{"id":692,"date":"2025-08-07T00:10:00","date_gmt":"2025-08-06T16:10:00","guid":{"rendered":"http:\/\/www.applicationsofllm.com\/?p=692"},"modified":"2025-09-17T00:13:49","modified_gmt":"2025-09-16T16:13:49","slug":"%e4%bd%a0%e7%9a%84%e6%95%b0%e6%8d%ae%e4%bb%93%e5%ba%93%ef%bc%8c%e8%bf%98%e5%9c%a8%e7%94%a8%e6%98%a8%e5%a4%a9%e7%9a%84%e6%95%b0%e6%8d%ae%e5%81%9a%e4%bb%8a%e5%a4%a9%e7%9a%84%e5%86%b3","status":"publish","type":"post","link":"http:\/\/www.applicationsofllm.com\/index.php\/2025\/08\/07\/%e4%bd%a0%e7%9a%84%e6%95%b0%e6%8d%ae%e4%bb%93%e5%ba%93%ef%bc%8c%e8%bf%98%e5%9c%a8%e7%94%a8%e6%98%a8%e5%a4%a9%e7%9a%84%e6%95%b0%e6%8d%ae%e5%81%9a%e4%bb%8a%e5%a4%a9%e7%9a%84%e5%86%b3\/","title":{"rendered":"\u4f60\u7684\u6570\u636e\u4ed3\u5e93\uff0c\u8fd8\u5728\u7528\u201c\u6628\u5929\u201d\u7684\u6570\u636e\u505a\u4eca\u5929\u7684\u51b3\u7b56\u5417\uff1f"},"content":{"rendered":"\n<p>\u5982\u679c\u4f60\u8fd8\u5728\u4e3a\u6570\u636e\u65f6\u6548\u6027\u53d1\u6101\uff0c\u6216\u8005\u89c9\u5f97\u4e4b\u524d\u7684\u6570\u4ed3\u65b9\u6848\u603b\u5dee\u90a3\u4e48\u70b9\u610f\u601d\uff0c\u90a3\u4e48\u8fd9\u7bc7\u6587\u7ae0\u6b63\u662f\u4e3a\u4f60\u51c6\u5907\u7684\u3002\u4eca\u5929\uff0c\u6211\u4eec\u5c31\u5c06\u6df1\u5165\u6d45\u51fa\u5730\u62c6\u89e3\u5b9e\u65f6\u6570\u4ed3\uff1a<strong>\u5b83\u5230\u5e95\u662f\u4ec0\u4e48\uff1f\u6709\u4ec0\u4e48\u4f18\u52bf\uff1f\u67b6\u6784\u5982\u4f55\u4e00\u6b65\u6b65\u8fdb\u5316\u800c\u6765\uff1f<\/strong>\u770b\u5b8c\u4f60\u4f1a\u53d1\u73b0\uff0c\u5173\u4e8e\u5b9e\u65f6\u6570\u4ed3\u5efa\u8bbe\uff0c\u4e4b\u524d\u7684\u7406\u89e3\u53ef\u80fd\u771f\u7684\u201c\u767d\u770b\u201d\u4e86\u3002<\/p>\n\n\n\n<p><strong>\u4e00\u3001\u5b9e\u65f6\u6570\u4ed3\u662f\u4ec0\u4e48<\/strong><\/p>\n\n\n\n<p>\u7b80\u5355\u6765\u8bf4\uff0c\u5b9e\u65f6\u6570\u4ed3\uff08Real-time Data Warehouse\uff09\u662f\u4e00\u4e2a\u7528\u4e8e\u5b58\u50a8\u548c\u5904\u7406\u5b9e\u65f6\u6570\u636e\u7684\u7cfb\u7edf\u3002\u548c\u4f20\u7edf\u7684\u201cT+1\u201d\u6570\u636e\u4ed3\u5e93\u4e0d\u4e00\u6837\uff0c\u5b9e\u65f6\u6570\u4ed3\u7684<strong>\u6570\u636e\u7684\u5904\u7406\u548c\u5206\u6790\u662f\u5373\u65f6\u8fdb\u884c\u7684\uff0c\u6570\u636e\u51e0\u4e4e\u7acb\u5373\u8fdb\u5165\u6570\u4ed3\u5e76\u53ef\u4ee5\u7acb\u5373\u7528\u4e8e\u5206\u6790\u548c\u51b3\u7b56<\/strong>\u3002\u8bf4\u767d\u4e86\uff0c\u5b83\u80fd\u8ba9\u4f01\u4e1a\u80fd\u66f4\u5feb\u5730\u62ff\u5230\u6709\u7528\u7684\u6570\u636e\uff0c\u66f4\u5feb\u5730\u505a\u51b3\u7b56\u3002<\/p>\n\n\n\n<p><strong>\u4e8c\u3001\u5b9e\u65f6\u6570\u4ed3\u7684\u7279\u70b9<\/strong><\/p>\n\n\n\n<p><strong>1. \u901f\u5ea6\u5feb<\/strong><\/p>\n\n\n\n<p>\u5b9e\u65f6\u6570\u4ed3\u7684\u6570\u636e\u5ef6\u8fdf\u975e\u5e38\u4f4e\uff0c\u4ece\u6570\u636e\u4ea7\u751f\u5230\u80fd\u88ab\u67e5\u8be2\u4f7f\u7528\uff0c\u53ea\u9700\u8981\u77ed\u77ed\u51e0\u79d2\u751a\u81f3\u51e0\u6beb\u79d2\u3002\u6709\u4e86\u8fd9\u4e48\u5feb\u7684\u54cd\u5e94\u901f\u5ea6\uff0c\u4f01\u4e1a\u80fd\u53ca\u65f6\u770b\u5230\u6570\u636e\u53d8\u5316\uff0c\u53ca\u65f6\u8c03\u6574\u7b56\u7565\u3002<\/p>\n\n\n\n<p><strong>2. \u6570\u636e\u6d41\u5904\u7406<\/strong><\/p>\n\n\n\n<p>\u5b9e\u65f6\u6570\u4ed3\u7684\u8fd0\u884c\u79bb\u4e0d\u5f00\u6d88\u606f\u961f\u5217\u548c\u8ba1\u7b97\u6846\u67b6\u7684\u914d\u5408\u3002\u50cf Kafka\u3001Pulsar&nbsp;\u8fd9\u4e9b\u6d88\u606f\u961f\u5217\uff0c\u8d1f\u8d23\u63a5\u6536\u548c\u4f20\u9012\u6570\u636e\uff1bFlink\u3001Spark Streaming \u8fd9\u4e9b\u8ba1\u7b97\u6846\u67b6\uff0c\u5219\u5bf9\u6570\u636e\u8fdb\u884c\u5b9e\u65f6\u8ba1\u7b97\u548c\u5904\u7406\u3002\u5b83\u4eec\u76f8\u4e92\u534f\u4f5c\uff0c\u8ba9\u6570\u636e\u6e90\u6e90\u4e0d\u65ad\u5730\u6d41\u52a8\u8d77\u6765\u3002<\/p>\n\n\n\n<p><strong>3. \u5b9e\u65f6\u5206\u6790<\/strong><\/p>\n\n\n\n<p>\u5b9e\u65f6\u6570\u4ed3\u652f\u6301\u5f88\u591a\u5b9e\u7528\u7684\u573a\u666f\uff0c\u6bd4\u5982\u5bf9\u4e1a\u52a1\u6570\u636e\u8fdb\u884c\u5373\u65f6\u76d1\u63a7\uff0c\u4e00\u65e6\u51fa\u73b0\u5f02\u5e38\u60c5\u51b5\uff0c\u9a6c\u4e0a\u53d1\u51fa\u9884\u8b66\uff1b\u8fd8\u80fd\u5b9e\u65f6\u66f4\u65b0\u7528\u6237\u753b\u50cf\uff0c\u5e2e\u52a9\u4f01\u4e1a\u66f4\u597d\u5730\u4e86\u89e3\u5ba2\u6237\u9700\u6c42\uff0c\u63d0\u4f9b\u4e2a\u6027\u5316\u670d\u52a1\u3002<\/p>\n\n\n\n<p><strong>4. \u541e\u5410\u91cf\u5927<\/strong><\/p>\n\n\n\n<p>\u5728\u4e00\u4e9b\u9ad8\u5e76\u53d1\u7684\u4e1a\u52a1\u573a\u666f\u4e0b\uff0c\u6bd4\u5982\u7535\u5546\u5e73\u53f0\u7684\u53cc 11 \u5927\u4fc3\uff0c\u5b9e\u65f6\u6570\u4ed3\u7684\u5355\u96c6\u7fa4\u901a\u5e38\u8981\u80fd\u5904\u7406\u767e\u4e07\u7ea7\u7684 QPS\uff08\u6bcf\u79d2\u67e5\u8be2\u7387\uff09\u3002\u53ea\u6709\u5177\u5907\u8fd9\u4e48\u5f3a\u7684\u9ad8\u541e\u5410\u80fd\u529b\uff0c\u624d\u80fd\u4fdd\u8bc1\u7cfb\u7edf\u7a33\u5b9a\u8fd0\u884c\uff0c\u4e0d\u51fa\u73b0\u5361\u987f\u3001\u5d29\u6e83\u7684\u60c5\u51b5\u3002<\/p>\n\n\n\n<p><strong>5. \u590d\u6742\u6027<\/strong><\/p>\n\n\n\n<p>\u4e0d\u8fc7\uff0c\u8981\u5b9e\u73b0\u5b9e\u65f6\u6570\u4ed3\u53ef\u4e0d\u5bb9\u6613\u3002\u5728\u5904\u7406\u6570\u636e\u7684\u8fc7\u7a0b\u4e2d\uff0c\u4f1a\u9047\u5230\u5f88\u591a\u590d\u6742\u7684\u95ee\u9898\uff0c\u50cf\u6570\u636e\u987a\u5e8f\u9519\u4e71\u3001\u4fdd\u8bc1\u6570\u636e\u53ea\u88ab\u5904\u7406\u4e00\u6b21\uff0c\u4e5f\u5c31\u662f\u7cbe\u786e\u4e00\u6b21\u5904\u7406\uff0cExactly-once\uff0c\u8fd8\u6709\u6570\u636e\u72b6\u6001\u7ba1\u7406\u7b49\u7b49\u3002\u8fd9\u4e9b\u95ee\u9898\u90fd\u9700\u8981\u4e00\u4e00\u89e3\u51b3\uff0c\u5bf9\u6280\u672f\u8981\u6c42\u5f88\u9ad8\u3002<\/p>\n\n\n\n<p>\u8fd9\u91cc\u4e5f\u63d0\u9192\u5927\u5bb6\uff0c\u6709\u4e9b\u4f01\u4e1a\u628a \u201cT+1 \u5c0f\u65f6\u201d \u7684\u6570\u636e\u5904\u7406\u8bf4\u6210\u662f \u201c\u51c6\u5b9e\u65f6\u201d\uff0c\u5176\u5b9e\u8fd8\u662f\u6162\u4e86\u4e00\u62cd\u3002\u771f\u6b63\u7684\u5b9e\u65f6\u6570\u4ed3\uff0c\u5fc5\u987b\u662f\u79d2\u7ea7\u54cd\u5e94\u3002<\/p>\n\n\n\n<p><strong>\u4e09\u3001\u6570\u4ed3\u67b6\u6784\u7684\u6f14\u53d8<\/strong><\/p>\n\n\n\n<p>\u4ece1990\u5e74 Inmon \u63d0\u51fa\u6570\u636e\u4ed3\u5e93\u6982\u5ff5\u5230\u4eca\u5929\uff0c\u6570\u4ed3\u67b6\u6784\u7ecf\u5386\u4e86\u6700\u521d\u7684\u4f20\u7edf\u6570\u4ed3\u67b6\u6784\u3001\u79bb\u7ebf\u5927\u6570\u636e\u67b6\u6784\u3001Lambda \u67b6\u6784\u3001Kappa \u67b6\u6784\u4ee5\u53ca\u7531Flink \u7684\u706b\u70ed\u5e26\u51fa\u7684\u6d41\u6279\u4e00\u4f53\u67b6\u6784\uff0c\u6570\u636e\u67b6\u6784\u6280\u672f\u4e0d\u65ad\u6f14\u8fdb\uff0c\u672c\u8d28\u662f\u5728\u5f80\u6d41\u6279\u4e00\u4f53\u7684\u65b9\u5411\u53d1\u5c55\uff0c\u8ba9\u7528\u6237\u80fd\u4ee5\u6700\u81ea\u7136\u3001\u6700\u5c0f\u7684\u6210\u672c\u5b8c\u6210\u5b9e\u65f6\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p><strong>1. \u4f20\u7edf\u6570\u4ed3\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u8fd9\u662f\u6bd4\u8f83\u4f20\u7edf\u7684\u4e00\u79cd\u65b9\u5f0f\uff0c\u7ed3\u6784\u6216\u534a\u7ed3\u6784\u5316\u6570\u636e\u901a\u8fc7\u79bb\u7ebfETL\u5b9a\u671f\u52a0\u8f7d\u5230\u79bb\u7ebf\u6570\u4ed3\uff0c\u4e4b\u540e\u901a\u8fc7\u8ba1\u7b97\u5f15\u64ce\u53d6\u5f97\u7ed3\u679c\uff0c\u4f9b\u524d\u7aef\u4f7f\u7528\u3002\u8fd9\u91cc\u7684\u79bb\u7ebf\u6570\u4ed3+\u8ba1\u7b97\u5f15\u64ce\uff0c\u901a\u5e38\u662f\u4f7f\u7528\u5927\u578b\u5546\u4e1a\u6570\u636e\u5e93\u6765\u627f\u62c5\uff0c\u4f8b\u5982Oracle\u3001DB2\u3001Teradata\u7b49\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"228\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-10-1024x228.jpeg\" alt=\"\" class=\"wp-image-695\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-10-1024x228.jpeg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-10-300x67.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-10-768x171.jpeg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-10.jpeg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>2. \u79bb\u7ebf\u5927\u6570\u636e\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u968f\u7740\u6570\u636e\u89c4\u6a21\u7684\u4e0d\u65ad\u589e\u5927\uff0c\u4f20\u7edf\u6570\u4ed3\u65b9\u5f0f\u96be\u4ee5\u627f\u8f7d\u6d77\u91cf\u6570\u636e\u3002\u968f\u7740\u5927\u6570\u636e\u6280\u672f\u7684\u666e\u53ca\uff0c\u91c7\u7528\u5927\u6570\u636e\u6280\u672f\u6765\u627f\u8f7d\u5b58\u50a8\u4e0e\u8ba1\u7b97\u4efb\u52a1\u3002\u6570\u636e\u6e90\u901a\u8fc7\u79bb\u7ebf\u7684\u65b9\u5f0f\u5bfc\u5165\u5230\u79bb\u7ebf\u6570\u4ed3\u4e2d\u3002\u4e0b\u6e38\u5e94\u7528\u6839\u636e\u4e1a\u52a1\u9700\u6c42\u9009\u62e9\u76f4\u63a5\u8bfb\u53d6 DM \u6216\u52a0\u4e00\u5c42\u6570\u636e\u670d\u52a1\uff0c\u6bd4\u5982 MySQL \u6216 Redis\u3002<\/p>\n\n\n\n<p>\u6570\u636e\u4ed3\u5e93\u4ece\u6a21\u578b\u5c42\u9762\u5206\u4e3a\u4e09\u5c42\uff1a<\/p>\n\n\n\n<p>\uff081\uff09<strong>ODS<\/strong>\uff1a\u64cd\u4f5c\u6570\u636e\u5c42\uff0c\u4fdd\u5b58\u539f\u59cb\u6570\u636e\uff1b<\/p>\n\n\n\n<p>\uff082\uff09<strong>DWD<\/strong>\uff1a\u6570\u636e\u4ed3\u5e93\u660e\u7ec6\u5c42\uff0c\u6839\u636e\u4e3b\u9898\u5b9a\u4e49\u597d\u4e8b\u5b9e\u4e0e\u7ef4\u5ea6\u8868\uff0c\u4fdd\u5b58\u6700\u7ec6\u7c92\u5ea6\u7684\u4e8b\u5b9e\u6570\u636e\uff1b<\/p>\n\n\n\n<p>\uff083\uff09<strong>DM<\/strong>\uff1a\u6570\u636e\u96c6\u5e02\/\u8f7b\u5ea6\u6c47\u603b\u5c42\uff0c\u5728 DWD \u5c42\u7684\u57fa\u7840\u4e4b\u4e0a\u6839\u636e\u4e0d\u540c\u7684\u4e1a\u52a1\u9700\u6c42\u505a\u8f7b\u5ea6\u6c47\u603b\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"812\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-11-1024x812.jpeg\" alt=\"\" class=\"wp-image-696\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-11-1024x812.jpeg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-11-300x238.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-11-768x609.jpeg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-11.jpeg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p>\u5f53\u7136\uff0c\u4e5f\u53ef\u4ee5\u4f7f\u7528\u4f20\u4f20\u7edf\u6570\u636e\u5e93\u96c6\u7fa4\u6216MPP\u67b6\u6784\u6570\u636e\u5e93\u6765\u5b8c\u6210\u3002\u4f8b\u5982Hadoop+Hive\/Spark\u3001Oracle RAC\u3001GreenPlum\u7b49\u3002<\/p>\n\n\n\n<p><strong>3.&nbsp;Lambda\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u968f\u7740\u4e1a\u52a1\u7684\u53d1\u5c55\uff0c\u968f\u7740\u4e1a\u52a1\u7684\u53d1\u5c55\uff0c\u4eba\u4eec\u5bf9\u6570\u636e\u5b9e\u65f6\u6027\u63d0\u51fa\u4e86\u66f4\u9ad8\u7684\u8981\u6c42\u3002\u6b64\u65f6\uff0c\u51fa\u73b0\u4e86Lambda\u67b6\u6784\uff0c\u5176\u5c06\u5bf9\u5b9e\u65f6\u6027\u8981\u6c42\u9ad8\u7684\u90e8\u5206\u62c6\u5206\u51fa\u6765\uff0c\u589e\u52a0\u6761\u5b9e\u65f6\u8ba1\u7b97\u94fe\u8def\u3002\u4ece\u6e90\u5934\u5f00\u59cb\u505a\u6d41\u5f0f\u6539\u9020\uff0c\u5c06\u6570\u636e\u53d1\u9001\u5230\u6d88\u606f\u961f\u5217\u4e2d\uff0c\u5b9e\u65f6\u8ba1\u7b97\u5f15\u64ce\u6d88\u8d39\u961f\u5217\u6570\u636e\uff0c\u5b8c\u6210\u5b9e\u65f6\u6570\u636e\u7684\u589e\u91cf\u8ba1\u7b97\u3002\u4e0e\u6b64\u540c\u65f6\uff0c\u6279\u91cf\u5904\u7406\u90e8\u5206\u4f9d\u7136\u5b58\u5728\uff0c\u5b9e\u65f6\u4e0e\u6279\u91cf\u5e76\u884c\u8fd0\u884c\u3002\u6700\u7ec8\u7531\u7edf\u4e00\u7684\u6570\u636e\u670d\u52a1\u5c42\u5408\u5e76\u7ed3\u679c\u7ed9\u4e8e\u524d\u7aef\u3002\u4e00\u822c\u662f\u4ee5\u6279\u91cf\u5904\u7406\u7ed3\u679c\u4e3a\u51c6\uff0c\u5b9e\u65f6\u7ed3\u679c\u4e3b\u8981\u4e3a\u5feb\u901f\u54cd\u5e94\u3002<\/p>\n\n\n\n<p><strong>4.&nbsp;Kappa\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u800cLambda\u67b6\u6784\uff0c\u4e00\u4e2a\u6bd4\u8f83\u4e25\u91cd\u7684\u95ee\u9898\u5c31\u662f\u9700\u8981\u7ef4\u62a4\u4e24\u5957\u903b\u8f91\u3002\u4e00\u90e8\u5206\u5728\u6279\u91cf\u5f15\u64ce\u5b9e\u73b0\uff0c\u4e00\u90e8\u5206\u5728\u6d41\u5f0f\u5f15\u64ce\u5b9e\u73b0\uff0c\u7ef4\u62a4\u6210\u672c\u5f88\u9ad8\u3002\u6b64\u5916\uff0c\u5bf9\u8d44\u6e90\u6d88\u8017\u4e5f\u8f83\u5927\u3002\u968f\u540e\u8bde\u751f\u7684Kappa\u67b6\u6784\uff0c\u6b63\u662f\u4e3a\u4e86\u89e3\u51b3\u4e0a\u8ff0\u95ee\u9898\u3002\u5176\u5728\u6570\u636e\u9700\u8981\u91cd\u65b0\u5904\u7406\u6216\u6570\u636e\u53d8\u66f4\u65f6\uff0c\u53ef\u901a\u8fc7\u5386\u53f2\u6570\u636e\u91cd\u65b0\u5904\u7406\u6765\u5b8c\u6210\u3002\u65b9\u5f0f\u662f\u901a\u8fc7\u4e0a\u6e38\u91cd\u653e\u5b8c\u6210\uff0c\u5373\u4ece\u6570\u636e\u6e90\u62c9\u53d6\u6570\u636e\u91cd\u65b0\u8ba1\u7b97\u3002<\/p>\n\n\n\n<p>\u53efKappa\u67b6\u6784\u6700\u5927\u7684\u95ee\u9898\u662f\u6d41\u5f0f\u91cd\u65b0\u5904\u7406\u5386\u53f2\u7684\u541e\u5410\u80fd\u529b\u4f1a\u4f4e\u4e8e\u6279\u5904\u7406\uff0c\u4f46\u8fd9\u4e2a\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u8ba1\u7b97\u8d44\u6e90\u6765\u5f25\u8865\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"759\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-108-1024x759.png\" alt=\"\" class=\"wp-image-700\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-108-1024x759.png 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-108-300x222.png 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-108-768x569.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-108.png 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>5. \u6df7\u5408\u67b6\u6784<\/strong><\/p>\n\n\n\n<p>\u4e0a\u8ff0\u67b6\u6784\u5404\u6709\u5176\u9002\u5e94\u573a\u666f\uff0c\u6709\u65f6\u9700\u8981\u7efc\u5408\u4f7f\u7528\u4e0a\u8ff0\u67b6\u6784\u7ec4\u5408\u6ee1\u8db3\u5b9e\u9645\u9700\u6c42\u3002\u5f53\u7136\u8fd9\u4e5f\u5fc5\u5c06\u5e26\u6765\u67b6\u6784\u7684\u590d\u6742\u5ea6\u3002\u7528\u6237\u5e94\u6839\u636e\u81ea\u8eab\u9700\u6c42\uff0c\u6709\u6240\u53d6\u820d\u3002\u5728\u4e00\u822c\u5927\u591a\u6570\u573a\u666f\u4e0b\uff0c\u662f\u53ef\u4ee5\u4f7f\u7528\u5355\u4e00\u67b6\u6784\u89e3\u51b3\u95ee\u9898\u3002\u73b0\u5728\u5f88\u591a\u4ea7\u54c1\u5728\u6d41\u6279\u4e00\u4f53\u3001\u6d77\u91cf\u3001\u5b9e\u65f6\u6027\u65b9\u9762\u4e5f\u6709\u975e\u5e38\u597d\u7684\u8868\u73b0\uff0c\u53ef\u4ee5\u8003\u8651\u8fd9\u79cd\u201c\u5168\u80fd\u624b\u201d\u89e3\u51b3\u95ee\u9898\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"832\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-13-1024x832.jpeg\" alt=\"\" class=\"wp-image-698\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-13-1024x832.jpeg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-13-300x244.jpeg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-13-768x624.jpeg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-13.jpeg 1108w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>\u56db\u3001\u600e\u6837\u642d\u5efa\u4e00\u4e2a\u5b9e\u65f6\u6570\u4ed3<\/strong><\/p>\n\n\n\n<p>\u4e3b\u6d41\u7684\u5b9e\u65f6\u6570\u4ed3\u67b6\u6784\u628a\u5f88\u591a\u6280\u672f\u7ec4\u4ef6\u6574\u5408\u5728\u4e00\u8d77\uff0c\u4ece\u6570\u636e\u91c7\u96c6\u3001\u4f20\u8f93\uff0c\u5230\u5904\u7406\u3001\u5b58\u50a8\uff0c\u518d\u5230\u6700\u540e\u7684\u5206\u6790\u5e94\u7528\uff0c\u6bcf\u4e2a\u73af\u8282\u7d27\u5bc6\u914d\u5408\uff0c\u5f62\u6210\u4e00\u4e2a\u5b8c\u6574\u7684\u6570\u636e\u5904\u7406\u94fe\u6761\u3002\u901a\u8fc7\u5408\u7406\u7684\u67b6\u6784\u8bbe\u8ba1\uff0c\u8ba9\u6570\u636e\u5904\u7406\u66f4\u9ad8\u6548\u3001\u66f4\u7a33\u5b9a\u3002<\/p>\n\n\n\n<p><strong>1.\u67b6\u6784\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<p>\u73b0\u5728\u4e3b\u6d41\u7684\u5b9e\u65f6\u6570\u4ed3\u67b6\u6784\u5176\u5b9e\u4e0d\u590d\u6742\uff0c\u5927\u6982\u5c31\u662f\u8fd9\u51e0\u5c42\uff1a<\/p>\n\n\n\n<p>\uff081\uff09<strong>\u6570\u636e\u91c7\u96c6\u5c42<\/strong>\uff1a\u7528 Kafka \u8fd9\u6837\u7684\u6d88\u606f\u961f\u5217\u628a\u6570\u636e\u6536\u96c6\u8d77\u6765\u3002<\/p>\n\n\n\n<p>\uff082\uff09<strong>\u6570\u636e\u5904\u7406\u5c42<\/strong>\uff1a\u7528 Flink \u8fd9\u6837\u7684\u6d41\u5904\u7406\u5f15\u64ce\uff0c\u628a\u6570\u636e\u6e05\u6d17\u3001\u8f6c\u6362\u3001\u805a\u5408\u4e00\u4e0b\u3002<\/p>\n\n\n\n<p>\uff083\uff09<strong>\u6570\u636e\u5b58\u50a8\u5c42<\/strong>\uff1a\u7528&nbsp;Iceberg\u3001Hudi \u8fd9\u6837\u7684\u5b58\u50a8\u6280\u672f\uff0c\u65e2\u80fd\u5b9e\u65f6\u5199\u5165\uff0c\u53c8\u80fd\u65b9\u4fbf\u67e5\u8be2\u3002<\/p>\n\n\n\n<p>\uff084\uff09<strong>\u6570\u636e\u670d\u52a1\u5c42<\/strong>\uff1a\u6700\u540e\u901a\u8fc7 API \u6216\u53ef\u89c6\u5316\u5de5\u5177\uff0c\u628a\u6570\u636e\u5c55\u793a\u51fa\u6765\u3002<\/p>\n\n\n\n<p><strong>2.\u5173\u952e\u5b9e\u65bd\u6b65\u9aa4<\/strong><\/p>\n\n\n\n<p>\uff081\uff09<strong>\u9700\u6c42\u5206\u7ea7<\/strong>\uff1a\u4e0d\u662f\u6240\u6709\u6570\u636e\u90fd\u9700\u8981\u5b9e\u65f6\u5904\u7406\uff0c\u5f97\u6839\u636e\u5b9e\u9645\u9700\u6c42\u6765\uff0c\u522b\u6d6a\u8d39\u8d44\u6e90\u3002<\/p>\n\n\n\n<p>\uff082\uff09<strong>\u5b58\u50a8\u65b9\u6cd5<\/strong>\uff1a<\/p>\n\n\n\n<p>\u2460<strong>\u7ef4\u8868\u67e5\u8be2<\/strong>\uff1a\u7528 Redis \u52a0\u672c\u5730\u7f13\u5b58\uff0c\u9002\u5408\u7528\u6237\u753b\u50cf\u8fd9\u79cd\u573a\u666f\u3002<\/p>\n\n\n\n<p>\u2461<strong>\u660e\u7ec6\u67e5\u8be2<\/strong>\uff1aClickHouse \u6216 Doris \u90fd\u4e0d\u9519\uff0c\u9002\u5408\u8ba2\u5355\u8ffd\u8e2a\u3002<\/p>\n\n\n\n<p>\u2462<strong>\u5373\u5e2d\u5206\u6790<\/strong>\uff1a\u7528StarRocks\u6bd4\u8f83\u65b9\u4fbf\u8fd0\u8425\u4eba\u5458\u81ea\u5df1\u5206\u6790\u3002<\/p>\n\n\n\n<p>\u2463<strong>\u6301\u4e45\u5316\u5b58\u50a8<\/strong>\uff1aHudi \u52a0 S3\uff0c\u9002\u5408\u9700\u8981\u957f\u671f\u4fdd\u5b58\u6570\u636e\u7684\u573a\u666f\uff0c\u6bd4\u5982\u5408\u89c4\u5ba1\u8ba1\u3002<\/p>\n\n\n\n<p><strong>3.\u6d41\u6279\u4e00\u4f53\u5f00\u53d1<\/strong><\/p>\n\n\n\n<p>\u7528 Flink SQL \u6765\u5199\u4ee3\u7801\uff0c\u4e00\u5957\u4ee3\u7801\u5c31\u80fd\u641e\u5b9a\u5b9e\u65f6\u548c\u79bb\u7ebf\u3002\u6bd4\u5982\u4e0b\u9762\u8fd9\u4e2a\u4ee3\u7801\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"826\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-135-1024x826.jpg\" alt=\"\" class=\"wp-image-699\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-135-1024x826.jpg 1024w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-135-300x242.jpg 300w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-135-768x620.jpg 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-135.jpg 1107w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n\n\n\n<p><strong>4.\u5206\u5c42\u8bbe\u8ba1<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"748\" height=\"1024\" src=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-109-748x1024.png\" alt=\"\" class=\"wp-image-701\" srcset=\"http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-109-748x1024.png 748w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-109-219x300.png 219w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-109-768x1051.png 768w, http:\/\/www.applicationsofllm.com\/wp-content\/uploads\/2025\/09\/image-109.png 1108w\" sizes=\"auto, (max-width: 748px) 100vw, 748px\" \/><\/figure>\n\n\n\n<p>\uff081\uff09<strong>ODS \u5c42<\/strong>\uff1a\u5c31\u662f\u628a\u539f\u59cb\u6570\u636e\u5148\u5b58\u5230 Kafka \u91cc\uff0c\u505a\u4e2a\u7f13\u51b2\u3002<\/p>\n\n\n\n<p>\uff082\uff09<strong>DWD \u5c42<\/strong>\uff1a\u628a\u6570\u636e\u6e05\u6d17\u4e00\u4e0b\uff0c\u5173\u8054\u4e00\u4e0b\u7ef4\u5ea6\u3002<\/p>\n\n\n\n<p>\uff083\uff09<strong>DWS \u5c42<\/strong>\uff1a\u6309\u7167\u4e1a\u52a1\u4e3b\u9898\uff0c\u628a\u6570\u636e\u518d\u805a\u5408\u4e00\u4e0b\u3002<\/p>\n\n\n\n<p>\uff084\uff09<strong>ADS 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