{"id":3362,"date":"2025-10-18T22:27:32","date_gmt":"2025-10-18T14:27:32","guid":{"rendered":"https:\/\/dengbaoceping.org\/?p=3362"},"modified":"2025-10-18T22:27:33","modified_gmt":"2025-10-18T14:27:33","slug":"%e8%af%a6%e8%a7%a3%e6%95%b0%e6%8d%ae%e6%9e%b6%e6%9e%84%e3%80%81%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%81%e6%95%b0%e4%bb%93%e8%ae%be%e8%ae%a1%e3%80%81%e6%8c%87%e6%a0%87%e5%ae%9a%e4%b9%89%e3%80%81","status":"publish","type":"post","link":"https:\/\/dengbaoceping.org\/index.php\/%e8%af%a6%e8%a7%a3%e6%95%b0%e6%8d%ae%e6%9e%b6%e6%9e%84%e3%80%81%e6%95%b0%e6%8d%ae%e5%ad%98%e5%82%a8%e3%80%81%e6%95%b0%e4%bb%93%e8%ae%be%e8%ae%a1%e3%80%81%e6%8c%87%e6%a0%87%e5%ae%9a%e4%b9%89%e3%80%81\/","title":{"rendered":"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548"},"content":{"rendered":"\n<p class=\"wp-block-paragraph\">\u6570\u636e\u7c7b\u7684\u67b6\u6784\u8bbe\u8ba1\u8fdc\u4e0d\u6b62\u662f\u5de5\u5177\u548c\u6982\u5ff5\u7684\u5806\u780c\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u95e8\u5728\u89c4\u6a21\u3001\u5b9e\u65f6\u6027\u3001\u6210\u672c\u3001\u590d\u6742\u5ea6\u4e0e\u6cbb\u7406\u4e4b\u95f4\u4e0d\u65ad\u6743\u8861\u4e0e\u53d6\u820d\u7684\u827a\u672f\u3002\u672c\u6587\u629b\u5f00\u7b80\u5355\u7684\u6982\u5ff5\uff0c\u6df1\u5165\u804a\u804a\u5173\u4e8e\u6570\u636e\u7c7b\u4e13\u4e1a\u672f\u8bed\u7684\u6838\u5fc3\u601d\u60f3\u3001\u6280\u672f\u539f\u7406\u548c\u5b9e\u9645\u6743\u8861\uff0c\u540c\u65f6\u4e5f\u6709 \u201c\u6570\u636e\u6307\u6807\u3001\u5f02\u5e38\u76d1\u63a7\u3001\u6570\u636e\u63d0\u6548 \u201d\u7684\u4e00\u4e9b\u601d\u8003\uff0c\u4e5f\u5305\u542b\u4e00\u4e9b\u5b9e\u7528tips\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u524d\u8a00\uff1a\u6570\u636e\u82e6\u607c \u2014 \u6570\u636e\u53c8\u51fa\u95ee\u9898\u4e86<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fd9\u7834\u6570\u636e\u4e00\u5929\u5929\u7684\u7b80\u76f4\u8981\u547d\u3002\u6668\u4f1a\u521a\u6253\u5f00\u62a5\u8868\uff0c\u8001\u677f\u7a81\u7136\u6765\u4e00\u53e5\uff1a<strong>\u201c\u8fd9\u4e2a\u6570\uff0c\u600e\u4e48\u8ddf\u6211\u6628\u5929\u5728\u53e6\u4e00\u4e2a\u62a5\u544a\u91cc\u770b\u7684\u4e0d\u4e00\u6837\uff1f&nbsp;<\/strong>\u6211\u540e\u80cc\u4e00\u51c9\uff0c\u56de\u590d\u201d\u6211\u56de\u53bb\u67e5\u67e5\u201d\uff0c\u53c8\u662f\u6307\u6807\u53e3\u5f84\u8fd9\u8001\u516d\u5728\u4f5c\u5996\uff01<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/202510181hsbe_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u54ce\uff0c\u6ca1\u529e\u6cd5\u8c01\u53eb\u6211\u4eec\u662f\u641e\u6570\u636e\u7684\u5462 \u201d\u5934\u53d1\u8d8a\u6389\u8d8a\u591a\uff0csql\u8d8a\u5199\u8d8a\u590d\u6742\uff0c\u9505\u8d8a\u80cc\u8d8a\u91cd\u3002\u54b1\u5c31\u662f\u8bf4\u80fd\u4e0d\u80fd\u6709\u4e00\u6b21\uff01\u5c31\u4e00\u6b21\uff01\u8ba9\u6570\u636e\u8001\u8001\u5b9e\u5b9e\u5f53\u4e2a\u4e56\u5b9d\u5b9d\u3002\u4e0b\u9762\u5c06<strong>\u4ece\u67b6\u6784\u3001\u5b58\u50a8\u3001\u6570\u4ed3\u3001\u6307\u6807\u8bbe\u8ba1\u7b49\u591a\u4e2a\u89c6\u89d2\u5256\u6790\u3002\u6216\u8bb8\u6709\u6240\u542f\u53d1\u5171\u9e23\uff0c\u6b22\u8fce\u7559\u8a00\u63a2\u8ba8~<\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">01\u6570\u636e\u67b6\u6784: \u601d\u60f3\u6f14\u8fdb\u4e0e\u6743\u8861<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\"><br>&nbsp;&nbsp;&nbsp;1.1&nbsp;\u4e3b\u6d41\u67b6\u6784: \u8bbe\u8ba1\u4e0e\u4f7f\u7528\u573a\u666f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u67b6\u6784\u7684\u6f14\u8fdb\u53cd\u6620\u4e86\u4e1a\u52a1\u9700\u6c42\u548c\u6280\u672f\u80fd\u529b\u7684\u5171\u540c\u53d8\u5316\uff0c\u6bcf\u79cd\u67b6\u6784\u90fd\u662f\u4e00\u5b9a\u6761\u4ef6\u4e0b\u7684\u6700\u4f18\u89e3\uff0c\u4f46\u4e5f\u90fd\u6709\u5176\u660e\u663e\u7684\u4ee3\u4ef7\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018sfg1i_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe1\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u67b6\u6784\u7684\u6f14\u53d8\uff0c\u662f\u5e94\u5bf9\u4e0d\u540c\u4e1a\u52a1\u573a\u666f\u548c\u6280\u672f\u9650\u5236\u7684\u89e3\u51b3\u65b9\u6848\u7684\u8fdb\u5316\u53f2\uff0c\u5176\u6838\u5fc3\u662f&nbsp;<strong>\u6279\u6d41\u7edf\u4e00\u3001\u6210\u672c\u4e0e\u6027\u80fd\u7684\u6743\u8861 \u3002<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Mpp \u67b6\u6784\uff08\u5927\u89c4\u6a21\u5e76\u884c\u5904\u7406\uff09<\/strong>\uff1a\u6838\u5fc3\u601d\u60f3\u662f<strong>\"\u5206\u800c\u6cbb\u4e4b\"<\/strong>\uff0c\u5b83\u5c06\u5e9e\u5927\u7684\u8ba1\u7b97\u4efb\u52a1\u62c6\u5206\u6210\u8bb8\u591a\u5c0f\u4efb\u52a1\uff0c\u5206\u53d1\u5230\u591a\u53f0\u670d\u52a1\u5668\u8282\u70b9\u4e0a\u5e76\u884c\u5904\u7406\uff0c\u6700\u540e\u5408\u5e76\u7ed3\u679c\uff0c\u4ee5\u6b64\u663e\u8457\u63d0\u5347\u6570\u636e\u5904\u7406\u6548\u7387\u3002<ul><li>\u5176\u6838\u5fc3\u6bcf\u4e2a\u8282\u70b9\u90fd\u62e5\u6709\u72ec\u7acb\u7684\u8ba1\u7b97\u3001\u5185\u5b58\u548c\u5b58\u50a8\u8d44\u6e90\uff0c\u901a\u8fc7\u8282\u70b9\u4e92\u8054\u7f51\u7edc\u8fdb\u884c\u534f\u4f5c\uff1b\u8fd9\u79cd\u67b6\u6784\u5177\u5907\u4f18\u5f02\u7684\u6c34\u5e73\u6269\u5c55\u6027\uff0c\u53ef\u901a\u8fc7\u589e\u52a0\u8282\u70b9\u6765\u7ebf\u6027\u63d0\u5347\u7cfb\u7edf\u5904\u7406\u80fd\u529b\uff0c\u975e\u5e38\u9002\u5408\u8fdb\u884c\u4f4e\u5ef6\u8fdf\u7684\u590d\u6742\u5206\u6790\u67e5\u8be2\uff1b<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li><strong>MPP\u67b6\u6784\u5c24\u5176\u9002\u7528\u4e8e\u6570\u636e\u4ed3\u5e93\u3001\u5546\u4e1a\u667a\u80fd\uff08BI\uff09\u548c\u4ea4\u4e92\u5f0f\u5206\u6790\u7b49\u9700\u8981\u5feb\u901f\u54cd\u5e94<\/strong>\u548c\u5904\u7406\u6d77\u91cf\u7ed3\u6784\u5316\u6570\u636e\u7684\u573a\u666f\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Lambda \u67b6\u6784\uff08\u6279\u6d41\u5206\u79bb\uff09<\/strong><strong>&nbsp;<\/strong>\uff1a\u8fd9\u662f\u65e9\u671f\u7684\u7ecf\u5178\u6a21\u5f0f\uff0c\u65e8\u5728\u540c\u65f6\u6ee1\u8db3&nbsp;<strong>\u5927\u6570\u636e\u91cf\u7684\u6279\u5904\u7406\u51c6\u786e\u6027<\/strong>&nbsp;\u548c&nbsp;<strong>\u6d41\u6570\u636e\u7684\u4f4e\u5ef6\u8fdf\u6027<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5b83\u5305\u542b\u6279\u5904\u7406\u5c42\uff08Batch Layer\uff0c\u5982 Spark\uff09\u3001\u901f\u5ea6\u5c42\uff08Speed Layer\uff0c\u5982 Flink\/Kafka Streams\uff09\u548c\u670d\u52a1\u5c42\uff08Serving Layer\uff0c\u5982 HBase\/Druid\uff09\u3002\u5176\u6700\u5927\u4f18\u70b9\u662f\u67b6\u6784\u6210\u719f\uff0c\u6709\u5927\u91cf\u5b9e\u8df5\u6848\u4f8b\u3002\u4f46\u7f3a\u70b9\u4e5f\u663e\u800c\u6613\u89c1\uff1a&nbsp;<strong>\u590d\u6742\u6027\u9ad8<\/strong>&nbsp;\uff08\u9700\u7ef4\u62a4\u4e24\u5957\u903b\u8f91\u4e00\u81f4\u7684\u4ee3\u7801\uff09\u3001&nbsp;<strong>\u8d44\u6e90\u6d88\u8017\u5927<\/strong>&nbsp;\uff08\u4e24\u5957\u7cfb\u7edf\uff09\u4e14\u5b58\u5728&nbsp;<strong>\u6570\u636e\u4e00\u81f4\u6027\u6311\u6218&nbsp;<\/strong>\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Kappa \u67b6\u6784\uff08\u6d41\u6279\u4e00\u4f53\uff09<\/strong>&nbsp;\uff1a\u4e3a\u89e3\u51b3 Lambda \u7684\u590d\u6742\u6027\uff0cKappa \u67b6\u6784\u63d0\u51fa&nbsp;<strong>\u4e00\u5207\u7686\u6d41<\/strong>&nbsp;\u7684\u7406\u5ff5\n<ul class=\"wp-block-list\">\n<li>\u6279\u5904\u7406\u88ab\u89c6\u4f5c\u6d41\u5904\u7406\u7684\u4e00\u4e2a\u7279\u4f8b\uff08\u5904\u7406\u6709\u754c\u7684\u5386\u53f2\u6570\u636e\u6d41\uff09\u3002\u6240\u6709\u6570\u636e\u901a\u8fc7\u5982 Apache Kafka \u8fd9\u6837\u7684&nbsp;<strong>\u4e2d\u5fc3\u5316\u65e5\u5fd7<\/strong>&nbsp;\u63a5\u5165\uff0c\u7531\u7edf\u4e00\u7684\u6d41\u5904\u7406\u5f15\u64ce\uff08\u5982 Apache Flink\uff09\u8fdb\u884c\u5904\u7406\u3002\u5b83\u7684\u4f18\u52bf\u662f&nbsp;<strong>\u67b6\u6784\u7b80\u5316 \u3001 \u903b\u8f91\u7edf\u4e00&nbsp;<\/strong>\uff08\u53ea\u9700\u7ef4\u62a4\u4e00\u5957\u4ee3\u7801\uff09\u3002\u6311\u6218\u5219\u5728\u4e8e\uff1a\u5bf9\u6d88\u606f\u961f\u5217\u7684&nbsp;<strong>\u957f\u671f\u5b58\u50a8\u80fd\u529b<\/strong>&nbsp;\u548c&nbsp;<strong>\u6d41\u5904\u7406\u5f15\u64ce\u7684\u91cd\u5904\u7406\uff08Reprocessing\uff09\u80fd\u529b<\/strong>&nbsp;\u8981\u6c42\u6781\u9ad8\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>Lakehouse \u67b6\u6784\uff08\u6e56\u4ed3\u4e00\u4f53\uff09<\/strong><strong>&nbsp;<\/strong>\uff1a\u8fd9\u662f\u5f53\u524d\u7684\u91cd\u8981\u6f14\u8fdb\u65b9\u5411\uff0c\u65e8\u5728\u878d\u5408&nbsp;<strong>\u6570\u636e\u6e56\u7684\u7075\u6d3b\u6027<\/strong>&nbsp;\u4e0e&nbsp;<strong>\u6570\u636e\u4ed3\u5e93\u7684\u6027\u80fd\u4e0e\u7ba1\u7406\u6027<\/strong>\n<ul class=\"wp-block-list\">\n<li>\u5176\u6838\u5fc3\u662f\u901a\u8fc7&nbsp;<strong>Apache Iceberg\u3001Delta Lake\u3001Apache Hudi<\/strong>&nbsp;\u7b49\u5f00\u653e\u8868\u683c\u5f0f\uff0c\u5728\u4f4e\u6210\u672c\u7684\u5bf9\u8c61\u5b58\u50a8\uff08\u5982 S3\uff09\u4e0a\u5b9e\u73b0 ACID \u4e8b\u52a1\u3001\u6570\u636e\u7248\u672c\uff08Time Travel\uff09\u3001 schema \u6f14\u5316\u7b49\u6570\u4ed3\u80fd\u529b\u3002\u5b83\u8bd5\u56fe\u89e3\u51b3\u6570\u636e\u6e56\u548c\u6570\u636e\u4ed3\u5e93\u5272\u88c2\u5e26\u6765\u7684\u6570\u636e\u5197\u4f59\u3001\u8fc1\u79fb\u6210\u672c\u548c\u6cbb\u7406\u56f0\u96be\u95ee\u9898\u3002\u8fd9\u4e09\u79cd\u67b6\u6784\u6ca1\u6709\u7edd\u5bf9\u4f18\u52a3\uff0c\u53ea\u6709\u662f\u5426\u9002\u5408\u3002\u9009\u62e9\u53d6\u51b3\u4e8e\u4f60\u7684\u4e1a\u52a1\u5bf9&nbsp;<strong>\u6570\u636e\u4e00\u81f4\u6027\u3001\u5904\u7406\u5ef6\u8fdf\u3001\u5f00\u53d1\u8fd0\u7ef4\u6210\u672c\u548c\u5386\u53f2\u6570\u636e\u89c4\u6a21<\/strong>&nbsp;\u7684\u8981\u6c42<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;1.2&nbsp;\u6570\u636e\u5904\u7406: \u8bed\u4e49\u4e0e\u7cbe\u786e\u6027\u4fdd\u969c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6d41\u5904\u7406\u4e2d\uff0c\u7531\u4e8e\u7f51\u7edc\u3001\u6545\u969c\u91cd\u8bd5\u7b49\u56e0\u7d20\uff0c\u6570\u636e\u53ef\u80fd\u4f1a\u88ab\u91cd\u590d\u5904\u7406\u3002\u6d41\u5904\u7406\u6846\u67b6\u63d0\u4f9b\u4e0d\u540c\u7ea7\u522b\u7684\u6570\u636e\u5904\u7406\u8bed\u4e49\u4fdd\u8bc1\uff0c\u8fd9\u662f\u6d41\u5904\u7406\u6df1\u5ea6\u7684\u4f53\u73b0\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>At-most-once\uff08\u81f3\u591a\u4e00\u6b21\uff09 \uff1a<\/strong>\u6d88\u606f\u53ef\u80fd\u4e22\u5931\uff0c\u4f46\u7edd\u4e0d\u4f1a\u91cd\u590d\u3002<\/li>\n\n\n\n<li><strong>At-least-once\uff08\u81f3\u5c11\u4e00\u6b21\uff09 \uff1a<\/strong>\u6d88\u606f\u7edd\u4e0d\u4f1a\u4e22\u5931\uff0c\u4f46\u53ef\u80fd\u91cd\u590d\u3002\u8fd9\u662f\u5927\u591a\u6570\u7cfb\u7edf\u7684\u9ed8\u8ba4\u6216\u57fa\u7840\u4fdd\u8bc1\u3002<\/li>\n\n\n\n<li><strong>Exactly-once\uff08\u7cbe\u786e\u4e00\u6b21\uff09 \uff1a<\/strong>\u6d88\u606f\u80af\u5b9a\u4f1a\u88ab\u5904\u7406 \u4e14\u4ec5\u5904\u7406\u4e00\u6b21 \u3002\u8fd9\u662f\u6d41\u5904\u7406\u8ffd\u6c42\u7684\u201c\u5723\u676f\u201d\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b9e\u73b0 Exactly-once \u7684\u6df1\u5ea6\u6280\u672f\u901a\u5e38\u4f9d\u8d56\u4e8e\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u5206\u5e03\u5f0f\u5feb\u7167\/\u72b6\u6001\u68c0\u67e5\u70b9\uff08Chandy-Lamport \u7b97\u6cd5\uff09 \uff1a<\/strong>\u5982 Apache Flink \u901a\u8fc7 \u5c4f\u969c\uff08Barrier\uff09 \u548c \u72b6\u6001\u5feb\u7167 \u673a\u5236\uff0c\u5728\u4fdd\u8bc1\u541e\u5410\u7684\u540c\u65f6\u5b9e\u73b0\u7aef\u5230\u7aef\u7684\u7cbe\u786e\u4e00\u6b21\u3002\u5b83\u4f1a\u5468\u671f\u6027\u5730\u5bf9\u6240\u6709\u7b97\u5b50\u7684\u72b6\u6001\u8fdb\u884c\u4e00\u81f4\u6027\u5feb\u7167\uff0c\u5e76\u5728\u5931\u8d25\u65f6\u4ece\u6700\u65b0\u5feb\u7167\u6062\u590d\u3002<\/li>\n\n\n\n<li><strong>\u5e42\u7b49\u6027\u5199\u5165 \uff1a\u786e\u4fdd\u591a\u6b21\u5199\u5165\u64cd\u4f5c\u4e0e\u4e00\u6b21\u5199\u5165\u6548\u679c\u76f8\u540c\u3002<\/strong>\u652f\u6301\u5e42\u7b49\u6027\u5199\u5165\u7684\u5b58\u50a8\u7ec4\u4ef6\u5e7f\u6cdb\u5b58\u5728\u4e8e\u5173\u7cfb\u578b\u6570\u636e\u5e93(\u5982MySQL)\u3001NoSQL \u6570\u636e\u5e93(\u5982Redis\/HBase)\u3001\u6d88\u606f\u961f\u5217\uff08\u5982Kafka \u517c\u5177\u5b58\u50a8\u80fd\u529b\uff09\u53ca\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\u4e2d\u3002\u5e42\u7b49\u6027\u7684\u6838\u5fc3\u662f \u201c\u591a\u6b21\u6267\u884c\u540c\u4e00\u64cd\u4f5c\uff0c\u7ed3\u679c\u4e0e\u6267\u884c\u4e00\u6b21\u4e00\u81f4\u201d\uff0c\u4e0d\u540c\u7ec4\u4ef6\u901a\u8fc7\u539f\u751f\u673a\u5236\uff08\u5982\u4e3b\u952e\u7ea6\u675f\uff09\u6216\u6269\u5c55\u529f\u80fd\uff08\u5982\u7248\u672c\u53f7\u3001\u6761\u4ef6\u8bed\u53e5\uff09\u5b9e\u73b0\u8fd9\u4e00\u7279\u6027<\/li>\n\n\n\n<li><strong>\u4e24\u9636\u6bb5\u63d0\u4ea4\uff082PC\uff09 \uff1a\u4e0e\u5916\u90e8\u7cfb\u7edf\uff08\u5982 Kafka\u3001\u6570\u636e\u5e93\uff09\u534f\u540c\uff0c\u901a\u8fc7\u201c\u9884\u63d0\u4ea4-\u63d0\u4ea4\u201d\u9636\u6bb5\u6765\u4fdd\u8bc1\u4e8b\u52a1\u7684\u539f\u5b50\u6027\u3002<\/strong><\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/202510184n21s_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe2\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;1.3&nbsp;\u6570\u636e\u8d28\u91cf: \u53ef\u89c2\u6d4b\u6027\u7684\u5de5\u7a0b\u5316<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u8d28\u91cf\u7edd\u975e\u8fd0\u884c\u51e0\u4e2a SQL \u68c0\u67e5\u811a\u672c\u90a3\u4e48\u7b80\u5355\uff0c\u5176\u6df1\u5ea6\u5728\u4e8e&nbsp;<strong>\u5de5\u7a0b\u5316\u3001\u81ea\u52a8\u5316\u3001\u53ef\u89c2\u6d4b\u7684\u7cfb\u7edf\u6027\u5efa\u8bbe \u3002<\/strong>\u6570\u636e\u8d28\u91cf\u8861\u91cf\u6570\u636e\u662f\u5426\u201c\u597d\u7528\u4e14\u53ef\u9760\u201d\uff0c\u901a\u5e38\u4ece\u4ee5\u4e0b\u51e0\u4e2a\u7ef4\u5ea6\u8fdb\u884c\u8bc4\u4f30\uff0c\u6bcf\u4e2a\u7ef4\u5ea6\u90fd\u6709\u5bf9\u5e94\u7684\u91cf\u5316\u6307\u6807\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/202510189vyc5_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe3\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5176\u4e2d\u6613\u7528\u6027\u4e00\u822c\u5728\u6570\u636e\u9886\u57df\u6700\u7ecf\u5e38\u9047\u5230\u5c31\u662f\u5e93\u8868\u5b57\u6bb5\u547d\u540d\uff0c\u4ee5\u53ca\u6570\u636e\u7c7b\u578b\u5b9a\u4e49\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u65e5\u671f\uff1a<\/strong>fdate\/ftime\uff08\u5982\u679c\u662f\u589e\u91cf\u8868fdate\u4ee3\u8868\u5206\u533a\u65e5\u671f\u4e5f\u4ee3\u8868\u6570\u636e\u65e5\u671f\u3001\u5168\u91cf\u8868\u7684\u8bddfdate\u4ee3\u8868\u5206\u533a\u65e5\u671f s_date\u4ee3\u8868\u6570\u636e\u65e5\u671f\uff09<\/li>\n\n\n\n<li><strong>\u7528\u6237\u8d26\u53f7\uff1a<\/strong>uin\u3001uid<\/li>\n\n\n\n<li><strong>\u8bbe\u5907\u53f7\uff1a<\/strong>uuid\u3001qimei\u3001taid\u3001oaid\u3001login_open_id<\/li>\n\n\n\n<li><strong>\u8868\u540d\u524d\u7f00\uff1a<\/strong>ods_(\u539f\u59cb\u5c42)\u3001dwd_(\u660e\u7ec6\u5c42)\u3001dws_(\u805a\u5408\u5c42)\u3001ads_(\u5e94\u7528\u5c42)<\/li>\n<\/ol>\n\n\n\n<h1 class=\"wp-block-heading\">02\u6570\u636e\u5b58\u50a8: \u67b6\u6784\u5256\u6790<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\"><br>&nbsp;&nbsp;&nbsp;2.1 \u5173\u7cfb\u578b\u6570\u636e\u5e93(RDBMS)\u4e0eACID \u57fa\u77f3<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5173\u7cfb\u578b\u6570\u636e\u5e93\u662f\u6570\u636e\u9886\u57df\u7684\u57fa\u77f3\uff0c\u5176\u6838\u5fc3\u5728\u4e8e&nbsp;<strong>ACID\u4e8b\u52a1<\/strong>&nbsp;\u4fdd\u8bc1\u548c&nbsp;<strong>SQL&nbsp;<\/strong>\u67e5\u8be2\u8bed\u8a00\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>ACID\u7684\u6df1\u5ea6\u5b9e\u73b0<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u539f\u5b50\u6027\uff08Atomicity\uff09<\/strong>&nbsp;\uff1a \u901a\u5e38\u901a\u8fc7&nbsp;<strong>\u9884\u5199\u65e5\u5fd7\uff08Write-Ahead Logging, WAL\uff09&nbsp;<\/strong>\u5b9e\u73b0\u3002\u4efb\u4f55\u6570\u636e\u9875\u7684\u4fee\u6539\u5728\u5199\u5165\u78c1\u76d8\u524d\uff0c\u5fc5\u987b\u5148\u5c06\u5176\u65e5\u5fd7\u8bb0\u5f55\u6301\u4e45\u5316\u5230WAL\u4e2d\u3002\u5d29\u6e83\u6062\u590d\u65f6\u91cd\u653e\uff08Redo\uff09\u5df2\u63d0\u4ea4\u4e8b\u52a1\u7684\u65e5\u5fd7\u3001\u56de\u6eda\uff08Undo\uff09\u672a\u63d0\u4ea4\u4e8b\u52a1\u7684\u65e5\u5fd7\u3002<\/li>\n\n\n\n<li><strong>\u9694\u79bb\u6027\uff08Isolation\uff09&nbsp;<\/strong>\uff1a \u901a\u8fc7&nbsp;<strong>\u5e76\u53d1\u63a7\u5236\u534f\u8bae<\/strong>&nbsp;\u5b9e\u73b0\u3002\u4e3b\u6d41\u6280\u672f\u5305\u62ec\uff1a<ul><li><strong>\u9501\u673a\u5236\uff08Locking\uff09<\/strong>&nbsp;\uff1a \u60b2\u89c2\u5e76\u53d1\u63a7\u5236\u3002\u5982\u884c\u9501\u3001\u8868\u9501\u3001\u610f\u5411\u9501\u53ca\u5176\u7ec4\u6210\u7684\u9501\u534f\u8bae\uff08\u4e24\u9636\u6bb5\u9501\u534f\u8bae\uff0c2PL\uff09\u3002<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li><strong>\u591a\u7248\u672c\u5e76\u53d1\u63a7\u5236\uff08MVCC\uff09<\/strong>&nbsp;\uff1a \u4e50\u89c2\u5e76\u53d1\u63a7\u5236\u7684\u6838\u5fc3\u3002\u4e3a\u6bcf\u4e00\u884c\u6570\u636e\u7ef4\u62a4\u591a\u4e2a\u7248\u672c\uff0c\u8bfb\u64cd\u4f5c\u8bbf\u95ee\u4e00\u4e2a\u5feb\u7167\u7248\u672c\uff0c\u4ece\u800c\u907f\u514d\u4e0e\u5199\u64cd\u4f5c\u963b\u585e\u3002\u8fd9\u662fPostgreSQL\u3001MySQL InnoDB\u3001Oracle\u7b49\u73b0\u4ee3\u6570\u636e\u5e93\u9ad8\u5e76\u53d1\u8bfb\u6027\u80fd\u7684\u5173\u952e\u3002<\/li>\n<\/ul>\n<\/li>\n\n\n\n<li><strong>\u6301\u4e45\u6027\uff08Durability\uff09<\/strong>&nbsp;\uff1a \u7531WAL\u548c\u5f3a\u5236\u5237\u76d8\uff08fsync\uff09\u673a\u5236\u4fdd\u8bc1\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u67b6\u6784\u6f14\u8fdb\uff1a\u4ece\u4e3b\u4ece\u5230\u5206\u5e03\u5f0fNewSQL<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u4e3b\u4ece\u590d\u5236 \uff1a<\/strong>&nbsp;\u89e3\u51b3\u8bfb\u6269\u5c55\u6027\uff0c\u4f46\u5199\u80fd\u529b\u4ecd\u53d7\u5355\u70b9\u9650\u5236\u3002<\/li>\n\n\n\n<li><strong>\u5206\u5e93\u5206\u8868 \uff1a<\/strong>&nbsp;\u5e94\u7528\u5c42\u9a71\u52a8\u7684\u6c34\u5e73\u62c6\u5206\uff0c\u5e26\u6765\u5e94\u7528\u590d\u6742\u5ea6\u98d9\u5347\u3001\u8de8\u5206\u7247\u67e5\u8be2\u56f0\u96be\u3001\u4e8b\u52a1\u96be\u4ee5\u4fdd\u8bc1\u7b49\u6311\u6218\u3002<\/li>\n\n\n\n<li><strong>NewSQL \uff1a<\/strong>&nbsp;\u65b0\u4e00\u4ee3\u5206\u5e03\u5f0f\u5173\u7cfb\u6570\u636e\u5e93\uff0c\u5982&nbsp;<strong>Google Spanner&nbsp;<\/strong>\u3001<strong>&nbsp;TiDB<\/strong>&nbsp;\u3001&nbsp;<strong>CockroachDB&nbsp;<\/strong>\u3002\u5176\u6838\u5fc3\u6280\u672f\u5305\u62ec\uff1a<ul><li><strong>\u5206\u5e03\u5f0f\u4e8b\u52a1&nbsp;<\/strong>\uff1a \u91c7\u7528\u4f18\u5316\u7684&nbsp;<strong>\u4e24\u9636\u6bb5\u63d0\u4ea4\uff082PC\uff09<\/strong>&nbsp;\u534f\u8bae\uff0c\u5e76\u7ed3\u5408&nbsp;<strong>\u539f\u5b50\u949f\uff08TrueTime\uff09<\/strong>&nbsp;\u6216&nbsp;<strong>\u6df7\u5408\u903b\u8f91\u65f6\u949f\uff08HLC\uff09<\/strong>&nbsp;\u6280\u672f\u89e3\u51b3\u5206\u5e03\u5f0f\u65f6\u949f\u95ee\u9898\u3002<\/li><\/ul><ul><li><strong>\u5206\u5e03\u5f0fSQL\u5f15\u64ce&nbsp;<\/strong>\uff1a&nbsp;\u5c06\u5355\u673aSQL\u67e5\u8be2\u8ba1\u5212\u62c6\u5206\u4e3a\u53ef\u5728\u591a\u4e2a\u6570\u636e\u8282\u70b9\u4e0a\u6267\u884c\u7684\u5206\u5e03\u5f0f\u6267\u884c\u8ba1\u5212\u3002<\/li><\/ul>\n<ul class=\"wp-block-list\">\n<li><strong>\u5f39\u6027\u6269\u5c55&nbsp;<\/strong>\uff1a&nbsp;\u5b58\u50a8\u4e0e\u8ba1\u7b97\u5206\u79bb\u67b6\u6784\uff0c\u4f7f\u5b58\u50a8\u548c\u8ba1\u7b97\u8282\u70b9\u53ef\u4ee5\u72ec\u7acb\u6c34\u5e73\u6269\u5c55\u3002<\/li>\n<\/ul>\n<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;2.2&nbsp;NoSQL:\u4e13\u4e1a\u5316\u4e4b\u8def\u4e0eCAP\u6743\u8861<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">NoSQL\u5e76\u975e\u5426\u5b9aSQL\uff0c\u800c\u662f\u201cNot Only SQL\u201d\u3002\u5b83\u6839\u636e\u4e0d\u540c\u7684\u6570\u636e\u6a21\u578b\u548c\u8bbf\u95ee\u6a21\u5f0f\uff0c\u63d0\u4f9b\u4e86\u591a\u6837\u5316\u7684\u9009\u62e9\uff0c\u5176\u8bbe\u8ba1\u6838\u5fc3\u662f&nbsp;<strong>CAP\u7406\u8bba<\/strong>&nbsp;\u7684\u6743\u8861\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u952e\u503c\u5b58\u50a8\uff08Key-Value\uff09<\/strong>: \u6a21\u578b\u6700\u7b80\u5355\uff0c\u6027\u80fd\u6781\u9ad8\u3002\u4ee3\u8868\uff1a&nbsp;<strong>Redis&nbsp;<\/strong>\uff08\u5185\u5b58\u578b\uff0c\u4e30\u5bcc\u6570\u636e\u7ed3\u6784\uff09\u3001&nbsp;<strong>DynamoDB&nbsp;<\/strong>\uff08\u4e91\u539f\u751f\uff0c\u81ea\u52a8\u6269\u7f29\u5bb9\uff09\u3002\u9002\u7528\u4e8e\u4f1a\u8bdd\u7f13\u5b58\u3001\u8d2d\u7269\u8f66\u3001\u8ba1\u6570\u5668\u7b49\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6587\u6863\u5b58\u50a8\uff08Document\uff09<\/strong>: \u4ee5JSON\/BSON\u683c\u5f0f\u5b58\u50a8\u534a\u7ed3\u6784\u5316\u6570\u636e\uff0c\u6a21\u5f0f\u7075\u6d3b\u3002\u4ee3\u8868\uff1a&nbsp;<strong>MongoDB&nbsp;<\/strong>\uff08\u6700\u6d41\u884c\u7684\u6587\u6863\u6570\u636e\u5e93\uff09\u3001&nbsp;<strong>Couchbase&nbsp;<\/strong>\u3002\u9002\u7528\u4e8e\u5185\u5bb9\u7ba1\u7406\u7cfb\u7edf\u3001\u7528\u6237\u914d\u7f6e\u6587\u4ef6\u7b49\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5bbd\u5217\u5b58\u50a8\uff08Wide-Column\uff09<\/strong>: \u6982\u5ff5\u6e90\u4e8eGoogle\u7684BigTable\u3002\u6570\u636e\u6309\u5217\u65cf\u5b58\u50a8\uff0c\u64c5\u957f\u6d77\u91cf\u6570\u636e\u7684\u968f\u673a\u8bfb\u5199\u548c\u8303\u56f4\u67e5\u8be2\u3002\u4ee3\u8868\uff1a&nbsp;<strong>Apache HBase<\/strong>&nbsp;\uff08Hadoop\u751f\u6001\uff09\u3001&nbsp;<strong>Cassandra<\/strong>(\u65e0\u4e2d\u5fc3\u5316\u67b6\u6784\uff0c\u9ad8\u53ef\u7528\u6027\u6781\u5f3a)\u3001&nbsp;<strong>ScyllaDB<\/strong>(C++\u91cd\u5199\uff0c\u6027\u80fd\u602a\u517d)\u3002\u9002\u7528\u4e8e\u7269\u8054\u7f51\u3001\u6d88\u606f\u65e5\u5fd7\u3001\u7528\u6237\u884c\u4e3a\u6570\u636e\u5b58\u50a8\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u56fe\u5b58\u50a8\uff08Graph\uff09<\/strong>:&nbsp;\u4e13\u95e8\u4e3a\u5b58\u50a8\u5b9e\u4f53\uff08\u8282\u70b9\uff09\u548c\u5173\u7cfb\uff08\u8fb9\uff09\u800c\u8bbe\u8ba1\uff0c\u652f\u6301\u9ad8\u6548\u7684\u56fe\u904d\u5386\u548c\u5173\u7cfb\u67e5\u8be2\u3002\u4ee3\u8868\uff1a Neo4j \uff08\u539f\u751f\u56fe\u5b58\u50a8\uff09\u3001&nbsp;<strong>Nebula Graph<\/strong>(\u5206\u5e03\u5f0f\u5f00\u6e90\u65b9\u6848)\u3002\u9002\u7528\u4e8e\u793e\u4ea4\u7f51\u7edc\u3001\u6b3a\u8bc8\u68c0\u6d4b\u3001\u77e5\u8bc6\u56fe\u8c31\u3001\u63a8\u8350\u7cfb\u7edf\u3002<br>&nbsp;&nbsp;&nbsp;2.3 \u5927\u6570\u636e\u5b58\u50a8\u4e0e\u6e56\u4ed3\u4e00\u4f53\uff08Data Lakehouse\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u6570\u636e\u751f\u6001\u7684\u5b58\u50a8\u7cfb\u7edf\u65e8\u5728\u5904\u7406PB\u7ea7\u522b\u7684\u6570\u636e\uff0c\u5176\u8bbe\u8ba1\u7406\u5ff5\u4e0e\u4f20\u7edf\u6570\u636e\u5e93\u8fe5\u5f02\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6279\u5904\u7406\u5b58\u50a8\u57fa\u77f3\uff1aApache HDFS<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">HDFS\u662f\u7b2c\u4e00\u6279\u5927\u6570\u636e\u5b58\u50a8\u7684\u57fa\u77f3\u3002\u5176\u6838\u5fc3\u601d\u60f3\u662f&nbsp;<strong>\u201c\u79fb\u52a8\u8ba1\u7b97\u800c\u975e\u79fb\u52a8\u6570\u636e\u201d&nbsp;<\/strong>\u3002\u901a\u8fc7\u5c06\u5927\u6587\u4ef6\u5206\u5757\uff08Block\uff09\u5e76\u5206\u5e03\u5f0f\u5b58\u50a8\u5728\u5ec9\u4ef7\u670d\u52a1\u5668\u4e0a\uff0c\u63d0\u4f9b\u9ad8\u541e\u5410\u91cf\u7684\u987a\u5e8f\u8bfb\u5199\u80fd\u529b\uff0c\u4f46\u968f\u673a\u8bfb\u5199\u6027\u80fd\u5f88\u5dee\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8868\u683c\u5f0f\uff08Table Format\uff09\u7684\u9769\u547d\uff1aApache Iceberg \/ Hudi \/ Delta Lake<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u76f4\u63a5\u5b58\u50a8\u5728HDFS\u6216\u5bf9\u8c61\u5b58\u50a8\uff08\u5982S3\uff09\u4e0a\u7684\u6587\u4ef6\u7f3a\u4e4f\u6570\u636e\u5e93\u7684\u8868\u3001\u4e8b\u52a1\u3001\u6a21\u5f0f\u6f14\u8fdb\u7b49\u7ba1\u7406\u80fd\u529b\u3002\u8868\u683c\u5f0f\u6b63\u662f\u5728\u6b64\u80cc\u666f\u4e0b\u8bde\u751f\uff0c\u5b83\u5728\u5e95\u5c42\u6587\u4ef6\u4e4b\u4e0a\u5b9a\u4e49\u4e86\u4e00\u4e2a\u5143\u6570\u636e\u5c42\uff0c\u4ece\u800c\u8d4b\u4e88\u4e86\u6570\u636e\u6e56\u4ee5\u6570\u636e\u5e93\u822c\u7684\u4f53\u9a8c\u3002<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>ACID\u4e8b\u52a1\uff1a<\/strong>&nbsp;\u901a\u8fc7\u539f\u5b50\u6027\u7684\u5143\u6570\u636e\u64cd\u4f5c\u5b9e\u73b0\u4e8b\u52a1\u63d0\u4ea4\u3002<\/li>\n\n\n\n<li><strong>Time Travel\uff1a<\/strong>&nbsp;\u57fa\u4e8e\u5feb\u7167\u673a\u5236\uff0c\u53ef\u4ee5\u8f7b\u677e\u67e5\u8be2\u5386\u53f2\u67d0\u4e00\u65f6\u523b\u7684\u6570\u636e\u72b6\u6001\u3002<\/li>\n\n\n\n<li><strong>\u6a21\u5f0f\u6f14\u8fdb\uff1a&nbsp;<\/strong>\u652f\u6301\u5b89\u5168\u7684\u5217\u6dfb\u52a0\u3001\u91cd\u547d\u540d\u6216\u5220\u9664\u3002<\/li>\n\n\n\n<li><strong>\u6027\u80fd\u4f18\u5316\uff1a<\/strong>&nbsp;\u9690\u85cf\u5206\u533a\u3001\u6570\u636e\u88c1\u526a\uff08Data Skipping\uff09\u3001\u5e03\u9686\u8fc7\u6ee4\u5668\u7b49\uff0c\u6781\u5927\u63d0\u5347\u4e86\u67e5\u8be2\u6548\u7387\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6e56\u4ed3\u4e00\u4f53<\/strong>&nbsp;\u67b6\u6784\u6b63\u662f\u6784\u5efa\u5728\u8fd9\u4e9b\u5148\u8fdb\u7684\u8868\u683c\u5f0f\u4e4b\u4e0a\uff0c\u5b9e\u73b0\u4e86\u6570\u636e\u6e56\u7684\u4f4e\u6210\u672c\u5b58\u50a8\u4e0e\u6570\u636e\u4ed3\u5e93\u7684\u5f3a\u5927\u7ba1\u7406\u3001\u6027\u80fd\u4f18\u52bf\u7684\u7edf\u4e00\u3002<br>&nbsp;&nbsp;&nbsp;2.4&nbsp;\u5b58\u50a8\u5f15\u64ce\u5185\u6838\u6df1\u5ea6\u63a2\u79d8<br>&nbsp;&nbsp;&nbsp;2.4.1&nbsp;\u5b58\u50a8\u5f15\u64ce\uff1aLSM-Tree vs. B-Tree<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5b58\u50a8\u5f15\u64ce\u662f\u6570\u636e\u5e93\u7684\u201c\u5fc3\u810f\u201d\uff0c\u51b3\u5b9a\u4e86\u6570\u636e\u7684\u7ec4\u7ec7\u548c\u5b58\u53d6\u65b9\u5f0f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>B-Tree\uff08\u53ca\u5176\u53d8\u79cdB+Tree\uff09<\/strong>&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5de5\u4f5c\u539f\u7406\uff1a<\/strong>\u4e00\u79cd\u4fdd\u6301\u6392\u5e8f\u7684\u5e73\u8861\u6811\uff0c\u6240\u6709\u6570\u636e\u90fd\u5b58\u50a8\u5728\u53f6\u5b50\u8282\u70b9\u3002\u8bfb\u5199\u64cd\u4f5c\u90fd\u662f<strong>&nbsp;\u539f\u5730\u66f4\u65b0\uff08Update-in-place\uff09<\/strong>&nbsp;\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u70b9\uff1a<\/strong>&nbsp;\u4f18\u79c0\u7684\u8bfb\u6027\u80fd\uff08\u5c24\u5176\u662f\u8303\u56f4\u67e5\u8be2\uff09\uff0c\u4e8b\u52a1\u652f\u6301\u6210\u719f\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u70b9\uff1a<\/strong>&nbsp;\u968f\u673a\u5199\u53ef\u80fd\u5bfc\u81f4\u9875\u5206\u88c2\uff0c\u4ea7\u751f\u788e\u7247\uff1b\u5199\u653e\u5927\uff08Write Amplification\uff09\u95ee\u9898\u8f83\u4e25\u91cd\u3002\u4ee3\u8868\uff1aMySQL InnoDB, PostgreSQL\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>LSM-Tree\uff08Log-Structured Merge-Tree\uff09&nbsp;<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5de5\u4f5c\u539f\u7406 \uff1a<\/strong>&nbsp;\u9996\u5148\u5c06\u5199\u5165\u64cd\u4f5c\u8ffd\u52a0\u5230\u5185\u5b58\u4e2d\u7684&nbsp;<strong>MemTable&nbsp;<\/strong>\uff08\u5e38\u8df3\u8868\u5b9e\u73b0\uff09\uff0c\u5199\u6ee1\u540e\u51bb\u7ed3\u5e76\u5237\u5230\u78c1\u76d8\u5f62\u6210\u4e0d\u53ef\u53d8\u7684&nbsp;<strong>SSTable\uff08Sorted String Table\uff09<\/strong>&nbsp;\u3002\u540e\u53f0\u901a\u8fc7&nbsp;<strong>Compaction&nbsp;<\/strong>\u8fc7\u7a0b\u5c06\u591a\u4e2aSSTable\u5408\u5e76\u6392\u5e8f\u4e3a\u66f4\u5927\u7684\u65b0\u6587\u4ef6\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u70b9 \uff1a<\/strong>&nbsp;<strong>\u6781\u9ad8\u7684\u5199\u541e\u5410\u91cf<\/strong>&nbsp;\uff08\u987a\u5e8f\u5199\u4ee3\u66ff\u968f\u673a\u5199\uff09\uff0c&nbsp;<strong>\u66f4\u597d\u7684\u538b\u7f29\u7387&nbsp;<\/strong>\uff08\u6709\u5e8f\u7684SSTable\uff09\u3002<\/li>\n\n\n\n<li><strong>\u7f3a\u70b9 \uff1a \u8bfb\u653e\u5927\uff08Read Amplification\uff09&nbsp;<\/strong>\uff08\u53ef\u80fd\u9700\u8981\u67e5\u627e\u591a\u4e2aSSTable\uff09\uff0c \u5199\u653e\u5927 \uff08Compaction\u5e26\u6765\u989d\u5916IO\uff09\u3002Compaction\u7b56\u7565\uff08Leveled vs. Size-Tiered\uff09\u662f\u8c03\u4f18\u6838\u5fc3\u3002<\/li>\n\n\n\n<li><strong>\u4ee3\u8868 \uff1a Google LevelDB \u3001 RocksDB<\/strong>&nbsp;\uff08Facebook\u57fa\u4e8eLevelDB\u5f00\u53d1\uff0c\u4e8b\u5b9e\u4e0a\u7684\u6807\u51c6\u5d4c\u5165\u5f0f\u5f15\u64ce\uff09\uff0c\u51e0\u4e4e\u6240\u6709\u73b0\u4ee3NoSQL\u7cfb\u7edf\u5982Cassandra\u3001ScyllaDB\u3001HBase\u90fd\u57fa\u4e8eRocksDB\u6216\u7c7b\u4f3cLSM\u5f15\u64ce\u6784\u5efa\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;2.4.2&nbsp;\u5206\u5e03\u5f0f\u4e00\u81f4\u6027\u534f\u8bae<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6784\u5efa\u5206\u5e03\u5f0f\u5b58\u50a8\u7cfb\u7edf\u5fc5\u987b\u89e3\u51b3\u6570\u636e\u4e00\u81f4\u6027\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e3b\u4ece\u590d\u5236\u4e2d\u7684\u4e00\u81f4\u6027 \uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5f02\u6b65\u590d\u5236 \uff1a<\/strong>&nbsp;\u6027\u80fd\u6700\u597d\uff0c\u4f46\u5b58\u5728\u6570\u636e\u4e22\u5931\u98ce\u9669\uff08\u4e3b\u5b95\u673a\uff09\u3002<\/li>\n\n\n\n<li><strong>\u534a\u540c\u6b65\u590d\u5236 \uff1a&nbsp;<\/strong>\u81f3\u5c11\u4e00\u4e2a\u4ece\u5e93\u786e\u8ba4\u540e\u624d\u5411\u5ba2\u6237\u7aef\u8fd4\u56de\u6210\u529f\uff0c\u5728\u6027\u80fd\u548c\u6570\u636e\u4e00\u81f4\u6027\u95f4\u6298\u8877\u3002<\/li>\n\n\n\n<li><strong>\u5168\u540c\u6b65\u590d\u5236 \uff1a&nbsp;<\/strong>\u6240\u6709\u4ece\u5e93\u786e\u8ba4\uff0c\u4e00\u81f4\u6027\u6700\u5f3a\uff0c\u4f46\u5ef6\u8fdf\u9ad8\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5206\u5e03\u5f0f\u5171\u8bc6\u7b97\u6cd5 \uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Paxos \uff1a<\/strong>&nbsp;\u7406\u8bba\u4e0a\u6700\u4f18\u4f46\u6781\u5176\u590d\u6742\uff0c\u96be\u4ee5\u5de5\u7a0b\u5b9e\u73b0\u3002<\/li>\n\n\n\n<li><strong>Raft \uff1a<\/strong>&nbsp;\u4e3a\u6613\u4e8e\u7406\u89e3\u800c\u8bbe\u8ba1\uff0c\u901a\u8fc7\u9886\u5bfc\u8005\u9009\u4e3e\u3001\u65e5\u5fd7\u590d\u5236\u548c\u5b89\u5168\u6027\u4fdd\u8bc1\u6765\u7ef4\u6301\u4e00\u81f4\u6027\uff0c\u5df2\u6210\u4e3a \u4e8b\u5b9e\u6807\u51c6 \uff08Etcd, Consul, TiKV\u7b49\u5747\u91c7\u7528\uff09\u3002<\/li>\n\n\n\n<li><strong>ZAB \uff1a<\/strong>&nbsp;Zookeeper\u539f\u5b50\u5e7f\u64ad\u534f\u8bae\uff0c\u4e3aZooKeeper\u8bbe\u8ba1\uff0c\u4e0eRast\u601d\u60f3\u7c7b\u4f3c\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;2.5&nbsp;\u6570\u636e\u5b58\u50a8: \u8868\u683c\u5f0f\u7684\u6df1\u5c42\u539f\u7406<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6570\u636e\u5b58\u50a8\u7684\u9009\u62e9\u8fdc\u4e0d\u6b62 \u201c\u6d77\u91cf\u5b58 S3\uff0c\u5feb\u901f\u67e5\u6570\u4ed3\u201d\u8fd9\u4e48\u7b80\u5355\u3002\u6df1\u5c42\u6280\u672f\u70b9\u5728\u4e8e&nbsp;<strong>\u5b58\u50a8\u683c\u5f0f<\/strong>&nbsp;\u548c&nbsp;<strong>\u8868\u683c\u5f0f<\/strong>&nbsp;\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b58\u50a8\u683c\u5f0f&nbsp;<\/strong>\uff1a\u5982&nbsp;<strong>Parquet \u548c ORC&nbsp;<\/strong>\uff0c\u662f\u5b9e\u9645\u7684\u6587\u4ef6\u683c\u5f0f\u3002\u5b83\u4eec\u91c7\u7528&nbsp;<strong>\u5217\u5f0f\u5b58\u50a8 \uff0c\u80fd\u6781\u5927\u63d0\u5347\u5206\u6790\u67e5\u8be2\u7684\u6027\u80fd\uff08\u53ea\u9700\u8bfb\u53d6\u76f8\u5173\u5217\uff09<\/strong>\u3002\u914d\u5408\u590d\u6742\u7684&nbsp;<strong>\u7f16\u7801\u548c\u538b\u7f29\u7b97\u6cd5<\/strong>&nbsp;\uff08\u5982 RLE\u3001Dictionary Encoding\uff09\uff0c\u80fd\u6709\u6548\u51cf\u5c11\u5b58\u50a8\u7a7a\u95f4\u548c I\/O \u5f00\u9500\u3002<strong>\u8868\u683c\u5f0f&nbsp;<\/strong>\uff08Table Format\uff09\uff1a\u8fd9\u662f\u6280\u672f\u6df1\u5ea6\u7684\u5173\u952e\u4f53\u73b0\u3002&nbsp;<strong>Iceberg\/Hudi\/Delta Lake<\/strong>&nbsp;\u5e76\u975e\u65b0\u7684\u5b58\u50a8\u683c\u5f0f\uff0c\u800c\u662f&nbsp;<strong>\u5728\u73b0\u6709\u6587\u4ef6\u683c\u5f0f\u4e4b\u4e0a\u7684\u4e00\u5c42\u5143\u6570\u636e\u62bd\u8c61\u548c\u7ba1\u7406\u89c4\u8303 \u3002<\/strong>\u4f60\u53ef\u4ee5\u7406\u89e3\u4e3a\u5b83\u4eec\u662f\u4e00\u4e2a\u201c\u8d85\u7ea7\u76ee\u5f55\u201d\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u5b83\u4eec\u901a\u8fc7&nbsp;<strong>\u5143\u6570\u636e\u5206\u5c42<\/strong>&nbsp;\uff08\u5143\u6570\u636e\u6587\u4ef6\u3001\u6e05\u5355\u5217\u8868\u3001\u6e05\u5355\u6587\u4ef6\uff09\u6765\u9ad8\u6548\u8ffd\u8e2a\u6570\u636e\u6587\u4ef6\u3002<\/li>\n\n\n\n<li>\u5b9e\u73b0<strong>&nbsp;ACID \u4e8b\u52a1<\/strong>&nbsp;\uff0c\u4fdd\u8bc1\u5e76\u53d1\u5199\u5165\u7684\u6570\u636e\u4e00\u81f4\u6027\u3002<\/li>\n\n\n\n<li>\u652f\u6301&nbsp;<strong>Time Travel<\/strong>&nbsp;\uff0c\u901a\u8fc7\u5feb\u7167\u673a\u5236\u8f7b\u677e\u67e5\u8be2\u5386\u53f2\u6570\u636e\u6216\u56de\u6eda\u9519\u8bef\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li>\u63d0\u4f9b&nbsp;<strong>Schema \u6f14\u5316<\/strong>&nbsp;\u7684\u53ef\u9760\u652f\u6301\uff0c\u5141\u8bb8\u5b89\u5168\u5730\u6dfb\u52a0\u3001\u91cd\u547d\u540d\u6216\u5220\u9664\u5217\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u9009\u62e9\u4e0d\u540c\u7684\u8868\u683c\u5f0f\uff0c\u4f1a\u5bf9\u6570\u636e\u66f4\u65b0\u7684\u6548\u7387\uff08Merge on Read vs Copy on Write\uff09\u3001\u5143\u6570\u636e\u6269\u5c55\u6027\u548c\u751f\u6001\u517c\u5bb9\u6027\u4ea7\u751f\u6df1\u8fdc\u5f71\u54cd\u3002<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u7ec4\u4ef6\u7c7b\u578b<\/td><td>\u5178\u578b\u4ee3\u8868<\/td><td>\u6838\u5fc3\u7279\u70b9<\/td><td>\u5178\u578b\u9002\u7528\u573a\u666f<\/td><\/tr><tr><td>\u5173\u7cfb\u578b\u6570\u636e\u5e93 (OLTP)<\/td><td>MySQL<\/td><td>\u4e8b\u52a1\u652f\u6301 (ACID)\u3001\u884c\u5f0f\u5b58\u50a8\u3001\u4e30\u5bcc\u7684SQL\u652f\u6301\u4e0e\u751f\u6001\u7cfb\u7edf\u3001\u652f\u6301\u4e8c\u7ea7\u7d22\u5f15<\/td><td>\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\uff08\u5982\u7528\u6237\u3001\u8ba2\u5355\u3001\u4ea4\u6613\u7ba1\u7406\uff09\uff1b\u5185\u5bb9\u7ba1\u7406\u7cfb\u7edf\uff08CMS\uff09\u3001\u535a\u5ba2\u3001Wiki\uff1b\u4e2d\u5c0f\u89c4\u6a21\u4e14\u7ed3\u6784\u5b9a\u4e49\u826f\u597d\u7684\u5e94\u7528\u6216\u6570\u636e\u4ed3\u5e93<\/td><\/tr><tr><td>\u5206\u5e03\u5f0f\u6587\u4ef6\u7cfb\u7edf<\/td><td>HDFS<\/td><td>\u9ad8\u5bb9\u9519\u3001\u9ad8\u541e\u5410\u3001\u9ad8\u53ef\u9760&nbsp;\u3001\u4f4e\u6210\u672c\uff1b\u652f\u6301\u6d77\u91cf\u975e\u7ed3\u6784\u5316\u6570\u636e\u5b58\u50a8 \u3001\u7ebf\u6027\u6269\u5c55<\/td><td>\u79bb\u7ebf\u6279\u5904\u7406- \u6570\u636e\u6e56\u5e95\u5c42\u5b58\u50a8 \u3001\u5386\u53f2\u6570\u636e\u5907\u4efd<\/td><\/tr><tr><td>NoSQL\u6570\u636e\u5e93<\/td><td>HBase<\/td><td>\u9ad8\u53ef\u9760\u3001\u9ad8\u6027\u80fd\u3001\u9762\u5411\u5217\u3001\u5f3a\u4e00\u81f4\u6027\uff1b\u53ef\u6269\u5c55\u6027\u5f3a \u3001\u652f\u6301\u968f\u673a\u5b9e\u65f6\u8bfb\u5199<\/td><td>\u9ad8\u5e76\u53d1\u70b9\u67e5\u8be2- \u5b9e\u65f6\u8bfb\u5199 \u3001\u6d77\u91cf\u6570\u636e\u6301\u4e45\u5316<\/td><\/tr><tr><td rowspan=\"2\">\u6570\u636e\u4ed3\u5e93\/OLAP<\/td><td>Hive<\/td><td>SQL\u5316\u67e5\u8be2 \u3001\u6613\u4e8e\u4e0a\u624b \u3001\u652f\u6301\u8d85\u5927\u89c4\u6a21\u6570\u636e\u96c6<\/td><td>\u79bb\u7ebfETL \u3001\u5927\u6570\u636e\u96c6\u7684\u6279\u5904\u7406\u4f5c\u4e1a \u3001\u7f51\u7edc\u65e5\u5fd7\u5206\u6790<\/td><\/tr><tr><td>Iceberg, Hudi<\/td><td>\u6e56\u4ed3\u4e00\u4f53\u683c\u5f0f\uff1a\u652f\u6301ACID\u4e8b\u52a1\u3001\u7248\u672c\u7ba1\u7406\u3001\u65f6\u95f4\u65c5\u884c<\/td><td>\u6784\u5efa\u4e8e\u6570\u636e\u6e56\uff08HDFS\/S3\uff09\u4e4b\u4e0a\u7684\u6570\u4ed3\uff0c\u652f\u6301\u6d41\u6279\u4e00\u4f53<\/td><\/tr><tr><td>\u6d88\u606f\u961f\u5217\uff08\u6d41\u5b58\u50a8\uff09<\/td><td>Kafka<\/td><td>\u9ad8\u541e\u5410\u3001\u6301\u4e45\u5316 \u3001\u5f39\u6027\u6269\u5c55 \u3001\u652f\u6301\u5b9e\u65f6\u6570\u636e\u6d41<\/td><td>\u5b9e\u65f6\u6570\u636e\u6d41\u7f13\u51b2&nbsp;\u3001\u65e5\u5fd7\u8bb0\u5f55 \u3001\u6d77\u91cf\u65e5\u5fd7\u5904\u7406<\/td><\/tr><tr><td>\u5185\u5b58\u6570\u636e\u5e93\/\u7f13\u5b58<\/td><td>Redis<\/td><td>\u5185\u5b58\u5b58\u50a8\u6781\u81f4\u6027\u80fd\uff1a\u6570\u636e\u5b58\u4e8e\u5185\u5b58\uff0c\u8bfb\u5199\u901f\u5ea6\u6781\u5feb\uff08\u5fae\u79d2\u7ea7\uff09\uff1b\u4e30\u5bcc\u7684\u6570\u636e\u7ed3\u6784\uff1a\u652f\u6301\u5b57\u7b26\u4e32\uff1b\u54c8\u5e0c\u3001\u5217\u8868\u3001\u96c6\u5408\u3001\u6709\u5e8f\u96c6\u5408\u7b49\uff0c\u8fdc\u8d85\u666e\u901a\u952e\u503c\u5b58\u50a8\uff1b\u6301\u4e45\u5316\u53ef\u9009\uff1a\u652f\u6301 RDB \u5feb\u7167\u548c AOF \u65e5\u5fd7\uff0c\u53ef\u914d\u7f6e\u6570\u636e\u6301\u4e45\u5316\uff1b\u9ad8\u53ef\u7528\u4e0e\u5206\u5e03\u5f0f\uff1a\u652f\u6301\u4e3b\u4ece\u590d\u5236\u3001\u54e8\u5175\u6a21\u5f0f\u53ca\u96c6\u7fa4\u6a21\u5f0f<\/td><td>\u9ad8\u901f\u7f13\u5b58\uff08\u5982\u4f1a\u8bdd\u7f13\u5b58\u3001\u9875\u9762\u7f13\u5b58\uff09\u4f1a\u8bdd\u5b58\u50a8\uff08\u5982\u7528\u6237\u767b\u5f55\u72b6\u6001\uff09\uff1b\u5b9e\u65f6\u6392\u884c\u699c\uff08\u5229\u7528\u6709\u5e8f\u96c6\u5408\uff09&nbsp;\u6d88\u606f\u961f\u5217\u4e0e\u53d1\u5e03\/\u8ba2\u9605\uff08\u7b80\u5355\u573a\u666f\uff09\uff1b\u5206\u5e03\u5f0f\u9501\uff08\u5982\u63a7\u5236\u8d44\u6e90\u5e76\u53d1\u8bbf\u95ee\uff09\u8ba1\u6570\u5668\uff08\u5982\u70b9\u8d5e\u6570\u3001\u6d4f\u89c8\u91cf\uff09\u548c\u5b9e\u65f6\u7edf\u8ba1\uff08\u5982\u5229\u7528HyperLogLog\u7edf\u8ba1UV\uff09<\/td><\/tr><tr><td>MPP\u5206\u6790\u578b\u6570\u636e\u5e93<\/td><td>StarRocks<\/td><td>\u6781\u901f\u5206\u6790\u6027\u80fd\uff1a\u91c7\u7528MPP\u67b6\u6784\u3001\u5168\u9762\u5411\u91cf\u5316\u6267\u884c\u5f15\u64ce\u548c\u5217\u5f0f\u5b58\u50a8\uff0c\u590d\u6742\u67e5\u8be2\u901f\u5ea6\u5feb- \u5b9e\u65f6\u4e0e\u6279\u91cf\u7edf\u4e00\uff1a\u652f\u6301\u5b9e\u65f6\u6570\u636e\u6d41\uff08\u5982Kafka\uff09\u548c\u6279\u91cf\u6570\u636e\u5bfc\u5165\uff0c\u6570\u636e\u5199\u5165\u5373\u53ef\u67e5\uff1b\u517c\u5bb9MySQL\u751f\u6001<br>\u9ad8\u5e76\u53d1\u652f\u6301\uff1a\u901a\u8fc7\u826f\u597d\u6570\u636e\u5206\u5e03\u3001\u7d22\u5f15\u548c\u7269\u5316\u89c6\u56fe\u652f\u6301\u9ad8\u5e76\u53d1\u67e5\u8be2- \u591a\u6a21\u578b\u652f\u6301\uff1a<\/td><td>\u5b9e\u65f6\u6570\u636e\u4ed3\u5e93\uff1a\u7535\u5546\u5927\u4fc3\u3001\u7269\u6d41\u8ddf\u8e2a\u3001\u5b9e\u65f6\u76d1\u63a7\uff1bOLAP\u591a\u7ef4\u5206\u6790\u4e0e\u5373\u5e2d\u67e5\u8be2\uff1a\u7528\u6237\u884c\u4e3a\u5206\u6790\u3001\u8d22\u52a1\u62a5\u8868\u3001\u81ea\u52a9\u5f0f\u62a5\u8868\u5e73\u53f0\uff1b\u9ad8\u5e76\u53d1BI\u62a5\u8868\uff1a\u5e7f\u544a\u4e3b\u62a5\u8868\u3001Dashboard\u591a\u9875\u9762\u5206\u6790- \u7edf\u4e00\u6570\u636e\u5206\u6790\u5e73\u53f0\uff1a\u4e00\u5957\u7cfb\u7edf\u6ee1\u8db3\u591a\u7ef4\u5206\u6790\u3001\u9ad8\u5e76\u53d1\u548c\u5b9e\u65f6\u67e5\u8be2\uff0c\u964d\u4f4e\u590d\u6742\u5ea6- \u6570\u636e\u6e56\u67e5\u8be2\u52a0\u901f\uff1a\u76f4\u63a5\u5bf9\u6e56\u4e0a\u6570\u636e\u6267\u884c\u9ad8\u901f\u5206\u6790<\/td><\/tr><tr><td>\u5217\u5f0fOLAP\u6570\u636e\u5e93<\/td><td>ClickHouse<\/td><td>\u5217\u5f0f\u5b58\u50a8\uff1a\u6570\u636e\u6309\u5217\u5b58\u50a8\uff0c\u538b\u7f29\u7387\u9ad8\uff0c\u51cf\u5c11I\/O\u5e76\u63d0\u5347\u67e5\u8be2\u6548\u7387\uff1b\u5411\u91cf\u5316\u6267\u884c\u5f15\u64ce\uff1a\u5229\u7528CPU\u7684SIMD\u6307\u4ee4\u8fdb\u884c\u5e76\u884c\u5904\u7406\uff0c\u5927\u5e45\u63d0\u5347\u8ba1\u7b97\u6027\u80fd\uff1b\u9ad8\u6027\u80fd\u67e5\u8be2\uff1a\u64c5\u957f\u5927\u89c4\u6a21\u6570\u636e\u7684\u805a\u5408\u5206\u6790\uff0c\u67e5\u8be2\u901f\u5ea6\u6781\u5feb\uff1b\u5b9e\u65f6\u6570\u636e\u66f4\u65b0\uff1a\u652f\u6301\u5b9e\u65f6\u6570\u636e\u63d2\u5165\u548c\u66f4\u65b0\uff0c\u9002\u7528\u4e8e\u5b9e\u65f6\u5206\u6790\u573a\u666f\uff1b\u591a\u6837\u5316\u8868\u5f15\u64ce\uff1a\u63d0\u4f9bMergeTree\u7cfb\u5217\uff08\u542b\u590d\u5236\u8868\uff09\u3001Log\u3001Memory\u7b49\u591a\u79cd\u5f15\u64ce\uff0c\u9002\u5e94\u4e0d\u540c\u573a\u666f\uff1b\u6570\u636e\u5206\u7247\u4e0e\u5206\u5e03\u5f0f\u67e5\u8be2\uff1a\u652f\u6301\u5206\u5e03\u5f0f\u90e8\u7f72\uff0c\u5b9e\u73b0\u6c34\u5e73\u6269\u5c55\u548c\u5e76\u884c\u5904\u7406<\/td><td>\u5b9e\u65f6\u6570\u636e\u5206\u6790\uff1a\u7528\u6237\u884c\u4e3a\u5206\u6790\u3001\u5b9e\u65f6\u62a5\u8868\uff1b\u65e5\u5fd7\u4e0e\u65f6\u5e8f\u6570\u636e\u5904\u7406\uff1a\u65e5\u5fd7\u5206\u6790\u3001\u76d1\u63a7\u6307\u6807\u3001IoT\u4f20\u611f\u5668\u6570\u636e\uff1b\u5546\u4e1a\u667a\u80fd(BI)\uff1a\u590d\u6742\u7684Ad-hoc\u67e5\u8be2\u3001\u5927\u6570\u636e\u91cf\u7684\u62a5\u8868\u7cfb\u7edf\uff1b\u6570\u636e\u4ed3\u5e93\uff1a\u4f5c\u4e3a\u9ad8\u6027\u80fd\u6570\u4ed3\u5b58\u50a8\u548c\u67e5\u8be2\u5927\u91cf\u6570\u636e<\/td><\/tr><tr><td>\u5b9e\u65f6OLAP\u6570\u636e\u5e93<\/td><td>Apache Druid<\/td><td>\u4e3a\u5b9e\u65f6OLAP\u8bbe\u8ba1\uff1a\u4f4e\u5ef6\u8fdf\uff08\u4e9a\u79d2\u7ea7\uff09\u7684\u4ea4\u4e92\u5f0f\u67e5\u8be2\uff1b\u5217\u5f0f\u5b58\u50a8 + \u4f4d\u56fe\u7d22\u5f15\uff1a\u4f18\u5316\u5feb\u901f\u805a\u5408\u548c\u8fc7\u6ee4\uff1b\u539f\u751f\u652f\u6301\u5b9e\u65f6\u6570\u636e\u6444\u5165\uff1a\u6570\u636e\u5199\u5165\u5373\u53ef\u67e5- \u6df1\u5ea6\u4f18\u5316\u65f6\u5e8f\u6570\u636e\uff1a\u539f\u751f\u65f6\u95f4\u5206\u533a\u548c\u805a\u5408<\/td><td>\u5b9e\u65f6\u76d1\u63a7\u4eea\u8868\u76d8\u3001\u5b9e\u65f6BI- \u7528\u6237\u884c\u4e3a\u5206\u6790\u3001\u70b9\u51fb\u6d41\u5206\u6790- \u65f6\u5e8f\u6570\u636e\uff08IoT\u3001\u8fd0\u7ef4\u76d1\u63a7\uff09\u5206\u6790<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u5927\u6570\u636e\u5b58\u50a8\u7ec4\u4ef6\u7684\u9009\u62e9\u6ca1\u6709\u7edd\u5bf9\u7684\u6700\u4f73\u7b54\u6848\uff0c\u5173\u952e\u5728\u4e8e<strong>\u5339\u914d\u4f60\u7684\u5177\u4f53\u4e1a\u52a1\u573a\u666f\u3001\u6570\u636e\u7279\u5f81\u548c\u6280\u672f\u6808\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6838\u5fc3\u9009\u578b\u516c\u5f0f\uff1a&nbsp;\u6570\u636e\u6a21\u578b + \u8bbf\u95ee\u6a21\u5f0f + \u4e00\u81f4\u6027\u8981\u6c42 + \u89c4\u6a21\u4e0e\u6210\u672c = \u6700\u4f73\u5b58\u50a8\u9009\u62e9\u3002<\/strong><\/p>\n\n\n\n<h1 class=\"wp-block-heading\">03\u6570\u4ed3\u8bbe\u8ba1: \u670d\u52a1\u5e94\u7528<br>&nbsp;&nbsp;&nbsp;<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">3.1&nbsp;\u6570\u636e\u5206\u5c42: \u8bbe\u8ba1\u6307\u6807\u5ea6\u91cf\u5065\u5eb7<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u9996\u5148\u5728\u6570\u4ed3\u662f\u660e\u786e<strong>\u201c \u5b8c\u5584\u5ea6\u3001\u590d\u7528\u5ea6\u3001\u89c4\u8303\u5ea6\u3001\u8d44\u6e90\u5ea6 \u201d<\/strong>&nbsp;4\u4e2a\u6307\u6807\uff0c\u540c\u65f6\u4e5f\u9700\u8981\u8fdb\u4e00\u6b65 \u89c4\u8303\u4e86\u6d1b\u5b50\u4efb\u52a1\u547d\u540d\u65b9\u5f0f\uff0c\u901a\u8fc7\u6240\u5c5e\u5206\u5c42 + \u4efb\u52a1\u8bf4\u660e + \u4e3b\u9898 + \u6a21\u5757 + \u6700\u5927\u5f15\u7528\u5c42 + \u4efb\u52a1\u8c03\u7528\u811a\u672c\uff0c \u901a\u8fc7\u5212\u5206\u4e3b\u9898\u57df \u53ca \u5206\u5c42\u5efa\u8bbe\u6574\u4e2a\u6570\u636e\u4efb\u52a1\u4f53\u7cfb\u8fbe\u5230\u4e86\u5212\u5206\u4e3b\u9898\u3001\u5206\u5c42\u5efa\u8bbe\uff0c\u5b9e\u73b0\u4e86\u77e9\u9635\u5f0f\u6570\u636e\u5212\u5206\uff0c\u6570\u636e\u6a21\u578b\u53ef\u590d\u7528\u7684\u6548\u679c\uff0c\u6700\u540e\u8fbe\u5230\u53ef\u5168\u9762\u8bc4\u4f30\u8861\u91cf\u6570\u4ed3\u5efa\u8bbe\u8d28\u91cf\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018sxbm4_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe4\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;3.2&nbsp;\u5b58\u50a8\u8bbe\u8ba1: \u5982\u4f55\u66f4\u5feb\u7684\u53d6\u6570<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5927\u5bb6\u90fd\u53ef\u80fd\u4f1a\u9047\u5230\u8fc7\uff0c\u67e5\u8be2\u65e5\u589e\u6570\u636e3~5TiB\uff0840~60\u4ebf\u8bb0\u5f55\uff09\u751a\u81f3\u66f4\u5927\u8d85\u7ea7\u5927\u8868 \u5f80\u5f80\u5bb9\u6613\u9047\u5230\u67e5\u8be2\u7279\u522b\u6162\u7684\u60c5\u51b5<\/strong>\uff0c\u6211\u4eec\u5982\u4f55\u8fdb\u884c\u4f18\u5316\u5462\u3002\u4e0b\u9762\u4ece\u95ee\u9898\u53d1\u73b0\u3001\u95ee\u9898\u5b9a\u4f4d\u3001\u95ee\u9898\u89e3\u51b3\u7b49\u591a\u4e2a\u7ef4\u5ea6\uff0c\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u63d0\u5347TDW(Hive\u8868) \u6d77\u91cf\u6570\u636e\u573a\u666f\u4e0b\u7684\u67e5\u8be2\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4e0b\u9762\u8fd9\u91cc\u662f\u91c7\u7528\u5a92\u4f53\u4f5c\u4e3a\u4e8c\u7ea7\u5206\u533a\u5b57\u6bb5\uff0c\u53ef\u5927\u5927\u51cf\u5c11\u65e5\u5e38SQL\u53d6\u6570\u7684\u6570\u636e\u8bfb\u53d6\u91cf(\u53ea\u8bfb\u53d6\u7279\u5b9a\u4e8c\u7ea7\u5206\u533a\u7684\u6570\u636e)\uff0c\u5b83\u7684\u539f\u7406\u4e5f\u975e\u5e38\u7b80\u5355\u5c31\u662f<strong>\u91c7\u7528\u5408\u7406\u7684\u5b57\u6bb5\u4f5c\u4e3a\u4e8c\u7ea7\u5206\u533a\uff0c\u4e00\u822c\u53d6\u7279\u5b9a\u5b57\u6bb5\u7684\u679a\u4e3e\u503c\u4e0d\u591a\uff0c\u4e00\u822c\u4e0d\u8d85\u8fc750\u4e2a \u4e5f\u4e0d\u80fd\u5c0f\u4e865\u4e2a\uff1b\u592a\u5927\u5bb9\u6613\u5bfc\u81f4\u5c0f\u6587\u4ef6\u8fc7\u591a\uff0c\u592a\u5c0f\u5bb9\u6613\u6548\u679c\u4e0d\u660e\u663e\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7279\u522b\u6ce8\u610f\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u63d0\u524d\u521b\u5efa\u597d\u4e8c\u7ea7\u5206\u533a\uff0c\u5982\u679c\u6ca1\u6709\u63d0\u524d\u521b\u5efa\u597d\u4e8c\u7ea7\u5206\u533a\u6570\u636e\u4f1a\u843d\u5165\u4e8c\u7ea7\u5206\u533a\u4e2d\u7684 default\u5206\u533a\uff1b<\/strong><\/li>\n\n\n\n<li><strong>SQL\u67e5\u8be2\u65f6\u9700\u8981\u5c06\u4e00\u7ea7\u5206\u533a\u3001\u4e8c\u7ea7\u5206\u533a\u540c\u65f6\u9650\u5b9a\uff0c<\/strong>\u6bd4\u5982: select &nbsp; field1 &nbsp; from tbl_name &nbsp;partition(p_20250921, p_100) b; \u6216\u8005 select &nbsp; field1 &nbsp; from tbl_name &nbsp;where fdate = 20250921 and cmd = 100;<\/li>\n\n\n\n<li><strong>\u5982\u679c\u67e5\u8be2\u65f6\u4e00\u7ea7\u5206\u533a\u3001\u4e8c\u7ea7\u5206\u533a\u5206\u5f00\uff0c\u53ea\u80fd\u88c1\u526a\u4e00\u7ea7\u5206\u533a\u8dd1 \u5373\u6ca1\u6709\u547d\u4e2d\u4e8c\u7ea7\u5206\u533a \u5176\u8dd1\u6570\u4e5f\u662f\u5168\u8868\u626b\u63cf\uff1b<\/strong>&nbsp;select &nbsp;field1 &nbsp;from tbl_name partition(p_20250921) bbb where cmd = 100<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/202510187e671_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe5\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018m0hlh_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe6\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;3.3&nbsp;\u6570\u636e\u670d\u52a1: \u9762\u5411\u62a5\u8868\u5e94\u7528\u6570\u636e\u6a21\u578b\u8bbe\u8ba1\u6784\u5efa<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u9762\u5411\u62a5\u8868\u5e94\u7528\u7684\u6570\u636e\u6a21\u578b\u8bbe\u8ba1\u65f6\uff0c<strong>\u5927\u81f4\u53ef\u5206\u4e3a\u4e24\u5927\u7c7b\u6307\u6807\uff1a\u539f\u5b50\u6307\u6807\u3001\u884d\u751f\u6307\u6807\uff1b<\/strong>\u6bd4\u5982\uff1a\u66dd\u5149\u91cf\u3001\u70b9\u51fb\u91cf\u5c31\u662f\u539f\u5b50\u6307\u6807\u662f\u53ef\u4ee5\u6839\u636e\u7ef4\u5ea6\u7684\u53d8\u6362\u8fdb\u884c\u7d2f\u52a0\uff1bCTR \u5c31\u662f\u5178\u578b\u7684\u884d\u751f\u6307\u6807\uff0c\u662f\u901a\u8fc7\u4e24\u4e2a\u539f\u5b50\u6307\u6807 \u66dd\u5149\u91cf\u3001\u70b9\u51fb\u91cf\u76f8\u9664\u5f97\u51fa\u6765\u7684\uff1b<strong>\u4f3c\u4e4e\u5728\u8ba1\u7b97\u673a\u79d1\u5b66\u9886\u57df\u8ddf\u6570\u636e\u6d41\u8f6c\u76f8\u5173\u7684\u4efb\u4f55\u95ee\u9898\u90fd\u53ef\u4ee5\u901a\u8fc7\u589e\u52a0\u4e00\u5c42\u6765\u89e3\u51b3\uff0c<\/strong>\u4e3a\u6b64\u5728\u60f3\u80fd\u5426\u901a\u8fc7\u6253\u9020\u9762\u5411\u6570\u636e\u670d\u52a1\u5e94\u7528\u7684\u6570\u636e\u6a21\u578b\uff0c\u6765\u63d0\u5347\u6570\u636e\u7684\u670d\u52a1\u6548\u80fd\u5462\u3002\u7b54\u6848\u662f\u663e\u7136\u7684\uff0c\u662f\u53ef\u4ee5\u7684\u3002\u4e3a\u6b64\uff0c<strong>\u539f\u5b50\u6307\u6807\u53ef\u7edf\u4e00\u5728\u6570\u4ed3\u4e00\u4f53\u5316\u52a0\u5de5\u786e\u4fdd\u53e3\u5f84\u7edf\u4e00\u3001\u7ef4\u5ea6\u4e30\u5bcc\uff1b\u884d\u751f\u6307\u6807\u901a\u8fc7\u9762\u5411\u62a5\u8868\u5e94\u7528\u7684\u6570\u636e\u6a21\u578b\u8bbe\u8ba1\u914d\u7f6e\uff1b<\/strong>&nbsp;\u8fd9\u6837\u505a\u6709\u4e2a\u597d\u5904\u5c31\u662f\uff0c\u7ef4\u5ea6\u3001\u6307\u6807 \u89c4\u5219\u662f\u7edf\u4e00\u7684\u3001\u4e00\u5904\u4fee\u6539\u5168\u5c40\u751f\u6548\u3002\u6700\u7ec8\u8fbe\u5230\u6570\u636e\u89c4\u8303\u7684\u6a21\u677f\u53ca\u9ad8\u590d\u7528\u7684\u6574\u4f53\u6548\u679c\u3002&nbsp;<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018e7vkm_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe7\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">04\u6307\u6807\u5b9a\u4e49: \u7406\u8bba\u7ed3\u5408\u4e1a\u52a1\u601d\u8003<br>&nbsp;&nbsp;&nbsp;<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">4.1 \u6307\u6807\u7684\u6838\u5fc3\u8981\u7d20\u4e0e\u4ef7\u503c<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;\u4e00\u4e2a\u5b8c\u6574\u7684\u6570\u636e\u6307\u6807\u901a\u5e38\u5305\u542b\u4ee5\u4e0b\u51e0\u4e2a&nbsp;<strong>\u6838\u5fc3\u8981\u7d20<\/strong>&nbsp;\uff1a\u6307\u6807\u540d\u79f0\u548c\u5b9a\u4e49\u3001\u8ba1\u7b97\u5355\u4f4d\u3001\u8ba1\u7b97\u65b9\u6cd5\u3001\u7ef4\u5ea6\u4ee5\u53ca\u6307\u6807\u6570\u503c\u3002\u4f8b\u5982\uff0c\"\u65e5\u6d3b\u8dc3\u7528\u6237\u6570(DAU)\"\u662f\u4e00\u4e2a\u5e38\u89c1\u6307\u6807\uff0c\u5176\u5b9a\u4e49\u4e3a\"\u5728\u6307\u5b9a\u65e5\u5185\u81f3\u5c11\u542f\u52a8\u4e00\u6b21\u5e94\u7528\u7684\u53bb\u91cd\u7528\u6237\u6570\"\uff0c\u8ba1\u7b97\u5355\u4f4d\u4e3a\"\u4eba\"\uff0c\u7edf\u8ba1\u5468\u671f\u4e3a\"\u65e5\"\uff0c\u53ef\u80fd\u5305\u62ec\u7684\u7ef4\u5ea6\u6709\"\u6e20\u9053\u6765\u6e90\"\u3001\"\u5730\u57df\"\u548c\"\u64cd\u4f5c\u7cfb\u7edf\"\u7b49\u3002\u8fd9\u4e9b\u8981\u7d20\u5171\u540c\u786e\u4fdd\u4e86\u6307\u6807\u7684&nbsp;<strong>\u660e\u786e\u6027<\/strong>&nbsp;\u548c&nbsp;<strong>\u53ef\u64cd\u4f5c\u6027<\/strong>&nbsp;\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6307\u6807\u5728\u4f01\u4e1a\u4e2d\u7684&nbsp;<strong>\u91cd\u8981\u6027<\/strong>&nbsp;\u4e0d\u8a00\u800c\u55bb\u3002\u9996\u5148\uff0c\u6307\u6807\u80fd\u591f\u5e2e\u52a9\u4f01\u4e1a&nbsp;<strong>\u5ba2\u89c2\u8bc4\u4f30\u4e1a\u52a1\u8868\u73b0<\/strong>&nbsp;\u3002\u901a\u8fc7\u5bf9\u5173\u952e\u6307\u6807\u7684\u76d1\u63a7\uff0c\u4f01\u4e1a\u53ef\u4ee5\u6e05\u6670\u4e86\u89e3\u5f53\u524d\u7684\u4e1a\u52a1\u72b6\u51b5\uff0c\u53d1\u73b0\u6f5c\u5728\u95ee\u9898\u548c\u673a\u4f1a\u3002\u5176\u6b21\uff0c\u6307\u6807\u6709\u52a9\u4e8e&nbsp;<strong>\u7edf\u4e00\u56e2\u961f\u8ba4\u77e5<\/strong>&nbsp;\uff0c\u907f\u514d\u56e0\u7406\u89e3\u4e0d\u4e00\u81f4\u5bfc\u81f4\u7684\u51b3\u7b56\u5206\u6b67\u3002\u66f4\u91cd\u8981\u7684\u662f\uff0c\u4e00\u5957\u79d1\u5b66\u5b8c\u5584\u7684\u6307\u6807\u4f53\u7cfb\u662f\u4f01\u4e1a\u5f00\u5c55\u6570\u5b57\u5316\u8fd0\u8425\u7ba1\u7406\u3001\u6253\u9020\u6570\u636e\u9a71\u52a8\u578b\u7ec4\u7ec7\u7684\u91cd\u8981\u652f\u6491\uff0c\u4f7f\u4f01\u4e1a\u80fd\u591f\u901a\u8fc7\u6570\u636e\u76f4\u89c2\u4e86\u89e3\u4e1a\u52a1\u5065\u5eb7\u72b6\u51b5\uff0c\u5e76\u627e\u5230\u6f5c\u5728\u7684\u95ee\u9898\u548c\u673a\u4f1a\u3002<br>&nbsp;&nbsp;&nbsp;4.2&nbsp;\u6307\u6807\u7684\u672c\u8d28\u4e0e\u6784\u6210\u8981\u7d20<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4ece\u6280\u672f\u89c6\u89d2\u770b\uff0c\u6570\u636e\u6307\u6807\u662f&nbsp;<strong>\u5bf9\u96f6\u6563\u6570\u636e\u8fdb\u884c\u6c47\u603b\u8ba1\u7b97\u540e\u5f97\u5230\u7684\u7ed3\u679c<\/strong>&nbsp;\uff0c\u80fd\u591f\u53cd\u6620\u8fc7\u53bb\u4e00\u6bb5\u65f6\u95f4\u5185\u4e1a\u52a1\u884c\u4e3a\u7684\u597d\u574f\u60c5\u51b5\u3002\u4e00\u4e2a\u5b8c\u6574\u7684\u6307\u6807\u5305\u542b\u4e09\u4e2a\u6838\u5fc3\u8981\u7d20\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7ef4\u5ea6\uff08Dimension\uff09&nbsp;<\/strong>\uff1a\u4ece\u54ea\u4e2a\u89d2\u5ea6\u8861\u91cf\uff0c\u5982\u201c\u7528\u6237\u201d\u3001\u201c\u65f6\u95f4\u201d\u3001\u201c\u5730\u533a\u201d<\/li>\n\n\n\n<li><strong>\u6c47\u603b\u65b9\u5f0f\uff08Aggregation\uff09<\/strong>&nbsp;\uff1a\u5982\u4f55\u7edf\u8ba1\uff0c\u5982\u201c\u603b\u548c\u201d\u3001\u201c\u5e73\u5747\u503c\u201d\u3001\u201c\u5360\u6bd4\u201d<\/li>\n\n\n\n<li><strong>\u91cf\u5ea6\uff08Measure\uff09<\/strong>&nbsp;\uff1a\u76ee\u6807\u662f\u4ec0\u4e48\uff0c\u5982\u201c\u8ba2\u5355\u6570\u201d\u3001\u201c\u590d\u8d2d\u7387\u201d<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u4f8b\u5982\uff0c\u201c\u8ba2\u5355\u6570\u201d\u53ef\u4ee5\u5b9a\u4e49\u4e3a\uff1a\u7edf\u8ba1\u5468\u671f\u5185\uff0c\u7528\u6237\u5b8c\u6210\u652f\u4ed8\u7684\u8ba2\u5355\u6570\u91cf\u603b\u548c\u3002\u5176\u4e2d\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u7ef4\u5ea6\uff1a\u7528\u6237\u5b8c\u6210\u652f\u4ed8\u7684\u8ba2\u5355<\/li>\n\n\n\n<li>\u6c47\u603b\u65b9\u5f0f\uff1a\u8ba2\u5355\u6570\u91cf\u603b\u548c<\/li>\n\n\n\n<li>\u91cf\u5ea6\uff1a\u7edf\u8ba1\u8ba2\u5355\u6570\u91cf<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u6570\u636e\u4f53\u7cfb\u6807\u51c6\u5316\u8fc7\u7a0b\u4e2d\uff0c\u6307\u6807\u901a\u5e38\u88ab\u5206\u4e3a\u4e24\u7c7b\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u539f\u5b50\u6307\u6807 \uff1a<\/strong>\u57fa\u4e8e\u67d0\u4e00\u4e1a\u52a1\u4e8b\u4ef6\u884c\u4e3a\u4e0b\u7684\u5ea6\u91cf\uff0c\u662f\u4e1a\u52a1\u5b9a\u4e49\u4e2d&nbsp;<strong>\u4e0d\u53ef\u518d\u62c6\u5206<\/strong>&nbsp;\u7684\u6307\u6807\uff0c\u5177\u6709\u660e\u786e\u4e1a\u52a1\u542b\u4e49\u540d\u8bcd\uff0c\u4f53\u73b0\u5177\u4f53\u7edf\u8ba1\u53e3\u5f84\u548c\u8ba1\u7b97\u903b\u8f91\uff0c\u5176\u6784\u6210\u516c\u5f0f\u4e3a\uff1a&nbsp;<strong>\u539f\u5b50\u6307\u6807 = \u4e1a\u52a1\u8fc7\u7a0b + \u5ea6\u91cf&nbsp;<\/strong>\u3002\u4f8b\u5982\uff0c\u201c\u8ba2\u5355\u652f\u4ed8\u91d1\u989d\u201d\u662f\u4e00\u4e2a\u539f\u5b50\u6307\u6807\uff0c\u5176\u4e2d\u4e1a\u52a1\u8fc7\u7a0b\u662f\u201c\u8ba2\u5355\u652f\u4ed8\u201d\uff0c\u5ea6\u91cf\u662f\u201c\u91d1\u989d\u201d\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u6d3e\u751f\u6307\u6807 \uff1a<\/strong>\u5728\u539f\u5b50\u6307\u6807\u57fa\u7840\u4e0a\uff0c\u901a\u8fc7\u589e\u52a0&nbsp;<strong>\u65f6\u95f4\u5468\u671f<\/strong>&nbsp;\u548c&nbsp;<strong>\u4fee\u9970\u8bcd<\/strong>&nbsp;\u7b49\u7ef4\u5ea6\u5f62\u6210\u7684\u590d\u5408\u6307\u6807\u3002\u5176\u6784\u6210\u516c\u5f0f\u4e3a\uff1a&nbsp;<strong>\u6d3e\u751f\u6307\u6807 = \u65f6\u95f4\u5468\u671f + \u4fee\u9970\u8bcd + \u539f\u5b50\u6307\u6807<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4f8b\u5982\uff0c\u201c\u6700\u8fd1\u4e00\u5929\u6d77\u5916\u4e70\u5bb6\u652f\u4ed8\u91d1\u989d\u201d\u4e2d\uff0c\u201c\u6700\u8fd1\u4e00\u5929\u201d\u662f\u65f6\u95f4\u5468\u671f\uff0c\u201c\u6d77\u5916\u201d\u662f\u4fee\u9970\u8bcd\uff0c\u201c\u652f\u4ed8\u91d1\u989d\u201d\u662f\u539f\u5b50\u6307\u6807\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018s4l9a_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe8\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;4.3&nbsp;\u539f\u5b50\u8bbe\u8ba1\u7406\u8bba\u57fa\u7840\u4e0e\u6a21\u578b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6784\u5efa\u6709\u6548\u7684\u6570\u636e\u6307\u6807\u4f53\u7cfb\u9700\u8981\u79d1\u5b66\u7684\u65b9\u6cd5\u8bba\u548c\u6a21\u578b\u4f5c\u4e3a\u6307\u5bfc\u3002\u8fd9\u4e9b\u6a21\u578b\u4e0d\u4ec5\u5e2e\u52a9\u6570\u636e\u4e13\u4e1a\u4eba\u5458\u7cfb\u7edf\u6027\u5730\u68b3\u7406\u6307\u6807\uff0c\u4e5f\u786e\u4fdd\u4e86\u6307\u6807\u4f53\u7cfb\u80fd\u591f\u4e0e\u4e1a\u52a1\u76ee\u6807\u4fdd\u6301\u4e00\u81f4\uff0c\u4ece\u800c\u53d1\u6325\u5176\u771f\u6b63\u7684\u4ef7\u503c\u3002<br>&nbsp;&nbsp;&nbsp;4.3.1&nbsp;OSM\u6a21\u578b\uff1a\u76ee\u6807-\u7b56\u7565-\u5ea6\u91cf<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">OSM\u6a21\u578b\u662f\u6307\u6807\u8bbe\u8ba1\u4e2d\u6700\u57fa\u7840\u4e14\u5f3a\u5927\u7684\u6846\u67b6\u4e4b\u4e00\uff0c\u5b83\u7531&nbsp;<strong>\u76ee\u6807<\/strong>&nbsp;\uff08Objective\uff09\u3001&nbsp;<strong>\u7b56\u7565<\/strong>&nbsp;\uff08Strategy\uff09\u548c&nbsp;<strong>\u5ea6\u91cf<\/strong>&nbsp;\uff08Measurement\uff09\u4e09\u4e2a\u6838\u5fc3\u7ec4\u4ef6\u6784\u6210\u3002<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u76ee\u6807\uff08Objective\uff09<\/strong>&nbsp;\uff1a\u6307\u4f01\u4e1a\u6216\u4e1a\u52a1\u5355\u5143\u5e0c\u671b\u8fbe\u6210\u7684\u5b8f\u89c2\u76ee\u6807\uff0c\u5982\"\u63d0\u9ad8GMV\"\u3001\"\u63d0\u5347\u7528\u6237\u6ee1\u610f\u5ea6\"\u6216\"\u589e\u52a0\u5e02\u573a\u5360\u6709\u7387\"\u3002\u76ee\u6807\u5e94\u5f53\u7b80\u6d01\u660e\u786e\uff0c\u80fd\u591f\u6e05\u6670\u6307\u5f15\u65b9\u5411\u3002<\/li>\n\n\n\n<li><strong>\u7b56\u7565\uff08Strategy\uff09&nbsp;<\/strong>\uff1a\u6307\u4e3a\u8fbe\u6210\u76ee\u6807\u800c\u91c7\u53d6\u7684\u5177\u4f53\u7b56\u7565\u6216\u624b\u6bb5\u3002\u5982\u4e3a\u63d0\u9ad8GMV\uff0c\u53ef\u80fd\u91c7\u53d6\"\u63d0\u5347\u652f\u4ed8\u7528\u6237\u6570\"\u3001\"\u63d0\u9ad8\u6bcf\u7b14\u5355\u4ef7\"\u6216\"\u589e\u52a0\u7528\u6237\u8d2d\u4e70\u9891\u6b21\"\u7b49\u7b56\u7565\u3002<\/li>\n\n\n\n<li><strong>\u5ea6\u91cf\uff08Measurement\uff09&nbsp;<\/strong>\uff1a\u6307\u7528\u4e8e\u8861\u91cf\u7b56\u7565\u6267\u884c\u6548\u679c\u7684\u5177\u4f53\u6307\u6807\u3002\u8fd9\u4e9b\u6307\u6807\u5e94\u5f53\u53ef\u91cf\u5316\u3001\u53ef\u8ddf\u8e2a\uff0c\u5982\"\u65b0\u6ce8\u518c\u7528\u6237\u6570\"\u3001\"\u6bcf\u7b14\u8ba2\u5355\u5e73\u5747\u5355\u4ef7\"\u548c\"\u7528\u6237\u4e0b\u5355\u9891\u6b21\"\u7b49<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8868\uff1aOS<\/strong><strong>M\u6a21\u578b\u5728\u7535\u5546\u573a\u666f\u7684\u5e94\u7528\u793a\u4f8b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u76ee\u6807\uff08O\uff09<\/td><td>\u7b56\u7565\uff08S\uff09<\/td><td>\u5ea6\u91cf\uff08M\uff09<\/td><\/tr><tr><td>\u63d0\u9ad8GMV<\/td><td>\u63d0\u5347\u652f\u4ed8\u7528\u6237\u6570<\/td><td>\u65b0\u6ce8\u518c\u7528\u6237\u6570<\/td><\/tr><tr><td>\u63d0\u9ad8GMV<\/td><td>\u63d0\u5347\u6bcf\u7b14\u5355\u4ef7<\/td><td>\u6bcf\u7b14\u8ba2\u5355\u5e73\u5747\u5355\u4ef7<\/td><\/tr><tr><td>\u63d0\u9ad8GMV<\/td><td>\u63d0\u5347\u7528\u6237\u8d2d\u4e70\u9891\u6b21<\/td><td>\u7528\u6237\u4e0b\u5355\u9891\u6b21<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7OSM\u6a21\u578b\uff0c\u4f01\u4e1a\u80fd\u591f\u5c06&nbsp;<strong>\u6218\u7565\u7ea7\u76ee\u6807<\/strong>&nbsp;\u8f6c\u5316\u4e3a&nbsp;<strong>\u53ef\u6267\u884c\u7684\u52a8\u4f5c<\/strong>&nbsp;\uff0c\u5e76\u786e\u4fdd\u6bcf\u4e2a\u52a8\u4f5c\u90fd\u6709\u76f8\u5e94\u7684&nbsp;<strong>\u6570\u636e\u5ea6\u91cf<\/strong>&nbsp;\uff0c\u4ece\u800c\u5f62\u6210\u4ece\u6218\u7565\u5230\u6267\u884c\u7684\u95ed\u73af\u7ba1\u7406\u3002OSM\u6a21\u578b\u5c06\u5b8f\u5927\u62bd\u8c61\u7684\u76ee\u6807\u62c6\u89e3\u6210\u7cfb\u5217\u5177\u4f53\u7684\u3001\u53ef\u843d\u5730\u3001\u53ef\u5ea6\u91cf\u7684\u884c\u4e3a\uff0c\u9002\u7528\u4e8e\u4ea7\u54c1\u8fd0\u8425\u3001\u7528\u6237\u8fd0\u8425\u3001\u7ee9\u6548\u7ba1\u7406\u3001\u4f01\u4e1a\u7ecf\u8425\u7b49\u4f17\u591a\u573a\u666f\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u6709\u76ee\u6807\u7684\u65f6\u5019\uff0c\u6bd4\u5982\u516c\u53f8\u5e74\u521d\u5b9a\u597d\u4e86\u4eca\u5e74KPI\uff0c\u5404\u4e2a\u90e8\u95e8\u5206\u5de5\u534f\u4f5c\u3002\u5404\u90e8\u5206\u5de5\u4f5c\u53ef\u80fd\u5b8c\u5168\u4e0d\u540c\uff0c\u6253\u6cd5\u4e5f\u5f97\u4e0d\u4e00\u6837\uff0c\u4f46\u53ea\u8981\u628a\u5927\u76ee\u6807\u62c6\u6210\u81ea\u5df1\u7684\u5c0f\u76ee\u6807\uff0c\u518d\u60f3\u8981\u600e\u4e48\u505a\u3001\u770b\u4ec0\u4e48\u6570\u636e\uff0c\u5c31\u884c\u4e86\u3002<\/li>\n\n\n\n<li>\u590d\u76d8\u65f6\u5019\uff0c\u6bd4\u5982\u67d0\u4e2a\u90e8\u95e8\u4e1a\u7ee9\u4e0d\u597d\uff0c\u53ef\u4ee5\u987a\u7740\u8fd9\u4e2a\u903b\u8f91\u6765\u627e\u95ee\u9898\uff1a\u76ee\u6807\u6709\u6ca1\u6709\u5bf9\u51c6\u516c\u53f8\u7684\u5927\u65b9\u5411\uff1f\u7b56\u7565\u6709\u6ca1\u6709\u7528\uff1f\u7528\u7684\u6570\u636e\u80fd\u4e0d\u80fd\u770b\u51fa\u95ee\u9898\uff1f<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;4.3.2&nbsp;UJM\u6a21\u578b\uff1a\u7528\u6237\u65c5\u7a0b\u5730\u56fe<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7528\u6237\u65c5\u7a0b\u5730\u56fe\uff08User-Journey-map\uff0c\u7b80\u79f0UJM\uff09\u6a21\u578b\u4e13\u6ce8\u4e8e&nbsp;<strong>\u7528\u6237\u4e0e\u4ea7\u54c1\u4ea4\u4e92\u7684\u5168\u8fc7\u7a0b&nbsp;<\/strong>\uff0c\u5c06\u7528\u6237\u4f53\u9a8c\u5206\u89e3\u4e3a\u4e00\u7cfb\u5217\u9636\u6bb5\u548c\u89e6\u70b9\u3002\u901a\u8fc7UJM\u6a21\u578b\uff0c\u8fd0\u8425\u4eba\u5458\u80fd\u591f\u5c06\u7528\u6237\u4ece\u70b9\u51fb\u3001\u6d4f\u89c8\u5230\u52a0\u8d2d\u3001\u4e0b\u5355\u3001\u5206\u4eab\u7684\u5168\u8fc7\u7a0b\u4f53\u9a8c\u8fdb\u884c\u91cf\u5316\u7ba1\u7406\uff0c\u627e\u51fa\u5f71\u54cd\u7528\u6237\u6700\u7ec8\u8d2d\u4e70\u8f6c\u5316\u7387\u7684\u5173\u952e\u73af\u8282\uff0c\u5e76\u9488\u5bf9\u6027\u8fdb\u884c\u4f18\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5728\u7528\u6237\u65c5\u7a0b\u7684\u6bcf\u4e2a\u9636\u6bb5\uff0c\u90fd\u6709\u76f8\u5e94\u7684&nbsp;<strong>\u5173\u952e\u6307\u6807<\/strong>&nbsp;\u6765\u8861\u91cf\u7528\u6237\u4f53\u9a8c\u548c\u8f6c\u5316\u6548\u679c\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u8ba4\u77e5\u9636\u6bb5 \uff1a<\/strong>\u7528\u6237\u9996\u6b21\u63a5\u89e6\u4ea7\u54c1\u7684\u9636\u6bb5\uff0c\u5173\u952e\u6307\u6807\u5305\u62ec\u66dd\u5149\u91cf\u3001\u70b9\u51fb\u91cf\u3001\u89e6\u8fbe\u7387\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u5174\u8da3\u9636\u6bb5 \uff1a<\/strong>\u7528\u6237\u5bf9\u4ea7\u54c1\u8868\u73b0\u51fa\u5174\u8da3\u7684\u9636\u6bb5\uff0c\u5173\u952e\u6307\u6807\u5305\u62ec\u6d4f\u89c8\u6df1\u5ea6\u3001\u505c\u7559\u65f6\u957f\u3001\u9875\u9762\u8df3\u51fa\u7387\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u8d2d\u4e70\u9636\u6bb5 \uff1a<\/strong>\u7528\u6237\u5b8c\u6210\u8f6c\u5316\u7684\u9636\u6bb5\uff0c\u5173\u952e\u6307\u6807\u5305\u62ec\u8f6c\u5316\u7387\u3001\u652f\u4ed8\u6210\u529f\u7387\u3001\u5ba2\u5355\u4ef7\u7b49\u3002<\/li>\n\n\n\n<li><strong>\u5fe0\u8bda\u9636\u6bb5 \uff1a<\/strong>\u7528\u6237\u6210\u4e3a\u5fe0\u5b9e\u7528\u6237\u5e76\u63a8\u5e7f\u4ea7\u54c1\u7684\u9636\u6bb5\uff0c\u5173\u952e\u6307\u6807\u5305\u62ec\u590d\u8d2d\u7387\u3001NPS\uff08\u51c0\u63a8\u8350\u503c\uff09\u3001\u5206\u4eab\u7387\u7b49\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">UJM\u6a21\u578b\u4e0eOSM\u6a21\u578b\u7ed3\u5408\u4f7f\u7528\uff0c\u80fd\u591f\u5e2e\u52a9\u4f01\u4e1a\u4e0d\u4ec5\u4e86\u89e3&nbsp;<strong>\u6700\u7ec8\u7ed3\u679c<\/strong>&nbsp;\uff0c\u4e5f\u7406\u89e3&nbsp;<strong>\u7528\u6237\u8f6c\u5316\u5168\u8fc7\u7a0b<\/strong>&nbsp;\uff0c\u4ece\u800c\u9488\u5bf9\u6027\u5730\u4f18\u5316\u7528\u6237\u4f53\u9a8c\uff0c\u63d0\u5347\u6574\u4f53\u8f6c\u5316\u6548\u7387\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u89c4\u5212\u4e0e\u8bbe\u8ba1\uff08\u4e8b\u524d\uff1a\u770b\u8def\uff09<\/strong>\u8981\u63a8\u4e00\u4e2a\u65b0\u529f\u80fd\u3001\u65b0\u4ea7\u54c1\uff0c\u6216\u8005\u4e00\u4e2a\u65b0\u6d3b\u52a8\u7684\u65f6\u5019\u3002\u56e2\u961f\u4e00\u8d77\u753b\u51fa\u6765\uff0c\u9884\u60f3\u7528\u6237\u4f1a\u5148\u5e72\u561b\u3001\u518d\u5e72\u561b\u3001\u53ef\u80fd\u4f1a\u5728\u54ea\u5361\u4f4f\u3001\u5728\u54ea\u89c9\u5f97\u723d\u3002\u8fd9\u6837\u5c31\u80fd\u63d0\u524d\u4f18\u5316\u8bbe\u8ba1\uff0c\u628a\u95ee\u9898\u6d88\u706d\u5728\u5f00\u59cb\u4e4b\u524d\u3002<\/li>\n\n\n\n<li><strong>\u590d\u76d8\u4e0e\u4f18\u5316\uff08\u4e8b\u540e\uff1a\u4fee\u8def\uff09<\/strong>\u53d1\u73b0\u6570\u636e\u4e0d\u597d\u770b\uff08\u6bd4\u5982\u8f6c\u5316\u7387\u4f4e\u3001\u7528\u6237\u6d41\u5931\u4e25\u91cd\uff09\u7684\u65f6\u5019\u3002\u5bf9\u7167\u7740\u5730\u56fe\uff0c\u4e00\u6b65\u6b65\u68c0\u67e5\u7528\u6237\u5b9e\u9645\u8d70\u5230\u4e86\u54ea\u4e00\u6b65\u5c31\u8d70\u4e22\u4e86\u3001\u4e3a\u4ec0\u4e48\u653e\u5f03\u3002\u662f\u9875\u9762\u52a0\u8f7d\u592a\u6162\uff1f\u8fd8\u662f\u64cd\u4f5c\u592a\u590d\u6742\uff1f\u9a6c\u4e0a\u5c31\u80fd\u5b9a\u4f4d\u5230\u5177\u4f53\u73af\u8282\u53bb\u4fee\u590d\u3002<\/li>\n\n\n\n<li><strong>\u7edf\u4e00\u56e2\u961f\u8ba4\u77e5\uff08\u5bf9\u9f50\uff1a\u5171\u4eab\u4e00\u5f20\u5730\u56fe\uff09<\/strong>\u6bcf\u5f53\u5e02\u573a\u3001\u4ea7\u54c1\u3001\u7814\u53d1\u3001\u5ba2\u670d\u5435\u5f97\u4e0d\u53ef\u5f00\u4ea4\u7684\u65f6\u5019\u3002\u628a\u5730\u56fe\u5f80\u5899\u4e0a\u4e00\u8d34\uff0c\u5927\u5bb6\u77ac\u95f4\u5c31\u660e\u767d\uff1a\u201c\u54e6\uff0c\u539f\u6765\u7528\u6237\u662f\u5728\u6211\u8fd9\u4e00\u6b65\u4e4b\u524d\u9047\u5230\u4e86\u95ee\u9898\uff01\u201d \u907f\u514d\u5404\u81ea\u4e3a\u6218\uff0c\u8ba9\u6574\u4e2a\u56e2\u961f\u90fd\u4e3a\u7528\u6237\u7684\u5168\u6d41\u7a0b\u4f53\u9a8c\u8d1f\u8d23\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;4.3.3 AARRR\u6a21\u578b\uff1a\u6d77\u76d7\u6a21\u578b<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>AARRR\u6a21\u578b<\/strong>&nbsp;\u53c8\u79f0\u6d77\u76d7\u6a21\u578b\uff0c\u4e13\u6ce8\u4e8e&nbsp;<strong>\u7528\u6237\u751f\u547d\u5468\u671f<\/strong>&nbsp;\uff0c\u5305\u62ec\u83b7\u53d6\uff08Acquisition\uff09\u3001\u6fc0\u6d3b\uff08Activation\uff09\u3001\u7559\u5b58\uff08Retention\uff09\u3001\u6536\u5165\uff08Revenue\uff09\u548c\u81ea\u4f20\u64ad\uff08Referral\uff09\u4e94\u4e2a\u9636\u6bb5\u3002\u6709\u4e9b\u5b9e\u8df5\u8005\u8fd8\u4f1a\u589e\u52a0\u53ec\u56de\uff08Recall\uff09\u9636\u6bb5\uff0c\u5f62\u6210AARRRR\u6a21\u578b\uff0c\u66f4\u5b8c\u6574\u5730\u6982\u62ec\u7528\u6237\u751f\u547d\u5468\u671f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018525ls_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe9\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">AARRR\u5206\u522b\u4ee3\u8868\u4e86\u4e94\u4e2a\u5355\u8bcd\uff0c\u53c8\u5206\u522b\u5bf9\u5e94\u4e86\u4ea7\u54c1\u751f\u547d\u5468\u671f\u4e2d\u7684\u4e94\u4e2a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/202510180mgpo_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe10\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u83b7\u53d6\uff08Acquisition\uff09\uff1a\u7528\u6237\u5982\u4f55\u53d1\u73b0\uff08\u5e76\u6765\u5230\uff09\u4f60\u7684\u4ea7\u54c1\uff1f<\/strong>&nbsp; &nbsp; &nbsp;\u8981\u62c9\u65b0\u3001\u6295\u5e7f\u544a\u3001\u505a\u63a8\u5e7f\u7684\u65f6\u5019\u3002\u7528\u6237\u901a\u8fc7\u4ec0\u4e48\u6e20\u9053\u627e\u5230\u6211\u4eec\uff1f\u54ea\u4e2a\u6e20\u9053\u6765\u7684\u7528\u6237\u6700\u591a\u3001\u8d28\u91cf\u6700\u597d\uff1f\u6295\u4e86\u5c0f\u7ea2\u4e66\u548c\u6296\u97f3\u7684\u5e7f\u544a\uff0c\u8981\u770b\u54ea\u4e2a\u5e73\u53f0\u5e26\u6765\u7684\u65b0\u7528\u6237\u66f4\u591a\uff0c\u4ee5\u540e\u5c31\u591a\u6295\u54ea\u4e2a\u3002<\/li>\n\n\n\n<li><strong>\u6fc0\u6d3b\uff08Activation\uff09\uff1a\u7528\u6237\u7684\u7b2c\u4e00\u6b21\u4f7f\u7528\u4f53\u9a8c\u5982\u4f55\uff1f<\/strong>&nbsp; &nbsp; &nbsp;\u7528\u6237\u7b2c\u4e00\u6b21\u7528\u4ea7\u54c1\uff0c\u62c5\u5fc3\u4ed6\u201c\u73a9\u4e0d\u660e\u767d\u5c31\u8dd1\u4e86\u201d\u7684\u65f6\u5019\u3002\u7528\u6237\u6709\u6ca1\u6709\u4f53\u9a8c\u5230\u4ea7\u54c1\u7684\u6838\u5fc3\u4ef7\u503c\uff1f(\u6bd4\u5982\u7b2c\u4e00\u6b21\u5c31\u7528\u6ee4\u955c\u53d1\u4e86\u670b\u53cb\u5708)\uff0c\u4e00\u4e2a\u65b0\u7528\u6237\u4e0b\u8f7dApp\uff0c\u5f15\u5bfc\u4ed6\u5feb\u901f\u5b8c\u6210\u7b2c\u4e00\u4e2a\u6838\u5fc3\u52a8\u4f5c(\u5982\u53d1\u5e03\u7b2c\u4e00\u6761\u89c6\u9891)\uff0c\u8ba9\u4ed6\u89c9\u5f97\u201c\u8fd9 app \u6709\u7528\/\u597d\u73a9\u201d\u3002<\/li>\n\n\n\n<li><strong>\u7559\u5b58\uff08Retention\uff09\uff1a\u7528\u6237\u662f\u5426\u8fd8\u4f1a\u56de\u5230\u4ea7\u54c1\uff08\u91cd\u590d\u4f7f\u7528\uff09\uff1f<\/strong>&nbsp; &nbsp; &nbsp;\u62c5\u5fc3\u7528\u6237\u7528\u5b8c\u4e00\u6b21\u5c31\u5220\uff0c\u6216\u8005\u518d\u4e5f\u4e0d\u6253\u5f00\u4e86\u3002\u5173\u952e\u95ee\u9898 \uff1a\u7528\u6237\u660e\u5929\u3001\u4e0b\u5468\u8fd8\u4f1a\u4e3b\u52a8\u6765\u7528\u5417\uff1f\u6bd4\u5982 \uff1a\u901a\u8fc7\u63a8\u9001\u901a\u77e5\u3001\u7b7e\u5230\u79ef\u5206\u3001\u5468\u671f\u6027\u6d3b\u52a8\uff08\u5982\u6bcf\u5468\u4e94\u7684\u4fc3\u9500\uff09\uff0c\u8ba9\u7528\u6237\u517b\u6210\u4e60\u60ef\uff0c\u53cd\u590d\u56de\u6765\u3002<\/li>\n\n\n\n<li><strong>\u6536\u5165\uff08Revenue\uff09\uff1a\u4ea7\u54c1\u600e\u6837\uff08\u901a\u8fc7\u7528\u6237\uff09\u8d5a\u94b1\uff1f<\/strong>&nbsp; &nbsp; &nbsp;\u9700\u8981\u5546\u4e1a\u53d8\u73b0\u3001\u63d0\u5347\u6536\u5165\u7684\u65f6\u5019\u3002\u5173\u952e\u95ee\u9898 \uff1a\u7528\u6237\u613f\u610f\u4e3a\u4ec0\u4e48\u529f\u80fd\/\u670d\u52a1\u4ed8\u94b1\uff1f\u6bd4\u5982 \uff1a\u7814\u7a76\u4ed8\u8d39\u4f1a\u5458\u3001\u9ad8\u7ea7\u529f\u80fd\u3001\u5e7f\u544a\u6295\u653e\u7b49\u54ea\u79cd\u65b9\u5f0f\u8d5a\u5f97\u6700\u591a\uff0c\u5e76\u4f18\u5316\u4ed8\u8d39\u6d41\u7a0b\u3002<\/li>\n\n\n\n<li><strong>\u4f20\u64ad\uff08Refer\uff09\uff1a\u7528\u6237\u662f\u5426\u613f\u610f\u544a\u8bc9\u5176\u4ed6\u7528\u6237\uff1f<\/strong>&nbsp; &nbsp; &nbsp;\u589e\u957f\u9047\u5230\u74f6\u9888\uff0c\u8001\u7528\u6237\u5f88\u591a\u4f46\u65b0\u7528\u6237\u4e0d\u591f\u65f6\u3002\u5173\u952e\u95ee\u9898 \uff1a\u7528\u6237\u4f1a\u81ea\u53d1\u5206\u4eab\u4f60\u7684\u4ea7\u54c1\u5417\uff1f\u6bd4\u5982 \uff1a\u8bbe\u8ba1\u201c\u5206\u4eab\u5f97\u4f18\u60e0\u201d\u3001\u201c\u9080\u8bf7\u6709\u5956\u52b1\u201d\u7b49\u88c2\u53d8\u673a\u5236\uff0c\u8ba9\u8001\u7528\u6237\u5e26\u6765\u65b0\u7528\u6237<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;4.4&nbsp;\u6307\u6807\u5206\u7c7b\u4e0e\u5206\u7ea7<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u7acb\u6307\u6807\u4f53\u7cfb\u9700\u8981\u5bf9\u6307\u6807\u8fdb\u884c&nbsp;<strong>\u7cfb\u7edf\u5316\u5206\u7c7b\u548c\u5206\u7ea7<\/strong>&nbsp;\uff0c\u4ee5\u4fbf\u4e0d\u540c\u5c42\u7ea7\u7684\u4f7f\u7528\u8005\u80fd\u591f\u5feb\u901f\u627e\u5230\u548c\u7406\u89e3\u76f8\u5173\u6307\u6807\u3002\u901a\u5e38\uff0c\u6211\u4eec\u5c06\u6307\u6807\u5206\u4e3a\u4e09\u4e2a\u7ea7\u522b\uff1a<strong>\u7b2c\u4e00\u5173\u952e\u6307\u6807\uff08\u5317\u6781\u661f\u6307\u6807\uff09\u3001\u4e00\u7ea7\u6307\u6807<\/strong>&nbsp; \u548c&nbsp;<strong>\u4e8c\u7ea7\u6307\u6807<\/strong><br>&nbsp;&nbsp;&nbsp;4.4.1 \u5317\u6781\u661f\u6307\u6807<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u53c8\u79f0\u7b2c\u4e00\u5173\u952e\u6307\u6807\uff0c\u662f\u53cd\u6620\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\u7684\u552f\u4e00\u6700\u91cd\u8981\u6307\u6807\u3002\u5b83\u5e94\u5f53\u80fd\u53cd\u6620\u7528\u6237\u4ece\u4ea7\u54c1\u4e2d\u83b7\u5f97\u7684\u6838\u5fc3\u4ef7\u503c\uff0c\u53cd\u6620\u7528\u6237\u7684\u6d3b\u8dc3\u7a0b\u5ea6\uff0c\u76f4\u89c2\u53ef\u62c6\u89e3\uff0c\u5e76\u80fd\u591f\u4e3a\u4ea7\u54c1\u6216\u4e1a\u52a1\u7684\u957f\u671f\u76ee\u6807\u5960\u5b9a\u57fa\u7840\u3002\u4f8b\u5982\uff0c\u6253\u8f66\u7c7bApp\u7684\u5317\u6781\u661f\u6307\u6807\u662f\"\u6210\u5355\u7387\"\uff0c\u652f\u4ed8\u5b9d\u65e9\u671f\u7684\u5317\u6781\u661f\u6307\u6807\u662f\"\u4e24\u4ebf\u4e09\u6b21\"\uff08\u4e00\u5e74\u5185\u8fbe\u52302\u4ebf\u7528\u6237\uff0c\u7528\u6237\u5e73\u5747\u4f7f\u7528\u6b21\u6570\u8d85\u8fc7\u4e09\u6b21\uff09<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u4e8e\uff1a\u4e1a\u52a1\u521d\u671f\uff0c\u4e0d\u5e94\u5173\u6ce8\u6240\u6709\u5230\u5904\u53d1\u529b\uff0c\u53ef\u80fd\u54ea\u4e00\u5757\u90fd\u6ca1\u6709\u505a\u597d\u3002<\/strong>\u6211\u4eec\u5e94\u8be5\u5173\u6ce8\u4e00\u4e2a\u6307\u6807\uff0c\u8fd9\u4e2a\u6307\u6807\u5bf9\u6211\u4eec\u6765\u8bf4\u662f\u6700\u5173\u952e\u7684\uff0c\u4e3a\u4e86\u63d0\u9ad8\u6307\u6807\u53ef\u80fd\u4f1a\u884d\u751f\u51faN\u591a\u4e2a\u6307\u6807\uff0c\u8fd9\u4e9b\u884d\u751f\u6307\u6807\u4e0e\u7b2c\u4e00\u5173\u952e\u6307\u6807\u5171\u540c\u652f\u6491\u3002\u6bd4\u5982\u5728\u4e1a\u52a1\u521d\u671f\u9636\u6bb5\uff0c\u6211\u4eec\u91cd\u70b9\u5173\u6ce8\u9500\u552e\u989d\u8fd9\u4e2a\u6307\u6807\uff0cGMV\uff08\u6210\u4ea4\u989d\uff09= \u9500\u552e\u989d + \u53d6\u6d88\u8ba2\u5355\u91d1\u989d+\u62d2\u6536\u8ba2\u5355\u91d1\u989d+\u9000\u8d27\u8ba2\u5355\u91d1\u989d+\u4f18\u60e0\u5238\u91d1\u989d\u3002\u5728\u521b\u4e1a\u9636\u6bb5\uff1a<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>MVP\u9636\u6bb5\uff1aMinimum Viable Product: \u6700\u5c0f\u53ef\u7528\u4ea7\u54c1\uff0c\u5b9a\u6027\u5206\u6790<\/li>\n\n\n\n<li>\u589e\u957f\u9636\u6bb5\uff1a\u7559\u5b58\u9636\u6bb5\uff0c\u8fd9\u4e2a\u9636\u6bb5\u4f1a\u91cd\u70b9\u5173\u6ce8\u7559\u5b58\u7387<\/li>\n\n\n\n<li>\u53d8\u73b0\u9636\u6bb5\uff1a\u91cd\u70b9\u5173\u6ce8\u8425\u6536\/\u6210\u672c\/\u5229\u6da6\u7387\uff1bLTV(Life Time Value)\uff1bCAC\uff08Customer Acquisition Cost\uff09\uff1b\u53ef\u4ee5\u901a\u8fc7\u5206\u6210\u6bd4\u4f8b\u3001\u76c8\u5229\u5468\u671f\u5bf9\u6e20\u9053\u8fdb\u884c\u5206\u6790\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9002\u7528\u573a\u666f\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u6218\u7565\u805a\u7126\uff1a\u907f\u514d\u56e2\u961f\u8ff7\u5931\u5728\u6570\u636e\u91cc\u3002<\/strong>\u5f53\u56e2\u961f\u4e89\u8bba\u4f18\u5148\u7ea7\uff0c\u6bcf\u4e2a\u4eba\uff08\u4ea7\u54c1\u3001\u8fd0\u8425\u3001\u5e02\u573a\uff09\u90fd\u53ea\u76ef\u7740\u81ea\u5df1\u90e8\u95e8\u7684\u6307\u6807\uff08\u5982\u70b9\u51fb\u7387\u3001\u4e0b\u8f7d\u91cf\u3001\u6d3b\u8dc3\u5ea6\uff09\u65f6\u3002\u53d1\u8d77\u8ba8\u8bba\uff0c\u5171\u540c\u786e\u5b9a\u5f53\u524d\u9636\u6bb5 \u552f\u4e00 \u6700\u91cd\u8981\u7684\u76ee\u6807\u662f\u4ec0\u4e48\uff08\u6bd4\u5982\u201c\u7528\u6237\u6b21\u65e5\u7559\u5b58\u7387\u201d\uff09\u3002\u4e4b\u540e\uff0c\u6240\u6709\u8d44\u6e90\u548c\u51b3\u7b56\u90fd\u4f18\u5148\u670d\u52a1\u4e8e\u6539\u5584\u8fd9\u4e2a\u6307\u6807\u3002\u7edf\u4e00\u6218\u6597\u65b9\u5411\uff0c\u907f\u514d\u5185\u90e8\u62c9\u626f\uff0c\u529b\u5f80\u4e00\u5904\u4f7f\u3002<\/li>\n\n\n\n<li><strong>\u65e9\u671f\u521b\u4e1a\/\u65b0\u4e1a\u52a1\u9a8c\u8bc1\uff1a\u6d3b\u4e0b\u53bb\u6700\u5173\u952e\u3002<\/strong>\u521b\u4e1a\u516c\u53f8\u6216\u4e00\u4e2a\u65b0\u9879\u76ee\u521a\u542f\u52a8\uff0c\u8d44\u6e90\u6781\u5ea6\u6709\u9650\uff0c\u65e0\u6cd5\u9762\u9762\u4ff1\u5230\u3002\u5fd8\u8bb0\u201c\u5b8f\u5927\u7684\u6307\u6807\u4f53\u7cfb\u201d\uff0c\u627e\u5230\u90a3\u4e2a\u80fd\u9a8c\u8bc1\u201c\u4ea7\u54c1\u662f\u5426\u88ab\u9700\u8981\u201d\u7684 \u751f\u6b7b\u6307\u6807 \u3002\u901a\u5e38\u662f\uff1a\u6fc0\u6d3b\u7387 \uff1a\u7528\u6237\u662f\u5426\u4f53\u9a8c\u5230\u4e86\u4ea7\u54c1\u7684\u201c\u723d\u70b9\u201d\uff1f \u7559\u5b58\u7387 \uff1a\u7528\u6237\u662f\u5426\u4f1a\u56de\u6765\uff1f\u96c6\u4e2d\u6240\u6709\u706b\u529b\u89e3\u51b3\u6838\u5fc3\u77db\u76fe\uff0c\u5feb\u901f\u9a8c\u8bc1\u6a21\u5f0f\u80fd\u5426\u8dd1\u901a\uff0c\u907f\u514d\u65e9\u671f\u6d6a\u8d39\u8d44\u6e90\u3002<\/li>\n\n\n\n<li><strong>\u4e13\u9879\u653b\u575a\uff1a\u89e3\u51b3\u6700\u81f4\u547d\u7684\u74f6\u9888\u95ee\u9898\u3002<\/strong>\u4e1a\u52a1\u9047\u5230\u660e\u663e\u74f6\u9888\uff0c\u6bd4\u5982\u7528\u6237\u6d41\u5931\u4e25\u91cd\u3001\u589e\u957f\u505c\u6ede\u6216\u8f6c\u5316\u7387\u6781\u4f4e\u3002\u901a\u8fc7\u6570\u636e\u5206\u6790\uff0c\u627e\u5230\u7528\u6237\u65c5\u7a0b\u4e2d\u6700\u81f4\u547d\u7684\u201c\u6f0f\u6c34\u70b9\u201d\u3002\u7136\u540e\u8bbe\u5b9a\u4e00\u4e2a\u9636\u6bb5\u6027\u7684\u552f\u4e00\u6307\u6807\uff0c\u6bd4\u5982\uff1a\u201c\u5728\u672a\u6765\u4e00\u4e2a\u6708\uff0c\u5168\u529b\u5c06 \u652f\u4ed8\u6d41\u7a0b\u7684\u8f6c\u5316\u7387 \u63d0\u534710%\u3002\u201d \u5c06\u4e00\u4e2a\u590d\u6742\u95ee\u9898\u8f6c\u5316\u4e3a\u4e00\u4e2a\u6e05\u6670\u3001\u53ef\u8861\u91cf\u7684\u77ed\u671f\u76ee\u6807\uff0c\u96c6\u4e2d\u529b\u91cf\u6253\u6b7c\u706d\u6218\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;4.4.2&nbsp;\u4e00\u7ea7\u6307\u6807<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u652f\u6491\u5317\u6781\u661f\u6307\u6807\u7684\u6838\u5fc3\u6307\u6807\uff0c\u901a\u5e38\u5bf9\u5e94\u8f83\u5927\u7684\u4e1a\u52a1\u5355\u5143\u6216\u6d41\u7a0b\u3002\u5982\u5c06\u6210\u5355\u7387\u62c6\u89e3\uff0c\u53ef\u5f97\u5230\"\u53d1\u5355\u6570\"\u3001\"\u5b8c\u5355\u6570\"\u7b49\u4e00\u7ea7\u6307\u6807\u3002<br>&nbsp;&nbsp;&nbsp;4.4.2 \u4e8c\u7ea7\u6307\u6807<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u8fdb\u4e00\u6b65\u7ec6\u5206\u4e00\u7ea7\u6307\u6807\uff0c\u7528\u4e8e\u6df1\u5165\u5206\u6790\u95ee\u9898\u6839\u6e90\u3002\u5982\u5c06\"\u5b8c\u5355\u6570\"\u62c6\u5206\u53ef\u5f97\u5230\"\u53f8\u673a\u53d6\u6d88\u8ba2\u5355\u6570\u91cf\"\u3001\"\u4e58\u5ba2\u53d6\u6d88\u8ba2\u5355\u6570\u91cf\"\u7b49\u4e8c\u7ea7\u6307\u6807\u3002\u5bf9\u4e8e\u5ba2\u670d\u4eba\u5458\u6765\u8bb2\uff0c\u66f4\u9700\u8981\u5173\u6ce8\u8fd9\u4e9b\u4e8c\u7ea7\u6307\u6807\uff0c\u8ddf\u8fdb\u4e86\u89e3\u53f8\u673a\u548c\u4e58\u5ba2\u53d6\u6d88\u8ba2\u5355\u7684\u539f\u56e0\uff0c\u89e3\u51b3\u53f8\u4e58\u7528\u6237\u4f53\u9a8c\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8868\uff1a\u4e0d\u540c\u5c42\u7ea7\u6307\u6807\u7684\u7279\u70b9\u4e0e\u7528\u9014<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u6307\u6807\u5c42\u7ea7<\/td><td>\u7279\u70b9<\/td><td>\u5178\u578b\u4f7f\u7528\u8005<\/td><td>\u793a\u4f8b<\/td><\/tr><tr><td>\u5317\u6781\u661f\u6307\u6807<\/td><td>\u53cd\u6620\u4ea7\u54c1\u6838\u5fc3\u4ef7\u503c\uff0c\u552f\u4e00\u4e14\u805a\u7126<\/td><td>\u9ad8\u7ba1\u3001\u51b3\u7b56\u8005<\/td><td>\u6210\u5355\u7387\uff08\u6253\u8f66App\uff09<\/td><\/tr><tr><td>\u4e00\u7ea7\u6307\u6807<\/td><td>\u652f\u6491\u5317\u6781\u661f\u6307\u6807\uff0c\u8986\u76d6\u4e3b\u8981\u4e1a\u52a1\u5355\u5143<\/td><td>\u4e1a\u52a1\u90e8\u95e8\u8d1f\u8d23\u4eba<\/td><td>\u53d1\u5355\u6570\u3001\u5b8c\u5355\u6570<\/td><\/tr><tr><td>\u4e8c\u7ea7\u6307\u6807<\/td><td>\u7ec6\u5206\u4e00\u7ea7\u6307\u6807\uff0c\u7528\u4e8e\u6df1\u5ea6\u5206\u6790<\/td><td>\u4e1a\u52a1\u4eba\u5458\u3001\u5206\u6790\u5e08<\/td><td>\u53f8\u673a\u53d6\u6d88\u8ba2\u5355\u6570\u3001\u4e58\u5ba2\u53d6\u6d88\u8ba2\u5355\u6570<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;4.5&nbsp;\u6307\u6807\u5206\u6790\u4e0e\u6d1e\u5bdf<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5355\u7eaf\u5c55\u793a\u6307\u6807\u6570\u503c\u5f80\u5f80\u4e0d\u8db3\u4ee5\u652f\u6491\u6df1\u5ea6\u51b3\u7b56\uff0c\u9700\u8981\u7ed3\u5408\u5404\u79cd\u5206\u6790\u65b9\u6cd5\u6316\u6398\u6570\u636e\u80cc\u540e\u7684\u6d1e\u5bdf\u3002\u4ee5\u4e0b\u662f\u51e0\u79cd\u5e38\u7528\u7684\u6307\u6807\u5206\u6790\u65b9\u6cd5\uff1a<br>&nbsp;&nbsp;&nbsp;4.5.1&nbsp;\u675c\u90a6\u5206\u6790<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5c06\u6838\u5fc3\u6307\u6807\u62c6\u89e3\u4e3a\u591a\u4e2a\u76f8\u4e92\u5173\u8054\u7684\u56e0\u5b50\uff0c\u5f62\u6210\u56e0\u5b50\u6811\uff0c\u5e2e\u52a9\u5206\u6790\u5f71\u54cd\u6307\u6807\u7684\u5173\u952e\u56e0\u7d20\u3002\u4f8b\u5982\uff0c\u5c06\"\u6bdb\u5229\"\u62c6\u89e3\u4e3a\"\u9500\u552e\u989d\u00d7\u6bdb\u5229\u7387-\u8425\u9500\u8d39\u7528\"\uff0c\u8fdb\u4e00\u6b65\u5c06\"\u9500\u552e\u989d\"\u62c6\u89e3\u4e3a\"\u8ba2\u5355\u91cf\u00d7\u5ba2\u5355\u4ef7\"\uff0c\u4ece\u800c\u5168\u9762\u7406\u89e3\u6bdb\u5229\u7684\u5f71\u54cd\u56e0\u7d20\u3002\u793a\u4f8b \u5e7f\u544a\u573a\u666f :&nbsp;<strong>\u7ade\u4ef7\u5e7f\u544a\u6536\u5165 = ecpm * &nbsp;(\u66dd\u5149\u91cf\/ 1000)\uff1b<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018njzoz_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe11\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u9645\u5e94\u7528\u4e0e\u6d1e\u5bdf\uff1a\u4e0d\u6ee1\u8db3\u4e8e\u770b\u5355\u4e00\u7684\u6700\u7ec8\u7ed3\u679c\uff08ROE\uff09\uff0c\u800c\u662f\u6df1\u5165\u6316\u6398\u8fd9\u4e2a\u7ed3\u679c\u80cc\u540e\u7684\u9a71\u52a8\u56e0\u7d20\uff0c<\/strong>\u5c31\u50cf\u62c6\u89e3\u4e00\u4e2a\u673a\u5668\uff0c\u770b\u6bcf\u4e2a\u9f7f\u8f6e\u7684\u8fd0\u8f6c\u60c5\u51b5\u4e00\u6837\u3002<br>&nbsp;&nbsp;&nbsp;4.5.2&nbsp;\u6f0f\u6597\u5206\u6790<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5206\u6790\u7528\u6237\u5728\u591a\u6b65\u6d41\u7a0b\u4e2d\u7684\u8f6c\u5316\u60c5\u51b5\uff0c\u5e2e\u52a9\u8bc6\u522b\u6d41\u7a0b\u4e2d\u7684\u74f6\u9888\u73af\u8282\u3002\u4f8b\u5982\uff0c\u5206\u6790\u7528\u6237\u4ece\"\u6d4f\u89c8\u5546\u54c1\"\u5230\"\u52a0\u5165\u8d2d\u7269\u8f66\"\u518d\u5230\"\u652f\u4ed8\u6210\u529f\"\u7684\u5168\u6d41\u7a0b\u8f6c\u5316\u60c5\u51b5\u3002\u6d4f\u89c8\u5546\u54c1 -&gt; \u70b9\u51fb\u8d2d\u4e70 -&gt; \u586b\u5199\u8ba2\u5355 -&gt; \u652f\u4ed8\u6210\u529f\uff0c\u6bcf\u4e2a\u73af\u8282\u7684\u6f0f\u6597\u6298\u635f\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018g4umu_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe12\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u9645\u5e94\u7528\u4e0e\u6d1e\u5bdf\uff1a<\/strong>\u5b83\u80fd\u76f4\u63a5\u544a\u8bc9\u4f60\u95ee\u9898\u51fa\u5728<strong>\u54ea\u4e2a\u73af\u8282<\/strong>\uff0c\u8282\u7701\u4e86\u5927\u91cf\u76f2\u76ee\u6392\u67e5\u7684\u65f6\u95f4\u3002<br>&nbsp;&nbsp;&nbsp;4.5.3&nbsp;\u7ef4\u5ea6\u4e0b\u94bb<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u6dfb\u52a0\u7ef4\u5ea6\u5bf9\u6307\u6807\u8fdb\u884c\u7ec6\u5206\uff0c\u53d1\u73b0\u6570\u636e\u80cc\u540e\u7684\u6a21\u5f0f\u3002\u4f8b\u5982\uff0c\u5c06\u603b\u9500\u552e\u989d\u6309\u5730\u533a\u3001\u4ea7\u54c1\u7c7b\u522b\u3001\u65f6\u95f4\u7b49\u7ef4\u5ea6\u8fdb\u884c\u4e0b\u94bb\u5206\u6790\uff0c\u53d1\u73b0\u9500\u552e\u989d\u6ce2\u52a8\u7684\u5177\u4f53\u539f\u56e0\u793a\u4f8b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018t5tk3_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe13\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u9645\u5e94\u7528\u4e0e\u6d1e\u5bdf\uff1a<\/strong>\u7ef4\u5ea6\u4e0b\u94bb\u8fdc\u4e0d\u6b62\u662f\u201c\u6570\u636e\u5206\u7ec4\u201d\u6216\u201c\u505a\u4e2a\u997c\u56fe\u201d\u3002\u5b83\u662f\u6570\u636e\u5206\u6790\u4e2d\u6700\u57fa\u7840\u3001\u6700\u5f3a\u5927\u7684\u4e00\u79cd<strong>\u6839\u56e0\u5206\u6790\uff08Root Cause Analysis\uff09<\/strong>&nbsp;\u65b9\u6cd5\uff0c\u5176\u672c\u8d28\u662f<strong>\u901a\u8fc7\u8fde\u7eed\u5730\u5207\u6362\u89c2\u5bdf\u6570\u636e\u7684\u89c6\u89d2\uff0c\u4ece\u5b8f\u89c2\u73b0\u8c61\u903c\u8fd1\u5fae\u89c2\u539f\u56e0\uff0c\u4ece\u800c\u5c06\u95ee\u9898\u5b9a\u4f4d\u5230\u53ef\u884c\u52a8\u7684\u7ef4\u5ea6\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5b9e\u7528\u6280\u5de7\u4e0e\u6ce8\u610f\u4e8b\u9879 (Tips)\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4e0b\u94bb\u987a\u5e8f\u5f88\u91cd\u8981\uff1a\u4f18\u5148\u9009\u62e9\u4e1a\u52a1\u4e0a\u6700\u654f\u611f\u3001\u53d8\u5316\u6700\u5feb\u7684\u7ef4\u5ea6\uff08\u5982\u65f6\u95f4\uff09\uff0c\u7136\u540e\u4e0b\u94bb\u5230\u8d21\u732e\u6700\u5927\u7684\u7ef4\u5ea6\uff08\u5982\u5730\u533a\u3001\u4ea7\u54c1\uff09\u3002<\/li>\n\n\n\n<li>\u4e0d\u662f\u7ef4\u5ea6\u8d8a\u591a\u8d8a\u597d\uff1a\u8fc7\u5ea6\u4e0b\u94bb\u4f1a\u4ea7\u751f\u5927\u91cf\u7ec6\u679d\u672b\u8282\u7684\u6570\u636e\u5207\u7247\uff0c\u5bb9\u6613\u8ba9\u4eba\u8ff7\u5931\u3002\u59cb\u7ec8\u7262\u8bb0\u5206\u6790\u76ee\u6807\uff1a\u5bfb\u627e\u6839\u56e0\uff0c\u6307\u5bfc\u884c\u52a8\u3002<\/li>\n\n\n\n<li>\u4e0eA\/B\u6d4b\u8bd5\u7ed3\u5408\uff1a\u4e0b\u94bb\u5e2e\u4f60\u5f62\u6210\u5047\u8bbe\uff08\u201c\u6211\u8ba4\u4e3a\u662f\u5e7f\u544a\u7d20\u6750\u7684\u95ee\u9898\u201d\uff09\uff0cA\/B\u6d4b\u8bd5\u5219\u5e2e\u4f60\u9a8c\u8bc1\u8fd9\u4e2a\u5047\u8bbe\uff08\u201c\u6d4b\u8bd5\u4e00\u4e0b\u65b0\u65e7\u4e24\u79cd\u7d20\u6750\u7684\u6548\u679c\u201d\uff09\u3002<\/li>\n\n\n\n<li>\u8b66\u60d5\u201c\u8f9b\u666e\u68ee\u6096\u8bba\u201d\uff1a\u6709\u65f6\u5c40\u90e8\u6570\u636e\u8868\u73b0\u7684\u8d8b\u52bf\u548c\u6574\u4f53\u8868\u73b0\u7684\u8d8b\u52bf\u5b8c\u5168\u76f8\u53cd\uff0c\u5fc5\u987b\u7efc\u5408\u591a\u4e2a\u7ef4\u5ea6\u4e00\u8d77\u770b\uff0c\u907f\u514d\u5f97\u51fa\u9519\u8bef\u7ed3\u8bba\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;4.5.4&nbsp;\u8d8b\u52bf\u5206\u6790<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u89c2\u5bdf\u6307\u6807\u968f\u65f6\u95f4\u7684\u53d8\u5316\u8d8b\u52bf\uff0c\u8bc6\u522b\u5468\u671f\u6027\u6a21\u5f0f\u548c\u5f02\u5e38\u6ce2\u52a8\u3002\u4f8b\u5982\uff0c\u5206\u6790\u9500\u552e\u989d\u7684\u5468\u8d8b\u52bf\u3001\u6708\u8d8b\u52bf\u548c\u5e74\u8d8b\u52bf\uff0c\u533a\u5206\u5b63\u8282\u6027\u5f71\u54cd\u548c\u771f\u6b63\u7684\u4e1a\u52a1\u53d8\u5316\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u65f6\u95f4\u5e8f\u5217\u8d8b\u52bf\u5206\u6790\u7684\u6838\u5fc3\u601d\u60f3\u662f\uff1a<strong>\u5c06\u4e00\u4e2a\u65f6\u95f4\u5e8f\u5217\u6570\u636e\u5206\u89e3\u4e3a\u51e0\u4e2a\u5185\u5728\u7684\u3001\u6709\u610f\u4e49\u7684\u7ec4\u6210\u90e8\u5206\uff0c<\/strong>\u4ece\u800c\u66f4\u597d\u5730\u7406\u89e3\u5176\u80cc\u540e\u7684\u6a21\u5f0f\u548c\u9a71\u52a8\u56e0\u7d20\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018w7ytp_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe14\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u8fd9\u4e9b\u5206\u6790\u65b9\u6cd5\u5f80\u5f80\u9700\u8981\u7ed3\u5408\u4f7f\u7528\uff0c\u624d\u80fd\u4ece\u4e0d\u540c\u89d2\u5ea6\u7406\u89e3\u6307\u6807\u53d8\u5316\u80cc\u540e\u7684\u539f\u56e0\uff0c\u5f62\u6210\u5168\u9762\u800c\u6df1\u5165\u7684\u4e1a\u52a1\u6d1e\u5bdf\u3002<\/strong><br>&nbsp;&nbsp;&nbsp;4.6&nbsp;\u6307\u6807\u5206\u5c42\u4e0b\u94bb<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e3a\u4ec0\u4e48\u9700\u8981\u4e0b\u94bb\u5206\u6790\uff1f<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5047\u8bbe\u4f60\u662f\u67d0\u7535\u5546\u5e73\u53f0\u7684\u9996\u5e2d\u589e\u957f\u5b98\uff08CGO\uff09\uff0c\u5728\u5468\u4e00\u4e0a\u5348\u7684\u590d\u76d8\u4f1a\u4e0a\uff0c\u4f60\u770b\u5230\u4e0a\u5468\u7684\u6838\u5fc3\u6307\u6807\u201c\u5e73\u53f0\u603bGMV\u201d\uff08\u5317\u6781\u661f\u6307\u6807\uff09 \u540c\u6bd4\u4e0b\u8dcc\u4e8615%\uff0c\u4e25\u91cd\u4e0d\u53ca\u9884\u671f\u3002\u6b64\u65f6\uff0c\u4f60\u9762\u4e34\u7684\u6838\u5fc3\u95ee\u9898\u662f\uff1a\u201cGMV\u4e3a\u4ec0\u4e48\u4e0b\u8dcc\uff1f\u6211\u4eec\u8be5\u600e\u4e48\u529e\uff1f\u201d \u9762\u5bf9\u8fd9\u6837\u4e00\u4e2a\u5b8f\u89c2\u7684\u8d1f\u9762\u4fe1\u53f7\uff0c\u6700\u65e0\u6548\u7684\u53cd\u5e94\u5c31\u662f\u6050\u614c\u6216\u63d0\u51fa\u201c\u5fc5\u987b\u63d0\u5347GMV\u201d\u8fd9\u79cd\u7a7a\u6d1e\u7684\u53e3\u53f7\u3002\u6700\u6709\u6548\u7684\u53cd\u5e94\u662f\uff1a\u201c\u8ba9\u6211\u4eec\u4e0b\u94bb\u5206\u6790\uff0c\u627e\u5230\u95ee\u9898\u7684\u6839\u6e90\u3002\u201d<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4e0b\u94bb\u5206\u6790\u7684\u6838\u5fc3\u4ef7\u503c\u5728\u4e8e\uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u4ece\u5b8f\u89c2\u5230\u5fae\u89c2\uff1a \u5c06\u4e00\u4e2a\u5927\u800c\u5316\u4e4b\u7684\u95ee\u9898\uff0c\u8f6c\u5316\u4e3a\u4e00\u4e2a\u5177\u4f53\u3001\u53ef\u5f52\u56e0\u3001\u53ef\u884c\u52a8\u7684\u5177\u4f53\u95ee\u9898\u3002<\/li>\n\n\n\n<li>\u907f\u514d\u201c\u6307\u6807\u66b4\u653f\u201d\uff1a \u9632\u6b62\u56e2\u961f\u4e3a\u4e86\u63d0\u5347\u4e00\u4e2a\u5b8f\u89c2\u6570\u5b57\u800c\u91c7\u53d6\u4f24\u5bb3\u957f\u671f\u5229\u76ca\u7684\u77ed\u89c6\u884c\u4e3a\uff08\u5982\u65e0\u8282\u5236\u8865\u8d34\uff09\u3002<\/li>\n\n\n\n<li>\u7cbe\u51c6\u5b9a\u4f4d\u8d23\u4efb\uff1a \u5feb\u901f\u5b9a\u4f4d\u95ee\u9898\u662f\u51fa\u5728\u54ea\u4e2a\u4e1a\u52a1\u677f\u5757\u6216\u90e8\u95e8\uff0c\u7531\u8c01\u6765\u89e3\u51b3\u6700\u5408\u9002\u3002<\/li>\n<\/ol>\n\n\n\n<p class=\"wp-block-paragraph\">\u6307\u6807\u5206\u5c42\u7684\u8fc7\u7a0b \u672c\u8d28\u662f<strong>\u63d0\u51fa\u5047\u8bbe\u3001\u9a8c\u8bc1\u5047\u8bbe\u3001\u5b9a\u4f4d\u95ee\u9898<\/strong>\u7684\u5faa\u73af\u3002\u5b83\u9075\u5faa\u4e00\u4e2a\u6e05\u6670\u7684\u903b\u8f91\u94fe\u6761\uff0c\u5176\u6838\u5fc3\u73af\u8282\u4e0e\u4f9d\u8d56\u5173\u7cfb\u5982\u4e0b\u56fe\u6240\u793a\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018cpqh3_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe15\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u63a5\u4e0b\u6765\uff0c\u6211\u4eec\u5bf9\u6bcf\u4e2a\u6b65\u9aa4\u8fdb\u884c\u8be6\u7ec6\u9610\u8ff0\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c1\u6b65\uff1a\u63d0\u51fa\u5047\u8bbe (Hypothesis)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e\u4e1a\u52a1\u903b\u8f91\uff0c\u63d0\u51faGMV\u53ef\u80fd\u4e0b\u8dcc\u7684\u539f\u56e0\u65b9\u5411\u3002\u8fd9\u662f\u5206\u6790\u7684\u8d77\u70b9\uff0c\u51b3\u5b9a\u4e86\u540e\u7eed\u5206\u6790\u8def\u5f84\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65b9\u6cd5\u4e00\uff1a\u516c\u5f0f\u62c6\u89e3\uff08\u6700\u5e38\u7528\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u516c\u5f0f\uff1a GMV = \u6d3b\u8dc3\u7528\u6237\u6570 \u00d7 \u8f6c\u5316\u7387 \u00d7 \u5ba2\u5355\u4ef7<\/strong><\/li>\n\n\n\n<li><strong>\u5047\u8bbe\uff1a&nbsp;<\/strong>\u4e0b\u8dcc\u53ef\u80fd\u662f\u7531\u4e8e\u2460\u7528\u6237\u53d8\u5c11\u4e86\u3001\u2461\u7528\u6237\u4e0d\u7231\u4e70\u4e1c\u897f\u4e86\uff08\u8f6c\u5316\u4f4e\uff09\u3001\u2462\u4e70\u7684\u4e1c\u897f\u66f4\u4fbf\u5b9c\u4e86\uff08\u5ba2\u5355\u4ef7\u4f4e\uff09\uff0c\u6216\u8005\u662f\u4e09\u8005\u7684\u5171\u540c\u4f5c\u7528\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65b9\u6cd5\u4e8c\uff1a\u4e1a\u52a1\u8def\u5f84\u62c6\u89e3\uff08AARRR\u6a21\u578b\uff09<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5047\u8bbe\uff1a&nbsp;<\/strong>\u95ee\u9898\u53ef\u80fd\u51fa\u5728&nbsp;<strong>\u83b7\u5ba2<\/strong>&nbsp;\uff08\u65b0\u7528\u6237\u5c11\u4e86\uff09\u3001&nbsp;<strong>\u6fc0\u6d3b<\/strong>&nbsp;\uff08\u65b0\u7528\u6237\u6ca1\u4e0b\u5355\uff09\u3001&nbsp;<strong>\u7559\u5b58<\/strong>&nbsp;\uff08\u8001\u7528\u6237\u56de\u6d41\u5c11\uff09\u3001&nbsp;<strong>\u53d8\u73b0&nbsp;<\/strong>\uff08\u4ed8\u8d39\u8f6c\u5316\u4f4e\uff09\u3001&nbsp;<strong>\u63a8\u8350<\/strong>&nbsp;\uff08\u88c2\u53d8\u6548\u679c\u5dee\uff09\u7684\u67d0\u4e00\u73af\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u65b9\u6cd5\u4e09\uff1a\u7528\u6237\/\u4ea7\u54c1\u5206\u5c42\u62c6\u89e3<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u5047\u8bbe\uff1a<\/strong>&nbsp;\u95ee\u9898\u53ef\u80fd\u5c40\u9650\u4e8e\u67d0\u4e00\u7c7b\u7528\u6237\uff08\u5982\u65b0\u7528\u6237\uff09\u6216\u67d0\u4e00\u7c7b\u5546\u54c1\uff08\u5982\u624b\u673a\u6570\u7801\u54c1\u7c7b\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c2\u6b65\uff1a\u9a8c\u8bc1\u5047\u8bbe (Validation)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5229\u7528\u6570\u636e\u5e73\u53f0\u6216BI\u5de5\u5177\uff0c\u67e5\u8be2\u76f8\u5e94\u6307\u6807\u7684\u6570\u636e\uff0c\u9a8c\u8bc1\u4f60\u7684\u54ea\u4e2a\u5047\u8bbe\u6210\u7acb\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u9a8c\u8bc1\u516c\u5f0f\u62c6\u89e3\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u67e5\u770b\u201c\u6d3b\u8dc3\u7528\u6237\u6570\u201d\u3001\u201c\u8f6c\u5316\u7387\u201d\u3001\u201c\u5ba2\u5355\u4ef7\u201d\u4e09\u4e2a\u6307\u6807\u540c\u671f\u7684\u53d8\u5316\u60c5\u51b5\u3002<\/li>\n\n\n\n<li><strong>\u53d1\u73b0\uff1a<\/strong>&nbsp;\u5047\u8bbe\u6570\u636e\u663e\u793a\uff0c\u6d3b\u8dc3\u7528\u6237\u6570\u4e0b\u8dcc20%\uff0c\u8f6c\u5316\u7387\u5fae\u5347\uff0c\u5ba2\u5355\u4ef7\u5fae\u5347\u3002&nbsp;<strong>\u7ed3\u8bba\uff1a<\/strong>&nbsp;\u95ee\u9898\u6838\u5fc3\u51fa\u5728\u201c\u6d3b\u8dc3\u7528\u6237\u6570\u201d\u4e0a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ee7\u7eed\u4e0b\u94bb\uff08\u6d3b\u8dc3\u7528\u6237\u6570\u4e3a\u4ec0\u4e48\u8dcc\uff1f\uff09\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>\u6d3b\u8dc3\u7528\u6237\u6570 = \u65b0\u7528\u6237 + \u8001\u7528\u6237<\/strong><\/li>\n\n\n\n<li>\u8fdb\u4e00\u6b65\u62c6\u89e3\u53d1\u73b0\uff0c\u65b0\u7528\u6237\u6570\u91cf\u66b4\u8dcc40%\uff0c\u8001\u7528\u6237\u6570\u91cf\u4fdd\u6301\u7a33\u5b9a\u3002<strong>&nbsp;\u7ed3\u8bba\uff1a<\/strong>&nbsp;\u95ee\u9898\u8fdb\u4e00\u6b65\u805a\u7126\u5230\u201c\u65b0\u7528\u6237\u83b7\u53d6\u201d\u4e0a\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7ee7\u7eed\u4e0b\u94bb\uff08\u65b0\u7528\u6237\u95ee\u9898\u51fa\u5728\u54ea\uff1f\uff09\uff1a<\/strong><\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>\u67e5\u770b\u65b0\u7528\u6237\u7684&nbsp;<strong>\u8f6c\u5316\u6d41\u7a0b<\/strong>&nbsp;\uff08\u4e0b\u8f7dApp-&gt;\u6ce8\u518c-&gt;\u9996\u5355\u8f6c\u5316\uff09\uff0c\u53d1\u73b0\u4ece\u201c\u4e0b\u8f7d\u201d\u5230\u201c\u6ce8\u518c\u201d\u7684\u73af\u8282\u8f6c\u5316\u7387\u5927\u5e45\u4f4e\u4e8e\u5f80\u5e38\u3002<\/li>\n\n\n\n<li>\u67e5\u770b\u65b0\u7528\u6237\u7684&nbsp;<strong>\u6765\u6e90\u6e20\u9053&nbsp;<\/strong>\uff0c\u53d1\u73b0\u4e3b\u8981\u6295\u5165\u7684\u67d0\u4e2a\u6e20\u9053\uff08\u5982\u4fe1\u606f\u6d41\u6e20\u9053A\uff09\u7684\u65b0\u7528\u6237\u6ce8\u518c\u6210\u672c\u98d9\u5347\uff0c\u4e14\u6ce8\u518c\u8d28\u91cf\u5dee\uff08\u6ce8\u518c\u540e\u4e0b\u5355\u7387\u6781\u4f4e\uff09\u3002<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u7b2c3\u6b65\uff1a\u5f97\u51fa\u7ed3\u8bba\u4e0e\u884c\u52a8 (Conclusion &amp; Action)<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u901a\u8fc7\u5c42\u5c42\u4e0b\u94bb\uff0c\u4f60\u4ece\u201cGMV\u4e0b\u8dcc15%\u201d\u8fd9\u4e2a\u5b8f\u89c2\u95ee\u9898\uff0c\u7cbe\u51c6\u5b9a\u4f4d\u5230\u4e86\u4e00\u4e2a\u5fae\u89c2\u7684\u3001\u53ef\u884c\u52a8\u7684\u5177\u4f53\u95ee\u9898\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u201c\u6211\u4eec\u6700\u5927\u7684\u65b0\u7528\u6237\u83b7\u53d6\u6e20\u9053A\u8fd1\u671f\u51fa\u73b0\u4e86\u4e25\u91cd\u7684\u6548\u7387\u4e0b\u964d\u548c\u8d28\u91cf\u95ee\u9898\uff0c\u8fd9\u662f\u5bfc\u81f4\u672c\u6b21GMV\u4e0d\u53ca\u9884\u671f\u7684\u6838\u5fc3\u6839\u56e0\u3002\u201d<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u57fa\u4e8e\u6b64\uff0c\u4f60\u53ef\u4ee5\u5236\u5b9a&nbsp;<strong>\u7cbe\u51c6\u7684\u884c\u52a8\u65b9\u6848 \uff1a<\/strong><\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>\u7acb\u5373\u884c\u52a8\uff1a<\/strong>&nbsp;\u6682\u505c\u6216\u51cf\u5c11\u6e20\u9053A\u7684\u6295\u653e\uff0c\u907f\u514d\u66f4\u591a\u9884\u7b97\u6d6a\u8d39\u3002<\/li>\n\n\n\n<li><strong>\u5206\u6790\u539f\u56e0\uff1a<\/strong>&nbsp;\u8054\u5408\u5e02\u573a\u6e20\u9053\u56e2\u961f\uff0c\u68c0\u67e5\u6e20\u9053A\u8fd1\u671f\u662f\u5426\u6709\u5f02\u5e38\uff08\u5982\u5e7f\u544a\u7d20\u6750\u8001\u5316\u3001\u7ade\u4e89\u5bf9\u624b\u62ac\u4ef7\u3001\u5e73\u53f0\u89c4\u5219\u53d8\u5316\u7b49\uff09\u3002<\/li>\n\n\n\n<li><strong>\u4f18\u5316\u66ff\u4ee3\uff1a<\/strong>&nbsp;\u4f18\u5316\u6295\u653e\u7d20\u6750\u548c\u843d\u5730\u9875\uff0c\u540c\u65f6\u5c06\u9884\u7b97\u8f6c\u79fb\u5230ROI\u66f4\u9ad8\u7684\u6e20\u9053B\u548cC\u4e0a\u3002<\/li>\n\n\n\n<li><strong>\u76d1\u63a7\u6548\u679c\uff1a&nbsp;<\/strong>\u7d27\u5bc6\u76d1\u63a7\u65b0\u7b56\u7565\u4e0b\u65b0\u7528\u6237\u7684\u83b7\u53d6\u6210\u672c\u548c\u9996\u5355\u8f6c\u5316\u7387\uff0c\u786e\u4fdd\u95ee\u9898\u5f97\u5230\u89e3\u51b3<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018wyd1l_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe16\" \/><\/figure>\n\n\n\n<h1 class=\"wp-block-heading\">05\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548<br>&nbsp;&nbsp;&nbsp;<\/h1>\n\n\n\n<p class=\"wp-block-paragraph\">5.1&nbsp;\u6838\u5fc3\u77db\u76fe\uff1a\u8d28\u91cf\u7684\u4e0d\u53ef\u80fd\u4e09\u89d2\u4e0e\u4fe1\u4efb\u7ecf\u6d4e\u5b66<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u4efb\u4f55\u6570\u636e\u8d28\u91cf\u8ba8\u8bba\u90fd\u5fc5\u987b\u59cb\u4e8e\u627f\u8ba4\u4e00\u4e2a\u6838\u5fc3\u77db\u76fe\uff1a<strong>\u6570\u636e\u8d28\u91cf\u3001\u7814\u53d1\u6548\u7387\u3001\u8ba1\u7b97\u6210\u672c<\/strong>&nbsp;\u6784\u6210\u4e00\u4e2a\u201c\u4e0d\u53ef\u80fd\u4e09\u89d2\u201d\u3002\u8ffd\u6c42\u6781\u81f4\u8d28\u91cf\u5fc5\u7136\u727a\u7272\u6548\u7387\u548c\u6210\u672c\u3002\u6211\u4eec\u7684\u76ee\u6807\u4e0d\u662f\u8ffd\u6c42100%\u51c6\u786e\uff0c\u800c\u662f\u627e\u5230&nbsp;<strong>\u4e1a\u52a1\u53ef\u63a5\u53d7\u7684\u3001\u6027\u4ef7\u6bd4\u6700\u9ad8\u7684\u8d28\u91cf\u5e73\u8861\u70b9\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u4fe1\u4efb\u662f\u6570\u636e\u4e16\u754c\u7684\u8d27\u5e01\uff1a<\/strong>\u6570\u636e\u8d28\u91cf\u7684\u7ec8\u6781\u4ea7\u54c1\u662f\u201c\u4fe1\u4efb\u201d\u3002\u5176\u6210\u672c\u662f<strong>\u9519\u8bef\u51b3\u7b56\u7684\u6210\u672c<\/strong>\uff0c\u5176\u6536\u76ca\u662f<strong>\u57fa\u4e8e\u4fe1\u4efb\u7684\u534f\u4f5c\u6548\u7387<\/strong>\u3002\u6240\u6709\u6280\u672f\u6295\u5165\u90fd\u5fc5\u987b\u670d\u52a1\u4e8e\u964d\u4f4e\u524d\u8005\u3001\u63d0\u5347\u540e\u8005\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018ccnmp_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe17\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;5.2&nbsp;\u63d0\u5347\u6570\u636e\u8d28\u91cf<br>&nbsp;&nbsp;&nbsp;5.2.1 \u51fa\u6570\u665a\uff1a\u4f18\u5316\u4efb\u52a1\u4fdd\u969cSLA<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u95ee\u9898\u672c\u8d28\uff1a\u6570\u636e\u7ba1\u9053\u7684\u7aef\u5230\u7aef\u5ef6\u8fdf = \u8ba1\u7b97\u65f6\u95f4 + \u6392\u961f\u65f6\u95f4 + \u8c03\u5ea6\u5ef6\u8fdf\u3002<br>&nbsp;&nbsp;&nbsp;5.2.2&nbsp;\u6570\u4e0d\u51c6: &nbsp;\u5f3a\u5316\u6570\u636e\u8d28\u91cf\u76d1\u63a7<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u300c\u6570\u4e0d\u51c6\u300d\u7684\u672c\u8d28\u662f<strong>\u5728\u6570\u636e\u7684\u52a0\u5de5\u548c\u6d41\u52a8\u8fc7\u7a0b\u4e2d\uff0c\u5f15\u5165\u4e86\u975e\u9884\u671f\u7684\u5931\u771f\u3002<\/strong>\u6211\u4eec\u7684\u76ee\u6807\u662f\u5728\u5931\u771f\u53d1\u751f\u7684\u77ac\u95f4\u5c31\u53d1\u73b0\u5e76\u5b9a\u4f4d\u5b83\uff0c\u800c\u975e\u7b49\u5230\u4e1a\u52a1\u65b9\u4e0a\u62a5<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6784\u5efa\u8ba1\u7b97\u8840\u7f18\u56fe\u8c31\uff0c\u5c06\u6570\u636e\u8840\u7f18\u8f6c\u5316\u4e3a\u4e00\u5f20\u6709\u5411\u65e0\u73af\u56fe\uff08DAG\uff09\uff0c\u8282\u70b9\u662f\u8868\uff1b\u5f53\u6570\u636e\u6307\u6807\u5f02\u5e38\u65f6\u53ef\u4ee5\u6839\u636eDAG \u5feb\u901f\u5b9a\u4f4d\u81f3\u54ea\u4e2a\u73af\u8282\u3002<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018bvrl9_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe18\" \/><\/figure>\n\n\n\n<ol class=\"wp-block-list\">\n<li>\u63a8\u52a8\u5efa\u7acb\u6570\u636e\u8d28\u91cf\u76d1\u63a7\u7684\u201c\u4e09\u9053\u9632\u7ebf\u201d\uff1a \u6e90\u5934\u4e0e\u63a5\u5165\u5c42\u3001\u5904\u7406\u4e0e\u52a0\u5de5\u5c42\u3001\u5e94\u7528\u4e0e\u6d88\u8d39\u5c42\uff1b<\/li>\n\n\n\n<li>\u5e76\u5bf9\u6bcf\u4e00\u5c42\u660e\u786e\u201c\u6570\u636e\u8d23\u4efb\u5236\u201d\uff0c\u660e\u786e\u6bcf\u4e00\u4efd\u6570\u636e\u7684\u552f\u4e00\u8d1f\u8d23\u4eba\uff08Owner\uff09<\/li>\n<\/ol>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018u6tsr_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe19\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;5.2.3&nbsp;\u53d1\u544a\u8b66\uff1a\u7ebf\u4e0a\u5f02\u5e38\u53ca\u65f6\u611f\u77e5<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u6709\u6548\u4e14\u771f\u5b9e\u7684\u544a\u8b66\uff0c\u771f\u6b63\u7684\u6df1\u5ea6\u5728\u4e8e\u6784\u5efa\u4e00\u4e2a&nbsp;<strong>\u201c\u5206\u5c42\u8fc7\u6ee4\u3001\u667a\u80fd\u964d\u566a\u201d<\/strong>&nbsp;\u7684\u7cfb\u7edf\uff0c\u96be\u5ea6\u662f<strong>\u786e\u4fdd\u6bcf\u4e00\u6761\u544a\u8b66\u90fd\u6709\u6548\u3001\u53ef\u884c\u52a8\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u544a\u8b66\u5206\u7ea7\u6a21\u578b\uff08\u57fa\u4e8e\u4e25\u91cd\u6027\u4e0e\u7d27\u8feb\u6027\uff09<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u7ea7\u522b<\/td><td>\u5b9a\u4e49<\/td><td>\u793a\u4f8b<\/td><td>\u9001\u8fbe\u6e20\u9053<\/td><td>\u54cd\u5e94\u8981\u6c42<\/td><\/tr><tr><td>P0\uff08\u81f4\u547d\uff09<\/td><td>\u6838\u5fc3\u4e1a\u52a1\u4e2d\u65ad\uff0c\u5927\u9762\u79ef\u5f71\u54cd\u7528\u6237<\/td><td>\u4e3b\u6838\u5fc3ETL\u5931\u8d25\uff0c\u9996\u9875\u65e0\u6cd5\u6253\u5f00<\/td><td>\u7535\u8bdd\u3001\u77ed\u4fe1\u3001APP Push<\/td><td>\u7acb\u5373\u54cd\u5e94\uff0c24\/7<\/td><\/tr><tr><td>P1\uff08\u4e25\u91cd\uff09<\/td><td>\u91cd\u8981\u529f\u80fd\u53d7\u635f\uff0c\u90e8\u5206\u7528\u6237\u53d7\u5f71\u54cd<\/td><td>\u5173\u952e\u62a5\u8868\u6570\u636e\u5ef6\u8fdf\uff0c\u67d0\u4e2aAPI\u6210\u529f\u7387\u4e0b\u964d<\/td><td>\u9489\u9489\/\u98de\u4e66\u7fa4 @\u6240\u6709\u4eba<\/td><td>1\u5c0f\u65f6\u5185\u54cd\u5e94<\/td><\/tr><tr><td>P2\uff08\u8b66\u544a\uff09<\/td><td>\u6f5c\u5728\u95ee\u9898\uff0c\u6682\u4e0d\u5f71\u54cd\u7528\u6237<\/td><td>\u78c1\u76d8\u4f7f\u7528\u7387\u8d8580%\uff0c\u6570\u636e\u6ce2\u52a8\u8d85\u9608\u503c<\/td><td>\u90ae\u4ef6\u3001\u9489\u9489\/\u98de\u4e66\u7fa4<\/td><td>\u5f53\u5929\u5185\u5904\u7406<\/td><\/tr><tr><td>P3\uff08\u4fe1\u606f\uff09<\/td><td>\u72b6\u6001\u53d8\u66f4\u4fe1\u606f\uff0c\u65e0\u9700\u884c\u52a8<\/td><td>\u4efb\u52a1\u6267\u884c\u6210\u529f\uff0c\u5bb9\u91cf\u5145\u8db3<\/td><td>\u4ec5\u4eea\u8868\u76d8\u663e\u793a<\/td><td>\u65e0\u9700\u5904\u7406<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u89e3\u51b3\u529e\u6cd5\uff1a<strong>\u4e8b\u524d\u5b9a\u4e49\u76d1\u63a7\u89c4\u5219\u3001\u4e8b\u4e2d\u7a3d\u6838\u6570\u636e\u8d28\u91cf\u3001\u4e8b\u540e\u5206\u6790\u6570\u636e\u8d28\u91cf\u3002<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018fig67_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe20\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">&nbsp;&nbsp;&nbsp;5.2.4&nbsp;\u5efa\u5f52\u56e0\uff1a\u65e5\u5e38\u4e1a\u52a1\u6ce2\u52a8\u81ea\u52a8\u5316<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5f52\u56e0\u672c\u8d28\uff1a\u662f\u4e00\u4e2a&nbsp;<strong>\u201c\u56e0\u679c\u63a8\u65ad\u201d&nbsp;<\/strong>\u95ee\u9898\u3002\u6211\u4eec\u7684\u76ee\u6807\u4e0d\u4ec5\u4ec5\u662f\u77e5\u9053\u201c\u53d1\u751f\u4e86\u4ec0\u4e48\u201d\uff0c\u66f4\u8981\u7cbe\u51c6\u91cf\u5316<strong>\u201c\u4e3a\u4ec0\u4e48\u53d1\u751f\u201d<\/strong>\u4ee5\u53ca<strong>\u201c\u5404\u4e2a\u539f\u56e0\u8d21\u732e\u4e86\u591a\u5c11\u201d<\/strong>\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5efa\u5f52\u56e0\u7684\u65b9\u6cd5\u6709\u5f88\u591a\uff0c\u5927\u81f4\u6d41\u7a0b\u5982\u4e0b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018u8m1w_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe21\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u5f52\u56e0\u65b9\u6cd5\u7684\u7406\u8bba\u6f14\u8fdb\u4e0e\u9009\u62e9<\/strong><\/p>\n\n\n\n<figure class=\"wp-block-table\"><table class=\"has-fixed-layout\"><tbody><tr><td>\u6a21\u578b<\/td><td>\u6838\u5fc3\u601d\u60f3<\/td><td>\u9002\u7528\u573a\u666f<\/td><td>\u6570\u5b66\u672c\u8d28<\/td><td>\u4f18\u7f3a\u70b9<\/td><\/tr><tr><td>\u9996\u56e0\/\u672b\u56e0\u5f52\u56e0<\/td><td>\u5c06100%\u529f\u52b3\u5f52\u4e8e\u7b2c\u4e00\u6b21\u6216\u6700\u540e\u4e00\u6b21\u63a5\u89e6\u70b9<\/td><td>\u7ebf\u7d22\u8f6c\u5316\u3001APP\u4e0b\u8f7d<\/td><td>\u903b\u8f91\u7b80\u5355<\/td><td>\u4f18\u70b9\uff1a\u7b80\u5355\u6613\u5b9e\u73b0\u7f3a\u70b9\uff1a\u4e25\u91cd\u5931\u771f\uff0c\u5ffd\u7565\u5176\u4ed6\u89e6\u70b9<\/td><\/tr><tr><td>\u7ebf\u6027\u5f52\u56e0<\/td><td>\u5c06\u529f\u52b3\u5e73\u5747\u5206\u914d\u7ed9\u8f6c\u5316\u8def\u5f84\u4e0a\u7684\u6bcf\u4e2a\u89e6\u70b9<\/td><td>\u54c1\u724c\u66dd\u5149\u3001\u591a\u6e20\u9053\u8425\u9500<\/td><td>\u5e73\u5747\u4e3b\u4e49<\/td><td>\u4f18\u70b9\uff1a\u516c\u5e73\u7b80\u5355\u7f3a\u70b9\uff1a\u4e0d\u7b26\u5408\u73b0\u5b9e\uff0c\u4f4e\u4f30\u6838\u5fc3\u6e20\u9053<\/td><\/tr><tr><td>\u65f6\u95f4\u8870\u51cf\u5f52\u56e0<\/td><td>\u79bb\u8f6c\u5316\u8d8a\u8fd1\u7684\u89e6\u70b9\uff0c\u83b7\u5f97\u529f\u52b3\u8d8a\u5927<\/td><td>\u4fc3\u9500\u5b63\u3001\u77ed\u671f\u51b3\u7b56<\/td><td>\u6307\u6570\u8870\u51cf<\/td><td>\u4f18\u70b9\uff1a\u4fa7\u91cd\u6700\u7ec8\u63a8\u52a8\u7f3a\u70b9\uff1a\u5ffd\u7565\u54c1\u724c\u957f\u6548\u4ef7\u503c<\/td><\/tr><tr><td>Shapley Value\u5f52\u56e0<\/td><td>\u8ba1\u7b97\u6bcf\u4e2a\u6e20\u9053\u5728\u6240\u6709\u53ef\u80fd\u7ec4\u5408\u4e2d\u7684\u8fb9\u9645\u8d21\u732e<\/td><td>\u591a\u6e20\u9053\u9884\u7b97\u5206\u914d\u3001ROI\u8ba1\u7b97<\/td><td>\u5408\u4f5c\u535a\u5f08\u8bba<\/td><td>\u4f18\u70b9\uff1a\u516c\u5e73\u3001\u7406\u8bba\u575a\u5b9e\u7f3a\u70b9\uff1a\u8ba1\u7b97\u7ec4\u5408\u7206\u70b8\uff0c\u9700\u62bd\u6837\u8fd1\u4f3c<\/td><\/tr><tr><td>\u673a\u5668\u5b66\u4e60\u7684\u6570\u636e\u9a71\u52a8\u5f52\u56e0<\/td><td>\u7528\u7b97\u6cd5\uff08\u5982\u751f\u5b58\u5206\u6790\u3001\u6982\u7387\u56fe\u6a21\u578b\uff09\u4ece\u6570\u636e\u4e2d\u5b66\u4e60\u8d21\u732e\u5ea6<\/td><td>\u7cbe\u51c6\u8425\u9500\u3001\u7528\u6237\u4f53\u9a8c\u4f18\u5316<\/td><td>\u673a\u5668\u5b66\u4e60<\/td><td>\u4f18\u70b9\uff1a\u6700\u8d34\u5408\u73b0\u5b9e\u7f3a\u70b9\uff1a\u5b9e\u73b0\u590d\u6742\uff0c\u9700\u5927\u91cf\u6570\u636e<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>\u73b0\u5b9e\u573a\u666f\u4e2d\uff0c\u591a\u6570\u4e3a\u5173\u952e\u7ef4\u5ea6\u5f15\u8d77 \u6838\u5fc3\u6307\u6807\u6ce2\u52a8\uff0c\u4e5f\u662f\u4e1a\u52a1\u88ab\u95ee\u9891\u6b21\u6700\u9ad8\u3002<\/strong>\u6bd4\u5982\u5e7f\u544a\u8425\u6536\u573a\u666f\u4e2d\uff0c\u7535\u5546\u3001\u6e38\u620f\u884c\u4e1a\u5bf9\u6536\u5165\u5f71\u54cd\u4e00\u822c\u5c31\u8f83\u5927\u3002\u7279\u522b\u662f618\u3001\u53cc11\u7535\u5546\u5927\u4fc3\u5bf9\u5e7f\u544a\u6709\u660e\u663e\u7684\u52a9\u63a8\uff0c\u5206\u6790\u6d41\u7a0b\u5927\u4f53\u4e00\u81f4\uff1a<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Step 1: &nbsp;\u786e\u8ba4\u6ce2\u52a8\u771f\u5b9e\u6027 (Data Validation): \u6392\u9664\u6570\u636e\u4e0a\u62a5\u9519\u8bef\u3001\u6570\u636e\u5ef6\u8fdf\u3001\u7cfb\u7edf\u6545\u969c\u7b49\u6280\u672f\u6027\u95ee\u9898\u3002<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Step 2: &nbsp;\u8fdb\u884c\u7ef4\u5ea6\u4e0b\u94bb (Drill-down Analysis)\uff1a<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e00\u6b65\uff1a\u770b\u65f6\u95f4\u8d8b\u52bf\u3002\u662f\u7a81\u7136\u66b4\u8dcc\/\u6da8\uff0c\u8fd8\u662f\u7f13\u6162\u4e0b\u964d\/\u4e0a\u5347\uff1f<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e8c\u6b65\uff1a\u5206\u884c\u4e1a\/\u5206\u5ba2\u6237\u3002\u4f7f\u7528\u8d21\u732e\u5ea6\u5206\u6790\uff08\u7011\u5e03\u56fe\uff09 \u6216 \u540c\u6bd4\/\u73af\u6bd4\u5dee\u503c\u6392\u540d\uff0c\u5feb\u901f\u627e\u51fa\u5bf9\u672c\u6b21\u6ce2\u52a8\u8d21\u732e\u6700\u5927\u7684\u6b63\u5411\u548c\u8d1f\u5411\u884c\u4e1a\/\u5ba2\u6237\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u7b2c\u4e09\u6b65\uff1a\u5206\u6d41\u91cf\/\u5206\u4ea7\u54c1\u3002\u9501\u5b9a\u95ee\u9898\u884c\u4e1a\u540e\uff0c\u518d\u4e0b\u94bb\u770b\u662f\u54ea\u4e2a\u6d41\u91cf\u6e20\u9053(\u5982iOS\u7aef\u4e0b\u964d\u4e86\uff1f)\u3001\u54ea\u4e2a\u5e7f\u544a\u4ea7\u54c1(\u5982\u641c\u7d22\u5e7f\u544a\u6536\u5165\u4e0b\u6ed1\uff1f)\u7684\u95ee\u9898\u3002<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">\u5e94\u7528\u793a\u4f8b\uff1a<\/p>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018g651u_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe22\" \/><\/figure>\n\n\n\n<figure class=\"wp-block-image\"><img decoding=\"async\" src=\"http:\/\/dengbaoceping.org\/wp-content\/uploads\/2025\/10\/20251018xgm88_.png\" alt=\"\u56fe\u7247\" title=\"\u8be6\u89e3\u6570\u636e\u67b6\u6784\u3001\u6570\u636e\u5b58\u50a8\u3001\u6570\u4ed3\u8bbe\u8ba1\u3001\u6307\u6807\u5b9a\u4e49\u3001\u6570\u636e\u8d28\u91cf\u4e0e\u63d0\u6548\u63d2\u56fe23\" \/><\/figure>\n\n\n\n<p class=\"wp-block-paragraph\">\u539f\u521b\u4f5c\u8005\uff1a\u96f7\u7956\u5168<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u6570\u636e\u7c7b\u7684\u67b6\u6784\u8bbe\u8ba1\u8fdc\u4e0d\u6b62\u662f\u5de5\u5177\u548c\u6982\u5ff5\u7684\u5806\u780c\uff0c\u5b83\u66f4\u50cf\u662f\u4e00\u95e8\u5728\u89c4\u6a21...<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":[],"categories":[39],"tags":[395,394,393,17,392],"class_list":["post-3362","post","type-post","status-publish","format-standard","hentry","category-39","tag-395","tag-394","tag-393","tag-17","tag-392"],"_links":{"self":[{"href":"https:\/\/dengbaoceping.org\/index.php\/wp-json\/wp\/v2\/posts\/3362","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/dengbaoceping.org\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/dengbaoceping.org\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/dengbaoceping.org\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/dengbaoceping.org\/index.php\/wp-json\/wp\/v2\/comments?post=3362"}],"version-history":[{"count":0,"href":"https:\/\/dengbaoceping.org\/index.php\/wp-json\/wp\/v2\/posts\/3362\/revisions"}],"wp:attachment":[{"href":"https:\/\/dengbaoceping.org\/index.php\/wp-json\/wp\/v2\/media?parent=3362"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/dengbaoceping.org\/index.php\/wp-json\/wp\/v2\/categories?post=3362"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/dengbaoceping.org\/index.php\/wp-json\/wp\/v2\/tags?post=3362"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}