{"id":33255,"date":"2026-06-14T08:00:57","date_gmt":"2026-06-14T00:00:57","guid":{"rendered":"https:\/\/www.varidata.com\/?p=33255"},"modified":"2026-06-10T16:32:25","modified_gmt":"2026-06-10T08:32:25","slug":"analyze-behavior-patterns-of-ai-crawlers-using-server-logs","status":"publish","type":"post","link":"https:\/\/www.varidata.com\/zh-tw\/blog-tc\/analyze-behavior-patterns-of-ai-crawlers-using-server-logs\/","title":{"rendered":"\u4f7f\u7528\u4f3a\u670d\u5668\u65e5\u8a8c\u5206\u6790 AI \u722c\u87f2\u7684\u884c\u70ba\u6a21\u5f0f"},"content":{"rendered":"\n<p>\u60a8\u9700\u8981\u5206\u6790 <a href=\"https:\/\/www.varidata.com\/zh-tw\/blog-en\/how-to-protect-us-servers-from-malicious-crawlers\/\" target=\"_blank\">AI \u722c\u87f2<\/a>\u7684\u884c\u70ba\u6a21\u5f0f\uff0c\u4ee5\u4fdd\u969c\u7db2\u7ad9\u6548\u80fd\u3002\u7576\u60a8\u5be9\u67e5<a href=\"https:\/\/www.varidata.com\/zh-tw\/server\/tokyo\/\" 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\u722c\u87f2\u7684\u8acb\u6c42\u3002\u6e05\u7406\u65e5\u8a8c\u662f\u95dc\u9375\u6b65\u9a5f\u3002\u60a8\u9700\u8981\u79fb\u9664\u7121\u95dc\u8acb\u6c42\uff0c\u4f8b\u5982\u975c\u614b\u8cc7\u6e90\u8f09\u5165\u6216\u76e3\u63a7\u63a2\u6e2c\u8acb\u6c42\uff0c\u4e26\u5c07\u8cc7\u6599\u6574\u7406\u70ba\u7d50\u69cb\u5316\u683c\u5f0f\u3002\u60a8\u9084\u9700\u8981\u5c07\u65e5\u8a8c\u8f49\u63db\u70ba\u6709\u52a9\u65bc\u5206\u6790\u64f7\u53d6\u983b\u7387\u548c\u5e73\u5747\u56de\u61c9\u6642\u9593\u7684\u7279\u5fb5\u3002\u7279\u5fb5\u5de5\u7a0b\u8b93\u60a8\u53ef\u4ee5\u5efa\u7acb\u65b0\u7684\u6307\u6a19\uff0c\u4f8b\u5982\u8b58\u5225\u64f7\u53d6\u9ad8\u5cf0\u6642\u6bb5\u6216\u8a08\u7b97\u6a5f\u5668\u4eba\u5e73\u5747\u56de\u61c9\u6642\u9593\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u5728\u5206\u6790\u4e4b\u524d\uff0c\u52d9\u5fc5\u9a57\u8b49\u5b58\u53d6\u65e5\u8a8c\u7684\u5b8c\u6574\u6027\u3002\u7f3a\u5931\u8a18\u9304\u6703\u5c0e\u81f4\u60a8\u5c0d AI \u722c\u87f2\u884c\u70ba\u5f97\u51fa\u4e0d\u6e96\u78ba\u7684\u7d50\u8ad6\u3002<\/p>\n<\/blockquote>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u5206\u7fa4\u6f14\u7b97\u6cd5\uff0c\u6839\u64da\u64f7\u53d6\u884c\u70ba\u5c0d\u76f8\u4f3c URL \u9032\u884c\u5206\u7d44\u3002\u9019\u6709\u52a9\u65bc\u60a8\u89e3\u8b80\u7d50\u679c\uff0c\u4e26\u767c\u73fe AI \u6a5f\u5668\u4eba\u8207\u7db2\u7ad9\u4e92\u52d5\u65b9\u5f0f\u4e2d\u7684\u6a21\u5f0f\u6216\u554f\u984c\u3002\u60a8\u53ef\u4ee5\u5206\u6790\u9019\u4e9b\u5206\u7fa4\uff0c\u4ee5\u8b58\u5225\u53ef\u80fd\u5f71\u97ff\u7db2\u7ad9\u6548\u80fd\u7684\u6fc0\u9032\u64f7\u53d6\u6216\u907a\u6f0f\u547d\u4e2d\u3002<\/p>\n<h3>\u532f\u5165\u8cc7\u6599\u9032\u884c\u5206\u6790<\/h3>\n<p>\u60a8\u9700\u8981\u9ad8\u6548\u7387\u7684\u5de5\u5177\u4f86\u8655\u7406\u5927\u91cf\u5b58\u53d6\u65e5\u8a8c\u3002Splunk\u3001LogicMonitor \u548c Elastic Stack \u662f\u532f\u5165\u548c\u8655\u7406\u5927\u898f\u6a21\u8cc7\u6599\u96c6\u7684\u5e38\u7528\u9078\u64c7\u3002Screaming Frog Log File Analyser \u63d0\u4f9b\u4f7f\u7528\u8005\u53cb\u5584\u7684\u4ecb\u9762\u548c\u5167\u5efa\u7684\u6a5f\u5668\u4eba\u9a57\u8b49\u529f\u80fd\u3002Botify\u3001JetOctopus\u3001Lumar \u548c OnCrawl \u7b49\u96f2\u7aef\u5e73\u53f0\u53ef\u8207 Search Console \u6574\u5408\uff0c\u4e26\u80fd\u7ba1\u7406\u6d77\u91cf\u65e5\u8a8c\u3002\u81ea\u8a02 ELK \u5806\u758a\u2014\u2014\u4f7f\u7528 Elasticsearch\u3001Logstash \u548c Kibana\u2014\u2014\u5247\u652f\u63f4\u6301\u7e8c\u76e3\u63a7\u8207\u5927\u898f\u6a21\u8996\u89ba\u5316\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u5de5\u5177<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7279\u6027<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Splunk<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5373\u6642\u65e5\u8a8c\u5206\u6790\uff0c\u53ef\u64f4\u5145\u4ee5\u8655\u7406\u5927\u578b\u8cc7\u6599\u96c6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Elastic Stack<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u958b\u6e90\u3001\u53ef\u81ea\u8a02\uff0c\u4e26\u53ef\u8207 Kibana \u6574\u5408\u9032\u884c\u8996\u89ba\u5316<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Screaming Frog<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u57fa\u65bc GUI\uff0c\u652f\u63f4\u5927\u578b\u6a94\u6848\uff0c\u80fd\u5920\u9a57\u8b49\u6a5f\u5668\u4eba<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Botify \/ OnCrawl<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u96f2\u7aef\u5e73\u53f0\uff0c\u53ef\u9032\u884c\u8cc7\u6599\u5206\u6bb5\uff0c\u4e26\u8207 Search Console \u6574\u5408<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>JetOctopus<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u901f\u5ea6\u5feb\u3001\u50f9\u683c\u5be6\u60e0\uff0c\u53ef\u8ffd\u8e64 Googlebot \u6d3b\u52d5<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u9700\u8981\u5c07\u6e05\u7406\u5f8c\u7684\u5b58\u53d6\u65e5\u8a8c\u532f\u5165\u9019\u4e9b\u5de5\u5177\uff0c\u958b\u59cb\u9032\u884c\u884c\u70ba\u5206\u6790\u3002\u60a8\u53ef\u4ee5\u6309\u9801\u9762\u7bc4\u672c\u6216\u985e\u5225\u5c0d\u8cc7\u6599\u9032\u884c\u5206\u6bb5\uff0c\u9019\u6709\u52a9\u65bc\u60a8\u7cbe\u78ba\u5b9a\u4f4d AI \u722c\u87f2\u7684\u6d3b\u52d5\u91cd\u9ede\u3002\u60a8\u9084\u61c9\u6301\u7e8c\u76e3\u63a7\u65e5\u8a8c\uff0c\u4ee5\u8ffd\u8e64\u6a5f\u5668\u4eba\u884c\u70ba\u8b8a\u5316\u4e26\u64da\u6b64\u512a\u5316\u7db2\u7ad9\u3002<\/p>\n<h2>\u5206\u6790 AI \u722c\u87f2\u7684\u884c\u70ba\u6a21\u5f0f<\/h2>\n<p>\u7406\u89e3\u5982\u4f55\u5206\u6790 AI 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\u7b49\u5df2\u77e5 AI \u6a5f\u5668\u4eba\u3002\u9019\u4e9b\u6a5f\u5668\u4eba\u901a\u5e38\u6703\u5728 user-agent \u6b04\u4f4d\u4e2d\u8072\u660e\u8eab\u5206\uff0c\u56e0\u6b64\u66f4\u5bb9\u6613\u8b58\u5225\u3002<\/p>\n<\/li>\n<li>\n<p>\u6839\u64da\u6a5f\u5668\u4eba\u71df\u904b\u65b9\u516c\u5e03\u7684\u5b98\u65b9 IP \u7bc4\u570d\u9a57\u8b49 IP \u4f4d\u5740\u3002\u6b64\u6b65\u9a5f\u53ef\u5e6b\u52a9\u78ba\u8a8d\u6d41\u91cf\u4f86\u81ea\u5408\u6cd5\u4f86\u6e90\u3002<\/p>\n<\/li>\n<li>\n<p>\u76e3\u63a7\u7570\u5e38\u8acb\u6c42\u6a21\u5f0f\uff0c\u4f8b\u5982\u5feb\u901f\u9023\u7e8c\u8acb\u6c42\u6216\u901a\u7528\u578b user-agent \u5b57\u4e32\uff0c\u9019\u4e9b\u60c5\u6cc1\u53ef\u80fd\u8868\u660e\u5b58\u5728\u8a66\u5716\u507d\u88dd AI \u6a5f\u5668\u4eba\u6d3b\u52d5\u7684\u884c\u70ba\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528 Screaming Frog Log File Analyser\u3001Botify\u3001OnCrawl\u3001Splunk \u6216 Elastic Stack \u7b49\u5de5\u5177\u4f86\u81ea\u52d5\u5316\u4e26\u7c21\u5316\u6b64\u6d41\u7a0b\u3002\u9019\u4e9b\u5e73\u53f0\u53ef\u5e6b\u52a9\u60a8\u7be9\u9078\u3001\u5206\u6bb5\u4e26\u8996\u89ba\u5316\u64f7\u53d6\u6a21\u5f0f\uff0c\u5f9e\u800c\u66f4\u8f15\u9b06\u5730\u5728\u5927\u898f\u6a21\u8cc7\u6599\u96c6\u4e2d\u5206\u6790\u884c\u70ba\u6a21\u5f0f\u3002<\/p>\n<blockquote>\n<p>\u6ce8\u610f\uff1a\u5b8c\u6574\u4fdd\u771f\u7684\u65e5\u8a8c\u8a18\u9304\u81f3\u95dc\u91cd\u8981\u3002\u82e5\u53ea\u63a1\u7528\u62bd\u6a23\u65e5\u8a8c\uff0c\u60a8\u53ef\u80fd\u6703\u932f\u904e\u904b\u884c\u7de9\u6162\u6216\u4f7f\u7528\u591a\u500b IP \u7684\u8907\u96dc\u6a5f\u5668\u4eba\uff0c\u5f9e\u800c\u5c0e\u81f4\u8aa4\u5206\u985e\u3002<\/p>\n<\/blockquote>\n<h3>\u6aa2\u67e5\u56de\u61c9\u78bc\u8207\u64f7\u53d6\u6df1\u5ea6<\/h3>\n<p>\u4e00\u65e6\u8b58\u5225\u51fa AI \u6a5f\u5668\u4eba\uff0c\u60a8\u5c31\u9700\u8981\u6aa2\u67e5\u5b83\u5011\u5982\u4f55\u8207\u60a8\u7684\u7db2\u7ad9\u4e92\u52d5\u3002\u56de\u61c9\u78bc\u548c\u64f7\u53d6\u6df1\u5ea6\u80fd\u63d0\u4f9b\u5bf6\u8cb4\u6d1e\u5bdf\uff0c\u5e6b\u52a9\u60a8\u66f4\u6df1\u5165\u5730\u5206\u6790\u64f7\u53d6\u884c\u70ba\u6a21\u5f0f\u3002<\/p>\n<ul>\n<li>\n<p>\u4f3a\u670d\u5668\u65e5\u8a8c\u4e2d\u7684\u56de\u61c9\u78bc\u63ed\u793a\u4e86 AI \u6a5f\u5668\u4eba\u5982\u4f55\u8655\u7406\u60a8\u7684\u7db2\u7ad9\u3002\u904e\u591a\u7684 4xx \u6216 5xx \u932f\u8aa4\u53ef\u80fd\u8868\u660e\u6a5f\u5668\u4eba\u6b63\u5728\u5b58\u53d6\u4e0d\u53ef\u7528\u6216\u53d7\u9650\u9801\u9762\u3002\u7de9\u6162\u56de\u61c9\u6216\u903e\u6642\u5247\u53ef\u80fd\u8aaa\u660e\u722c\u87f2\u653e\u68c4\u4e86\u8acb\u6c42\uff0c\u9019\u4e00\u9ede\u5c24\u70ba\u91cd\u8981\uff0c\u56e0\u70ba AI \u6a5f\u5668\u4eba\u901a\u5e38\u6bd4\u50b3\u7d71\u641c\u5c0b\u5f15\u64ce\u64c1\u6709\u66f4\u56b4\u683c\u7684\u903e\u6642\u9650\u5236\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c07\u53ef\u7591\u7684 user-agent \u8207\u5176\u4f86\u6e90 IP \u4ea4\u53c9\u6bd4\u5c0d\uff0c\u4ee5\u9396\u5b9a\u6709\u554f\u984c\u7684\u722c\u87f2\u3002<\/p>\n<\/li>\n<li>\n<p>\u64f7\u53d6\u6df1\u5ea6\u986f\u793a\u6a5f\u5668\u4eba\u63a2\u7d22\u7db2\u7ad9\u7d50\u69cb\u7684\u6df1\u6dfa\u7a0b\u5ea6\u3002\u6709\u4e9b AI \u6a5f\u5668\u4eba\u53ea\u95dc\u6ce8\u9996\u9801\u6216\u9802\u5c64\u9801\u9762\uff0c\u800c\u53e6\u4e00\u4e9b\u5247\u6703\u6df1\u5165\u904d\u6b77\u5167\u5bb9\u3002\u82e5\u9996\u9801\u5b58\u53d6\u91cf\u5f88\u9ad8\uff0c\u4f46\u6df1\u5c64\u9801\u9762\u904d\u6b77\u8f03\u5f31\uff0c\u5247\u8868\u793a\u5176\u63a2\u7d22\u8f03\u6dfa\u3002\u82e5\u983b\u7e41\u56de\u8a2a\u66f4\u65b0\u65e5\u8a8c\u6216\u7248\u672c\u66f4\u65b0\u9801\u9762\uff0c\u5247\u53ef\u80fd\u8868\u660e\u5176\u66f4\u95dc\u6ce8\u5167\u5bb9\u7684\u65b0\u9bae\u5ea6\u3002<\/p>\n<\/li>\n<li>\n<p>\u904d\u6b77\u6a21\u5f0f\u7a81\u986f\u722c\u87f2\u5728\u7ad9\u5167\u5167\u5bb9\u4e2d\u7684\u5b58\u53d6\u8def\u5f91\u3002\u60a8\u53ef\u80fd\u6703\u6ce8\u610f\u5230\u6587\u4ef6\u9801\u9762\u7684\u64f7\u53d6\u7a81\u7136\u589e\u52a0\uff0c\u9019\u901a\u5e38\u53cd\u6620\u4e86\u6280\u8853\u7b54\u6848\u9700\u6c42\u7684\u63d0\u5347\u3002<\/p>\n<\/li>\n<\/ul>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u884c\u70ba\u6a21\u5f0f<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u63ed\u793a\u7684\u8cc7\u8a0a<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u56de\u8a2a\u983b\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u722c\u87f2\u8fd4\u56de\u7279\u5b9a\u9801\u9762\u7684\u983b\u7387<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u64f7\u53d6\u6df1\u5ea6<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u722c\u87f2\u63a2\u7d22\u7db2\u7ad9\u7684\u6df1\u5165\u7a0b\u5ea6<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u904d\u6b77\u6a21\u5f0f<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u722c\u87f2\u5728\u60a8\u7684\u5167\u5bb9\u4e2d\u63a1\u7528\u7684\u5b58\u53d6\u8def\u5f91<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6e32\u67d3\u8acb\u6c42<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6a5f\u5668\u4eba\u5982\u4f55\u8655\u7406 JavaScript \u548c\u52d5\u614b\u5167\u5bb9<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u767c\u73fe\u8def\u5f91<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u722c\u87f2\u5982\u4f55\u767c\u73fe\u4e26\u512a\u5148\u8655\u7406\u65b0\u5167\u5bb9<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u63d0\u793a\uff1aAI \u6a5f\u5668\u4eba\u901a\u5e38\u5177\u6709\u8f03\u9ad8\u7684\u8acb\u6c42\u983b\u7387\uff0c\u5c24\u5176\u5728\u4eba\u985e\u5b58\u53d6\u9ad8\u5cf0\u6642\u6bb5\u66f4\u70ba\u660e\u986f\u3002\u76e3\u63a7\u9019\u4e9b\u6a21\u5f0f\u6709\u52a9\u65bc\u60a8\u8abf\u6574\u7db2\u7ad9\u7d50\u69cb\u548c\u5167\u5bb9\u7b56\u7565\u3002<\/p>\n<\/blockquote>\n<h3>\u767c\u73fe\u6fc0\u9032\u64f7\u53d6<\/h3>\n<p>\u6fc0\u9032\u64f7\u53d6\u6703\u58d3\u57ae\u4f3a\u670d\u5668\u4e26\u5f71\u97ff\u4f7f\u7528\u8005\u9ad4\u9a57\u3002\u60a8\u9700\u8981\u5206\u6790\u884c\u70ba\u6a21\u5f0f\uff0c\u4ee5\u767c\u73fe\u4e26\u7de9\u89e3\u6b64\u985e\u98a8\u96aa\u3002<\/p>\n<ul>\n<li>\n<p>\u67d0\u4e9b AI \u64f7\u53d6\u5668\u6bcf\u79d2\u53ef\u767c\u51fa\u8d85\u904e 50 \u6b21\u8acb\u6c42\u3002\u9019\u7a2e\u7b49\u7d1a\u7684 AI \u6a5f\u5668\u4eba\u6d3b\u52d5\uff0c\u662f\u6fc0\u9032\u64f7\u53d6\u7684\u660e\u986f\u8a0a\u865f\u3002<\/p>\n<\/li>\n<li>\n<p>\u5728\u5927\u578b\u7db2\u7ad9\u4e0a\uff0c\u82e5\u591a\u500b AI \u6a5f\u5668\u4eba\u6bcf\u5929\u5404\u64f7\u53d6 5,000 \u500b\u9801\u9762\uff0c\u7e3d\u8acb\u6c42\u91cf\u5c31\u53ef\u80fd\u9054\u5230\u6bcf\u65e5 35,000 \u6b21\u3002\u9019\u7a2e\u898f\u6a21\u53ef\u80fd\u8d85\u51fa\u60a8\u901a\u5e38\u7684\u64f7\u53d6\u9810\u7b97\uff0c\u4e26\u5c0d\u57fa\u790e\u8a2d\u65bd\u9020\u6210\u58d3\u529b\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c0d\u65bc\u6bcf\u5206\u9418\u5b58\u53d6 1,000 \u500b\u9801\u9762\u7684\u6fc0\u9032\u64f7\u53d6\u5668\uff0c\u61c9\u5c07\u5176\u6b78\u985e\u70ba\u9700\u8981\u7981\u6b62\u6216\u5c01\u9396\u7684\u5c0d\u8c61\u3002\u9019\u6a23\u7684\u9580\u6abb\u6709\u52a9\u65bc\u60a8\u754c\u5b9a\u4f55\u7a2e\u64f7\u53d6\u884c\u70ba\u5c6c\u65bc\u4e0d\u53ef\u63a5\u53d7\u3002<\/p>\n<\/li>\n<li>\n<p>AI \u722c\u87f2\u53ef\u80fd\u5c0e\u81f4 CPU \u548c RAM \u8017\u76e1\u3001\u983b\u5bec\u904e\u5ea6\u5360\u7528\u4ee5\u53ca\u5ef6\u9072\u5347\u9ad8\u3002\u9019\u4e9b\u554f\u984c\u6703\u9020\u6210\u9801\u9762\u8f09\u5165\u7de9\u6162\uff0c\u751a\u81f3\u53ef\u80fd\u5728\u5171\u4eab\u4e3b\u6a5f\u74b0\u5883\u4e2d\u5c0e\u81f4\u7ad9\u9ede\u88ab\u66ab\u505c\u3002<\/p>\n<\/li>\n<\/ul>\n<p>\u60a8\u61c9\u70ba\u64f7\u53d6\u91cf\u7684\u7a81\u7136\u98c6\u5347\u6216\u8acb\u6c42\u901f\u7387\u8d85\u904e\u9810\u8a2d\u9580\u6abb\u8a2d\u5b9a\u8b66\u793a\u3002\u4f7f\u7528\u722c\u87f2\u884c\u70ba\u76e3\u63a7\u5de5\u5177\u5373\u6642\u8996\u89ba\u5316\u4e26\u5206\u6790\u9019\u4e9b\u6a21\u5f0f\u3002\u9019\u7a2e\u4e3b\u52d5\u7b56\u7565\u53ef\u4ee5\u5e6b\u52a9\u60a8\u8fc5\u901f\u56de\u61c9\uff0c\u4fdd\u8b77\u7db2\u7ad9\u5b89\u5168\u3002<\/p>\n<blockquote>\n<p>\u63d0\u793a\u6846\uff1a\u4e0d\u540c\u884c\u696d\u6240\u53d7\u5230\u7684 AI \u722c\u87f2\u884c\u70ba\u5f71\u97ff\u4e26\u4e0d\u76f8\u540c\u3002\u4f8b\u5982\uff0c\u8a13\u7df4\u578b\u6a5f\u5668\u4eba\u53ef\u80fd\u6703\u9032\u884c\u5168\u9762\u64f7\u53d6\uff0c\u800c\u6293\u53d6\u7372\u53d6\u578b\u6a5f\u5668\u4eba\u66f4\u805a\u7126\u65bc\u4f7f\u7528\u8005\u67e5\u8a62\u3002\u60a8\u7db2\u7ad9\u7684\u67d0\u4e9b\u5340\u584a\u53ef\u80fd\u6703\u5438\u5f15\u66f4\u591a\u95dc\u6ce8\uff0c\u5f9e\u800c\u5f71\u97ff\u5167\u5bb9\u53ef\u898b\u6027\u8207\u8cc7\u6e90\u5206\u914d\u3002<\/p>\n<\/blockquote>\n<p>\u900f\u904e\u6301\u7e8c\u5206\u6790\u884c\u70ba\u6a21\u5f0f\uff0c\u60a8\u80fd\u66f4\u6e05\u695a\u5730\u7406\u89e3 AI \u722c\u87f2\u884c\u70ba\u3002\u60a8\u53ef\u4ee5\u512a\u5316\u7db2\u7ad9\u3001\u6e1b\u5c11\u64f7\u53d6\u9810\u7b97\u6d6a\u8cbb\uff0c\u4e26\u78ba\u4fdd\u4f7f\u7528\u8005\u8207\u6a5f\u5668\u4eba\u90fd\u7372\u5f97\u9806\u66a2\u9ad4\u9a57\u3002<\/p>\n<h2>\u65e5\u8a8c\u6a94\u6848\u5206\u6790\u4e2d\u7684\u6a5f\u5668\u5b78\u7fd2<\/h2>\n<h3>\u81ea\u52d5\u5316\u6a21\u5f0f\u5075\u6e2c<\/h3>\n<p>\u60a8\u53ef\u4ee5\u5229\u7528\u6a5f\u5668\u5b78\u7fd2\u4f86\u81ea\u52d5\u5316\u4f3a\u670d\u5668\u65e5\u8a8c\u5206\u6790\u4e2d\u7684\u6a21\u5f0f\u5075\u6e2c\u3002\u6a5f\u5668\u5b78\u7fd2\u6a21\u578b\u80fd\u5920\u5feb\u901f\u7be9\u67e5\u6d77\u91cf\u65e5\u8a8c\u6a94\u6848\uff0c\u8b58\u5225\u51fa\u4eba\u5de5\u5be9\u67e5\u5e38\u5e38\u907a\u6f0f\u7684\u8da8\u52e2\u548c\u7570\u5e38\u3002\u9019\u6a23\uff0c\u60a8\u7121\u9700\u82b1\u8cbb\u6578\u5c0f\u6642\u624b\u52d5\u6aa2\u67e5\uff0c\u5c31\u80fd\u767c\u73fe\u7570\u5e38\u7684\u722c\u87f2\u6d3b\u52d5\uff0c\u4f8b\u5982\u8acb\u6c42\u6fc0\u589e\u6216\u65b0\u7684\u6a5f\u5668\u4eba user-agent\u3002\u8a31\u591a\u6f14\u7b97\u6cd5\u90fd\u975e\u5e38\u9069\u5408\u9019\u9805\u4efb\u52d9\u3002\u76e3\u7763\u5f0f\u5b78\u7fd2\u6a21\u578b\u5982\u6c7a\u7b56\u6a39\u548c\u795e\u7d93\u7db2\u8def\uff0c\u53ef\u4ee5\u57fa\u65bc\u5e36\u6a19\u7c64\u7684\u8cc7\u6599\u5c0d\u6a5f\u5668\u4eba\u884c\u70ba\u9032\u884c\u5206\u985e\u3002\u975e\u76e3\u7763\u5f0f\u65b9\u6cd5\u5982 K-means \u6216 DBSCAN\uff0c\u80fd\u5920\u5c07\u76f8\u4f3c\u7684\u64f7\u53d6\u5de5\u4f5c\u968e\u6bb5\u5206\u7d44\u4e26\u7a81\u986f\u96e2\u7fa4\u503c\u3002\u6df1\u5ea6\u5b78\u7fd2\u6a21\u578b\uff0c\u5305\u62ec LSTMs \u548c transformers\uff0c\u5247\u53ef\u8655\u7406\u9023\u7e8c\u7684\u65e5\u8a8c\u5e8f\u5217\uff0c\u4ee5\u5075\u6e2c\u66f4\u8907\u96dc\u7684\u6a21\u5f0f\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6f14\u7b97\u6cd5\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u7bc4\u4f8b<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u76e3\u7763\u5f0f\u5b78\u7fd2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Logistic Regression\u3001Linear SVM\u3001Decision Trees\u3001Random Forest\u3001Neural Networks<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u975e\u76e3\u7763\u5f0f\u5b78\u7fd2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>K-means\u3001Hierarchical Clustering\u3001DBSCAN\u3001PCA\u3001Autoencoders<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u534a\u76e3\u7763\u5f0f\u5b78\u7fd2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Self-training\u3001Co-training\u3001Transfer learning approaches<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5f37\u5316\u5b78\u7fd2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Q-Learning\u3001Deep Q-Networks\u3001Policy Gradient Methods<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6df1\u5ea6\u5b78\u7fd2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Convolutional Neural Networks\u3001LSTMs\u3001GRUs\u3001Transformers<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u96c6\u6210\u5b78\u7fd2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Random Forest\u3001Gradient Boosting Machines\u3001AdaBoost<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u57fa\u65bc\u5be6\u4f8b\u7684\u5b78\u7fd2<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>k-Nearest Neighbors (k-NN)<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u6a5f\u7387\u6a21\u578b<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Bayesian Networks\u3001Gaussian Mixture\u3001Hidden Markov Models<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u5efa\u8b70\u60a8\u5148\u5f9e\u975e\u76e3\u7763\u5f0f\u5206\u7fa4\u958b\u59cb\uff0c\u4ee5\u767c\u73fe\u96b1\u85cf\u7684\u722c\u87f2\u6d3b\u52d5\u5206\u7d44\uff0c\u518d\u8f49\u5411\u76e3\u7763\u5f0f\u5206\u985e\u4ee5\u7372\u5f97\u66f4\u7cbe\u6e96\u7684\u5075\u6e2c\u7d50\u679c\u3002<\/p>\n<\/blockquote>\n<h3>\u9810\u6e2c\u722c\u87f2\u884c\u70ba<\/h3>\n<p>\u6a5f\u5668\u5b78\u7fd2\u9084\u80fd\u5e6b\u52a9\u60a8\u9810\u6e2c\u672a\u4f86\u7684\u722c\u87f2\u884c\u70ba\u3002\u60a8\u53ef\u4ee5\u8a13\u7df4\u6a21\u578b\u4f86\u9810\u6e2c\u64f7\u53d6\u91cf\u3001\u8b58\u5225\u53ef\u80fd\u7684\u64f7\u53d6\u76ee\u6a19\uff0c\u4e26\u9810\u5224\u6fc0\u9032\u6a5f\u5668\u4eba\u7684\u884c\u70ba\u3002\u50cf LSTMs \u9019\u6a23\u7684\u5e8f\u5217\u6a21\u578b\u53ef\u4ee5\u5206\u6790\u4e00\u6bb5\u6642\u9593\u5167\u7684\u65e5\u8a8c\u8cc7\u6599\uff0c\u4e26\u9810\u6e2c\u64f7\u53d6\u9ad8\u5cf0\u53ef\u80fd\u5728\u4f55\u6642\u767c\u751f\u3002\u5f37\u5316\u5b78\u7fd2\u5247\u80fd\u5920\u9069\u61c9\u4e0d\u65b7\u8b8a\u5316\u7684\u6a5f\u5668\u4eba\u7b56\u7565\uff0c\u5f9e\u800c\u63d0\u5347\u7db2\u7ad9\u9632\u79a6\u80fd\u529b\u3002\u60a8\u53ef\u4ee5\u5c07\u6a5f\u5668\u5b78\u7fd2\u8207\u50b3\u7d71\u65e5\u8a8c\u5206\u6790\u7d50\u5408\u8d77\u4f86\uff0c\u628a\u81ea\u52d5\u8b66\u793a\u548c\u4eba\u5de5\u5be9\u67e5\u878d\u5408\u4f7f\u7528\u3002\u60a8\u9084\u53ef\u4ee5\u5efa\u7acb\u8996\u89ba\u5316\u9810\u6e2c\u8207\u7570\u5e38\u60c5\u6cc1\u7684\u5100\u8868\u677f\uff0c\u4ee5\u4fbf\u5feb\u901f\u56de\u61c9\u5a01\u8105\u3002<\/p>\n<ul>\n<li>\n<p>\u4f7f\u7528\u7570\u5e38\u5075\u6e2c\u4f86\u6a19\u8a18\u610f\u5916\u7684\u722c\u87f2\u6d3b\u52d5\u3002<\/p>\n<\/li>\n<li>\n<p>\u61c9\u7528\u76e3\u7763\u5f0f\u5b78\u7fd2\uff0c\u57fa\u65bc\u6b77\u53f2\u8cc7\u6599\u5c0d\u65b0\u6a5f\u5668\u4eba\u9032\u884c\u5206\u985e\u3002<\/p>\n<\/li>\n<li>\n<p>\u5c07\u6a5f\u5668\u5b78\u7fd2\u8f38\u51fa\u8207\u4eba\u5de5\u5206\u6790\u7d50\u5408\uff0c\u4ee5\u7372\u5f97\u66f4\u6df1\u5165\u7684\u6d1e\u5bdf\u3002<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u63d0\u793a\u6846\uff1a\u6a5f\u5668\u5b78\u7fd2\u5c07\u65e5\u8a8c\u5206\u6790\u5f9e\u88ab\u52d5\u56de\u61c9\u578b\u5de5\u4f5c\u8f49\u8b8a\u70ba\u4e3b\u52d5\u7b56\u7565\u3002\u60a8\u5c07\u7372\u5f97\u512a\u5316\u7db2\u7ad9\u6548\u80fd\u548c\u4fdd\u8b77\u8cc7\u6e90\u7684\u80fd\u529b\u3002<\/p>\n<\/blockquote>\n<h2>\u53ef\u57f7\u884c\u6d1e\u5bdf\u8207\u7db2\u7ad9\u512a\u5316<\/h2>\n<h3>\u6539\u5584\u7db2\u7ad9\u7d50\u69cb\u8207\u6548\u80fd<\/h3>\n<p>\u7576\u60a8\u900f\u904e\u4f3a\u670d\u5668\u65e5\u8a8c\u5206\u6790 AI \u722c\u87f2\u884c\u70ba\u6642\uff0c\u4fbf\u80fd\u5728\u7db2\u7ad9\u7d50\u69cb\u548c\u6548\u80fd\u65b9\u9762\u7372\u5f97\u53ef\u8861\u91cf\u7684\u6539\u5584\u3002\u65e5\u8a8c\u6a94\u6848\u5206\u6790\u53ef\u4ee5\u5e6b\u52a9\u60a8\u8b58\u5225\u54ea\u4e9b urls \u5438\u5f15\u4e86\u6700\u591a\u7684\u6a5f\u5668\u4eba\u6d3b\u52d5\uff0c\u54ea\u4e9b urls \u5247\u5229\u7528\u4e0d\u8db3\u3002\u60a8\u53ef\u4ee5\u900f\u904e\u5c07\u9ad8\u50f9\u503c urls \u9023\u7d50\u5230\u5de5\u5177\u548c\u8cc7\u6e90\u4f86\u512a\u5316\u5167\u90e8\u9023\u7d50\u3002\u60a8\u9084\u53ef\u4ee5\u805a\u7126\u90a3\u4e9b\u6a5f\u5668\u4eba\u983b\u7e41\u56de\u8a2a\u7684 urls\uff0c\u5f9e\u800c\u63d0\u5347\u6838\u5fc3\u4e3b\u984c\u4e0a\u7684\u6392\u540d\u7a69\u5b9a\u6027\u3002\u900f\u904e\u5408\u7406\u7d44\u7e54\u9801\u9762\u7d50\u69cb\uff0c\u60a8\u53ef\u4ee5\u6539\u5584\u8f49\u63db\u8def\u5f91\uff0c\u4f7f\u4f7f\u7528\u8005\u548c\u6a5f\u5668\u4eba\u90fd\u80fd\u9ad8\u6548\u5c0e\u89bd\u3002\u60a8\u9084\u53ef\u4ee5\u900f\u904e\u512a\u5316 urls \u548c meta descriptions\uff0c\u63d0\u9ad8\u641c\u5c0b\u6458\u8981\u4e2d\u7684\u9ede\u64ca\u7387\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6539\u5584\u985e\u578b<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u8aaa\u660e<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u597d\u7684\u6392\u540d\u7a69\u5b9a\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u5728\u6838\u5fc3\u4e3b\u984c\u4e0a\u7684\u7a69\u5b9a\u8868\u73fe<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u9ad8\u7684\u9ede\u64ca\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u4f86\u81ea\u641c\u5c0b\u6458\u8981\u7684\u9ede\u64ca\u7387\u63d0\u5347<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u512a\u7684\u8f49\u63db\u8def\u5f91<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u900f\u904e\u7d50\u69cb\u5316\u9801\u9762\u8a2d\u8a08\u5f97\u5230\u589e\u5f37<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u66f4\u597d\u7684\u5be6\u7528\u529f\u80fd\u53ef\u767c\u73fe\u6027<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u900f\u904e\u6307\u5411\u5de5\u5177\u7684\u5167\u90e8\u9023\u7d50\u4f86\u5be6\u73fe<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<blockquote>\n<p>\u63d0\u793a\uff1a\u4f7f\u7528\u6f0f\u6597\u5206\u6790\u548c\u8def\u5f91\u5206\u6790\u4f86\u8996\u89ba\u5316\u4f7f\u7528\u8005\u65c5\u7a0b\uff0c\u4e26\u70ba\u6a5f\u5668\u4eba\u548c\u4f7f\u7528\u8005\u540c\u6642\u512a\u5316 urls\u3002<\/p>\n<\/blockquote>\n<h3>\u6e1b\u5c11\u64f7\u53d6\u9810\u7b97\u6d6a\u8cbb<\/h3>\n<p>\u60a8\u53ef\u4ee5\u900f\u904e\u91dd\u5c0d\u4f4e\u6548\u7684 AI \u722c\u87f2\u6d3b\u52d5\u63a1\u53d6\u63aa\u65bd\u4f86\u6e1b\u5c11\u64f7\u53d6\u9810\u7b97\u6d6a\u8cbb\u3002\u65e5\u8a8c\u5206\u6790\u6703\u63ed\u793a\u6d6a\u8cbb\u5728\u57fa\u65bc\u5de5\u4f5c\u968e\u6bb5\u7684 urls\u3001\u91cd\u8907\u5167\u5bb9\u3001\u8edf 404 \u4ee5\u53ca\u7121\u9650\u64f7\u53d6\u7a7a\u9593\u4e0a\u7684\u64f7\u53d6\u8cc7\u6e90\u3002\u60a8\u61c9\u512a\u5148\u4fee\u5fa9\u90a3\u4e9b\u88ab\u6a5f\u5668\u4eba\u64f7\u53d6\u537b\u672a\u88ab\u7d22\u5f15\u7684 urls\u3002\u60a8\u53ef\u4ee5\u900f\u904e robots.txt \u963b\u6b62\u722c\u87f2\u5b58\u53d6\u975e\u5fc5\u8981\u7684 urls\u3002\u60a8\u9084\u61c9\u8655\u7406\u932f\u8aa4\u78bc\u548c\u91cd\u65b0\u5c0e\u5411\u554f\u984c\uff0c\u4ee5\u63d0\u9ad8\u53ef\u64f7\u53d6\u6027\u3002\u900f\u904e\u6309\u50f9\u503c\u5c0d urls \u9032\u884c\u5206\u6bb5\uff0c\u60a8\u53ef\u4ee5\u5c07\u7d22\u5f15\u8cc7\u6e90\u96c6\u4e2d\u5728\u91cd\u8981 urls \u4e0a\u3002\u60a8\u9084\u53ef\u4ee5\u76e3\u63a7\u4f3a\u670d\u5668\u65e5\u8a8c\uff0c\u4ee5\u5b9a\u4f4d\u6d6a\u8cbb\u5728\u53c3\u6578\u3001\u91cd\u65b0\u5c0e\u5411\u548c\u4f4e\u50f9\u503c urls \u4e0a\u7684\u64f7\u53d6\u884c\u70ba\u3002\u900f\u904e\u512a\u5316 urls \u548c\u7db2\u7ad9\u7d50\u69cb\uff0c\u60a8\u5c07\u63d0\u5347\u64f7\u53d6\u9810\u7b97\u5229\u7528\u7387\u4e26\u52a0\u5feb\u7d22\u5f15\u901f\u5ea6\u3002<\/p>\n<ul>\n<li>\n<p>\u5206\u9762\u5c0e\u89bd\u548c\u57fa\u65bc\u5de5\u4f5c\u968e\u6bb5\u7684 urls<\/p>\n<\/li>\n<li>\n<p>\u91cd\u8907\u6216\u5167\u5bb9\u55ae\u8584\u7684\u9801\u9762<\/p>\n<\/li>\n<li>\n<p>\u8edf 404 \u548c\u507d\u6709\u6548 urls<\/p>\n<\/li>\n<li>\n<p>\u5b58\u5728\u5b89\u5168\u554f\u984c\u6216\u88ab\u99ed\u7684 urls<\/p>\n<\/li>\n<li>\n<p>\u7121\u9650\u64f7\u53d6\u7a7a\u9593\uff08\u5982\u65e5\u66c6\u3001\u7be9\u9078\u5668\u3001\u53c3\u6578\uff09<\/p>\n<\/li>\n<li>\n<p>\u4f4e\u54c1\u8cea\u3001\u81ea\u52d5\u751f\u6210\u6216\u5783\u573e urls<\/p>\n<\/li>\n<\/ul>\n<blockquote>\n<p>\u63d0\u793a\u6846\uff1a\u9032\u968e\u65e5\u8a8c\u8a18\u9304\u8207\u76e3\u63a7\u53ef\u5e6b\u52a9\u60a8\u5340\u5206\u5408\u6cd5\u548c\u6709\u554f\u984c\u7684\u6a5f\u5668\u4eba\u6d41\u91cf\u3002\u88dd\u7f6e\u6307\u7d0b\u6280\u8853\u53ef\u6536\u96c6\u8a0a\u865f\uff0c\u4ee5\u963b\u6b62\u90a3\u4e9b\u6d88\u8017\u904e\u591a\u983b\u5bec\u7684\u975e\u9810\u671f\u6a5f\u5668\u4eba\u3002<\/p>\n<\/blockquote>\n<h3>\u63d0\u5347\u8f49\u63db\u7387<\/h3>\n<p>\u60a8\u9084\u53ef\u4ee5\u900f\u904e\u5229\u7528\u65e5\u8a8c\u6a94\u6848\u5206\u6790\u6240\u5f97\u7684\u6d1e\u5bdf\u4f86\u63d0\u5347\u8f49\u63db\u7387\u3002\u60a8\u53ef\u4ee5\u4f9d\u64da urls \u4e2d\u9ad4\u73fe\u7684\u4f7f\u7528\u8005\u4e92\u52d5\u8cc7\u6599\u4f86\u8abf\u6574\u9801\u9762\u7248\u9762\u548c\u884c\u52d5\u547c\u7c72\u3002\u900f\u904e\u5206\u6790\u54ea\u4e9b urls \u5e36\u4f86\u6700\u591a\u4e92\u52d5\uff0c\u60a8\u53ef\u4ee5\u512a\u5316\u8f49\u63db\u8def\u5f91\u3002\u60a8\u9084\u53ef\u4ee5\u5c0d urls \u9032\u884c\u5206\u6bb5\uff0c\u70ba\u4e0d\u540c\u4f7f\u7528\u8005\u7fa4\u9ad4\u63d0\u4f9b\u5ba2\u88fd\u5316\u5167\u5bb9\u548c\u8a0a\u606f\uff0c\u5f9e\u800c\u63d0\u5347\u4f7f\u7528\u8005\u9ad4\u9a57\u3002\u900f\u904e\u76e3\u63a7\u4f3a\u670d\u5668\u65e5\u8a8c\u4e2d\u7684 urls\uff0c\u60a8\u53ef\u4ee5\u8ffd\u8e64\u96fb\u5b50\u5546\u52d9\u4ea4\u6613\u3001\u8f49\u63db\u7387\u548c\u81ea\u7136\u641c\u5c0b\u6536\u5165\u7b49\u6307\u6a19\u3002<\/p>\n<div class=\"qc-default-table-wrapper \">\n<table style=\"min-width: 50px\">\n<colgroup>\n<col style=\"min-width: 25px\">\n<col style=\"min-width: 25px\"><\/colgroup>\n<tbody>\n<tr>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6307\u6a19<\/p>\n<\/th>\n<th colspan=\"1\" rowspan=\"1\">\n<p>\u6210\u9577\u5e45\u5ea6<\/p>\n<\/th>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u96fb\u5b50\u5546\u52d9\u4ea4\u6613\u91cf<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>25%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>\u96fb\u5b50\u5546\u52d9\u8f49\u63db\u7387<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>19%<\/p>\n<\/td>\n<\/tr>\n<tr>\n<td colspan=\"1\" rowspan=\"1\">\n<p>Google \u81ea\u7136\u641c\u5c0b\u96fb\u5b50\u5546\u52d9\u6536\u5165<\/p>\n<\/td>\n<td colspan=\"1\" rowspan=\"1\">\n<p>25%<\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<\/div>\n<p>\u60a8\u53ef\u4ee5\u4f7f\u7528\u5206\u7fa4\u5206\u6790\u70ba\u4e0d\u540c\u4f7f\u7528\u8005\u7fa4\u9ad4\u5ba2\u88fd\u5316\u5167\u5bb9\u3002\u60a8\u9084\u53ef\u4ee5\u900f\u904e\u6316\u6398 urls \u4e2d\u7684\u9ad8\u50f9\u503c\u95dc\u9375\u5b57\u4f86\u512a\u5316\u95dc\u9375\u5b57\u7b56\u7565\uff0c\u4e26\u900f\u904e\u8b58\u5225\u7db2\u7ad9\u7d50\u69cb\u554f\u984c\u3001\u512a\u5316\u95dc\u9375 urls \u7684\u9801\u9762\u8f09\u5165\u901f\u5ea6\u4f86\u5f37\u5316\u6280\u8853 SEO\u3002\u85c9\u52a9\u6a5f\u5668\u4eba\u64f7\u53d6\u904e\u7684 urls 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