570\u636e\uff1b\u5728\u79bb\u7ebf\u4fa7\uff0c\u6211\u4eec\u5468\u671f\u6027\u5730\u5c06\u6d88\u606f\u961f\u5217\u4e2d\u7684\u6570\u636e\u843d\u76d8\uff0c\u7136\u540e\u6bcf\u65e5\u5355\u72ec\u5904\u7406\u5f53\u5929\u7684\u589e\u91cf\u6570\u636e\uff0c\u7531\u6b64\u6279\u4efb\u52a1\u4e5f\u8fbe\u6210\u4e86\u5468\u671f\u6027\u5904\u7406\u589e\u91cf\u6570\u636e\u7684\u6548\u679c\u3002\u7406\u60f3\u60c5\u51b5\u4e0b\uff0c\u5f53\u6279\u4efb\u52a1\u628aT-1\u7684\u6570\u636e\u8f93\u51fa\u65f6\uff0c\u7ed3\u679c\u5e94\u4e0e\u6d41\u4efb\u52a1\u5148\u524d\u8f93\u51fa\u7684T-1\u7684\u7ed3\u679c\u76f8\u540c\u3002<\/p>\n\n\n\n<p>\u8fd9\u5c31\u662f\u6d41\u6279\u4e00\u4f53\u5728\u6570\u636e\u5206\u6790\u578b\u5e94\u7528\u4e2d\u7684\u5178\u578b\u6848\u4f8b\uff0c\u5b83\u662fLambda\u67b6\u6784\u7684\u4e00\u79cd\u9ad8\u7ea7\u5b9e\u73b0\uff0c\u89e3\u51b3\u4e86\u539fLambda\u67b6\u6784\u4e2d\u9700\u8981\u5f00\u53d1\u4e24\u5957\u4ee3\u7801\u3001\u7ef4\u62a4\u4e24\u5957\u7cfb\u7edf\u3001\u8ba1\u7b97\u903b\u8f91\u53e3\u5f84\u4e0d\u4e00\u81f4\u7684\u95ee\u9898\u3002Dataphin\u63d0\u4f9b\u7ed9\u5927\u5bb6\u7684\u89e3\u51b3\u65b9\u6848\u5c31\u662f\u9488\u5bf9\u8fd9\u79cd\u5e94\u7528\u800c\u6765\u7684\u3002<\/p>\n\n\n\n<p>\u4e0d\u8fc7\u8981\u7279\u522b\u6ce8\u610f\u7684\u662f\uff0c\u8ba1\u7b97\u903b\u8f91\u53e3\u5f84\u4e00\u81f4\u4e0d\u662f\u56e0\u4e3a\u4f60\u4f7f\u7528\u4e86\u76f8\u540c\u7684\u4ee3\u7801\uff0c\u800c\u662f\u57fa\u4e8e\u76f8\u540c\u7684\u4ee3\u7801\uff0c\u8ba1\u7b97\u5f15\u64ce\u5185\u90e8\u5c06\u5176\u7ffb\u8bd1\u6210\u6279\u4efb\u52a1\u548c\u6d41\u4efb\u52a1\u65f6\u5728\u8bed\u4e49\u3001\u7f16\u7a0b\u6a21\u578b\u7b49\u65b9\u9762\u8fbe\u5230\u4e86\u7edf\u4e00\u3002\u5982\u679c\u8ba1\u7b97\u5f15\u64ce\u5185\u90e8\u6ca1\u6709\u505a\u5230\u8fd9\u4e00\u70b9\uff0c\u5373\u4fbf\u5199\u4e86\u76f8\u540c\u7684\u4ee3\u7801\u4e5f\u662f\u65e0\u6d4e\u4e8e\u4e8b\u7684\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-normal-font-size\"><strong>\u6570\u636e\u7ba1\u9053\u578b\u5e94\u7528<\/strong><\/h1>\n\n\n\n<p>\u9664\u4e86\u6570\u636e\u5206\u6790\u578b\u5e94\u7528\uff0c\u8fd8\u6709\u4e00\u7c7b\u5e94\u7528\uff0c\u6bd4\u5982\u6570\u636e\u540c\u6b65\uff0c\u8fd9\u90e8\u5206\u5de5\u4f5c\u5176\u5b9e\u4e5f\u53ef\u4ee5\u901a\u8fc7\u8ba1\u7b97\u5f15\u64ce\u6765\u5b9e\u73b0\uff0c\u6d41\u6279\u4e00\u4f53\u5728\u8fd9\u5176\u4e2d\u8fd8\u80fd\u53d1\u6325\u5927\u4f5c\u7528\u3002\u8fd9\u7c7b\u5e94\u7528\u53ef\u4ee5\u53eb\u505a\u6570\u636e\u7ba1\u9053\u578b\u5e94\u7528\u3002\ufeff<\/p>\n\n\n\n<p>\u6bd4\u5982\u9700\u6c42\u662f\u5c06\u4e00\u4e2a\u7ebf\u4e0a\u6570\u636e\u5e93\u4e2d\u7684\u6570\u636e\u8fc1\u79fb\u5230\u53e6\u4e00\u4e2a\u6570\u636e\u5e93\u4e2d\uff0c\u5728\u540c\u6b65\u7684\u8fc7\u7a0b\u4e2d\u7ebf\u4e0a\u6570\u636e\u5e93\u4ecd\u7136\u4f1a\u7ee7\u7eed\u53d1\u751f\u589e\u5220\u6539\u67e5\u7b49\u4e1a\u52a1\u64cd\u4f5c\u3002\u4ee5\u5f80\u7684\u65b9\u5f0f\u5f80\u5f80\u662f\u5148\u901a\u8fc7\u4e00\u4e2a\u79bb\u7ebf\u540c\u6b65\u5de5\u5177\u540c\u6b65\u5168\u91cf\u6570\u636e\uff0c\u518d\u901a\u8fc7\u53e6\u4e00\u4e2a\u589e\u91cf\u540c\u6b65\u5de5\u5177\u4e0d\u65ad\u5730\u540c\u6b65\u65b0\u589e\u6570\u636e\u3002\u5728\u8fd9\u4e2a\u8fc7\u7a0b\u4e2d\u9009\u62e9\u4ece\u54ea\u4e00\u65f6\u523b\u5f00\u59cb\u589e\u91cf\u540c\u6b65\u662f\u4e00\u5927\u96be\u70b9\u3002\u5982\u679c\u5728\u540c\u6b65\u7684\u8fc7\u7a0b\u4e2d\u9700\u8981\u5bf9\u6570\u636e\u505a\u4e00\u4e9b\u6e05\u6d17\u6216\u8f6c\u6362\uff0c\u5219\u96be\u5ea6\u53c8\u5927\u4e86\u4e00\u622a\u3002<\/p>\n\n\n\n<p>\u800c\u901a\u8fc7\u8ba1\u7b97\u5f15\u64ce\u7684\u6d41\u6279\u4e00\u4f53\u80fd\u529b\u548c\u5bf9\u5e94\u7684connector\uff0c\u5219\u53ef\u4ee5\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\u3002\u6211\u4eec\u53ef\u4ee5\u76f4\u63a5\u901a\u8fc7\u5199SQL\u7684\u65b9\u5f0f\u58f0\u660e\u6570\u636e\u8f6c\u6362\u7684\u903b\u8f91\uff0c\u914d\u5408connector\u7684\u80fd\u529b\uff0c\u8ba1\u7b97\u5f15\u64ce\u4f1a\u5148\u6279\u91cf\u8bfb\u53d6\u6570\u636e\uff0c\u7136\u540e\u5728\u67d0\u4e00\u65f6\u523b\u81ea\u52a8\u5207\u6362\u6210\u6d41\u4efb\u52a1\u589e\u91cf\u8bfb\u53d6\u540e\u7eed\u6570\u636e\uff0c\u800c\u8ba1\u7b97\u5f15\u64ce\u5185\u90e8\u6d41\u6279\u4e00\u4f53\u7684\u80fd\u529b\u4fdd\u8bc1\u4e86\u8bed\u4e49\u7684\u76f8\u540c\u3002<\/p>\n\n\n\n<p>\u4f8b\u5982Flink CDC\u9879\u76ee\u5c31\u662f\u5728\u505a\u8fd9\u6837\u7684\u4e8b\u3002\u4e0d\u8fc7\u5728\u6b64\u573a\u666f\u4e2dFlink runtime\u662f\u5426\u6709\u6d41\u548c\u6279\u7684\u533a\u522b\uff0c\u8fd9\u4e00\u70b9\u6211\u5e76\u6ca1\u6709\u6838\u5b9e\u3002\ufeff<\/p>\n\n\n\n<p>\u4e0d\u7ba1\u600e\u4e48\u8bf4\uff0c\u8fd9\u4e5f\u53ef\u4ee5\u7b97\u662f\u5e7f\u4e49\u7684\u6d41\u6279\u4e00\u4f53\u7684\u5e94\u7528\u3002\u5e76\u4e14\uff0c\u5229\u7528\u6b64\u6280\u672f\uff0c\u8fd8\u53ef\u4ee5\u5b9e\u73b0\u5b9e\u65f6\u6570\u4ed3\u7684\u5efa\u8bbe\uff0c\u8fd9\u5728\u540e\u7eed\u6587\u7ae0\u4e2d\u6216\u8bb8\u4f1a\u63d0\u5230\uff0c\u5927\u5bb6\u4e5f\u53ef\u4ee5\u76f4\u63a5\u53c2\u8003\u5176\u4ed6\u6587\u7ae0\u3002<\/p>\n\n\n\n<h1 class=\"wp-block-heading\"><strong>\u56db\u3001\u603b\u7ed3<\/strong><\/h1>\n\n\n\n<p>\u6570\u636e\u67b6\u6784\u7ecf\u5386\u4e86\u5982\u4e0b\u6f14\u53d8\uff1a<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u65e9\u671fBI\u7cfb\u7edf &#8211;&gt; 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