{"id":2603,"date":"2024-09-21T06:47:25","date_gmt":"2024-09-20T22:47:25","guid":{"rendered":"http:\/\/viplao.com\/?p=2603"},"modified":"2024-09-21T06:47:27","modified_gmt":"2024-09-20T22:47:27","slug":"%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%88observability%ef%bc%89-%e4%ba%8b%e4%bb%b6%e6%97%a5%e5%bf%97","status":"publish","type":"post","link":"http:\/\/viplao.com\/index.php\/2024\/09\/21\/%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%88observability%ef%bc%89-%e4%ba%8b%e4%bb%b6%e6%97%a5%e5%bf%97\/","title":{"rendered":"\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09- \u4e8b\u4ef6\u65e5\u5fd7"},"content":{"rendered":"\n<p>\u65e5\u5fd7\u7528\u6765\u8bb0\u5f55\u7cfb\u7edf\u8fd0\u884c\u671f\u95f4\u53d1\u751f\u8fc7\u7684\u79bb\u6563\u4e8b\u4ef6\u3002\u76f8\u4fe1\u6ca1\u6709\u54ea\u4e00\u4e2a\u751f\u4ea7\u7cfb\u7edf\u80fd\u591f\u7f3a\u5c11\u65e5\u5fd7\u529f\u80fd\uff0c\u7136\u800c\u4e5f\u5f88\u5c11\u4eba\u4f1a\u628a\u65e5\u5fd7\u4f5c\u4e3a\u591a\u4e48\u5173\u952e\u529f\u80fd\u6765\u770b\u5f85\u3002\u65e5\u5fd7\u5c31\u50cf\u9633\u5149\u4e0e\u7a7a\u6c14\uff0c\u65e0\u53ef\u6216\u7f3a\u5374\u4e0d\u592a\u88ab\u91cd\u89c6\u3002\u7a0b\u5e8f\u5458\u4eec\u4f1a\u8bf4\u65e5\u5fd7\u7b80\u5355\uff0c\u5176\u5b9e\u8fd9\u662f\u5728\u8bf4\u201c\u6253\u5370\u65e5\u5fd7\u201d\u8fd9\u4e2a\u64cd\u4f5c\u7b80\u5355\uff0c\u6253\u5370\u65e5\u5fd7\u7684\u76ee\u7684\u662f\u4e3a\u4e86\u65e5\u540e\u4ece\u4e2d\u5f97\u5230\u6709\u4ef7\u503c\u7684\u4fe1\u606f\uff0c\u800c\u4eca\u5929\u53ea\u8981\u7a0d\u5fae\u590d\u6742\u70b9\u7684\u7cfb\u7edf\uff0c\u5c24\u5176\u662f\u590d\u6742\u7684\u5206\u5e03\u5f0f\u7cfb\u7edf\uff0c\u5c31\u5f88\u96be\u53ea\u4f9d\u9760 tail\u3001grep\u3001awk \u6765\u4ece\u65e5\u5fd7\u4e2d\u6316\u6398\u4fe1\u606f\u4e86\uff0c\u5f80\u5f80\u8fd8\u8981\u6709\u4e13\u95e8\u7684\u5168\u5c40\u67e5\u8be2\u548c\u53ef\u89c6\u5316\u529f\u80fd\u3002\u6b64\u65f6\uff0c\u4ece\u6253\u5370\u65e5\u5fd7\u5230\u5206\u6790\u67e5\u8be2\u4e4b\u95f4\uff0c\u8fd8\u9694\u7740\u6536\u96c6\u3001\u7f13\u51b2\u3001\u805a\u5408\u3001\u52a0\u5de5\u3001\u7d22\u5f15\u3001\u5b58\u50a8\u7b49\u82e5\u5e72\u4e2a\u6b65\u9aa4\uff0c\u5982\u56fe 10-3 \u6240\u793a\u3002<\/p>\n\n\n\n<p><img decoding=\"async\" src=\"https:\/\/static.sitestack.cn\/projects\/fenixsoft-awesome-fenix\/adc9c7ebbe7b8d87dadbccbbbdbd404f.jpeg\" alt=\"\u4e8b\u4ef6\u65e5\u5fd7 - \u56fe1\">&nbsp;\u56fe 10-3 \u65e5\u5fd7\u5904\u7406\u8fc7\u7a0b<\/p>\n\n\n\n<p>\u8fd9\u4e00\u6574\u4e2a\u94fe\u6761\u4e2d\u6d89\u53ca\u5927\u91cf\u503c\u5f97\u6ce8\u610f\u7684\u7ec6\u8282\uff0c\u590d\u6742\u6027\u5e76\u4e0d\u4e9a\u4e8e\u4efb\u4f55\u4e00\u9879\u6280\u672f\u6216\u4e1a\u52a1\u529f\u80fd\u7684\u5b9e\u73b0\u3002\u63a5\u4e0b\u6765\u5c06\u4ee5\u6b64\u4e3a\u7ebf\u7d22\uff0c\u4ee5\u6700\u6210\u719f\u7684 Elastic Stack \u6280\u672f\u6808\u4e3a\u4f8b\u5b50\uff0c\u4ecb\u7ecd\u8be5\u94fe\u6761\u6bcf\u4e2a\u6b65\u9aa4\u7684\u76ee\u7684\u4e0e\u65b9\u6cd5\u3002<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_71 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">\u6587\u7ae0\u76ee\u5f55<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"http:\/\/viplao.com\/index.php\/2024\/09\/21\/%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%88observability%ef%bc%89-%e4%ba%8b%e4%bb%b6%e6%97%a5%e5%bf%97\/#%E8%BE%93%E5%87%BA\" title=\"\u8f93\u51fa\">\u8f93\u51fa<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"http:\/\/viplao.com\/index.php\/2024\/09\/21\/%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%88observability%ef%bc%89-%e4%ba%8b%e4%bb%b6%e6%97%a5%e5%bf%97\/#%E6%94%B6%E9%9B%86%E4%B8%8E%E7%BC%93%E5%86%B2\" title=\"\u6536\u96c6\u4e0e\u7f13\u51b2\">\u6536\u96c6\u4e0e\u7f13\u51b2<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"http:\/\/viplao.com\/index.php\/2024\/09\/21\/%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%88observability%ef%bc%89-%e4%ba%8b%e4%bb%b6%e6%97%a5%e5%bf%97\/#%E5%8A%A0%E5%B7%A5%E4%B8%8E%E8%81%9A%E5%90%88\" title=\"\u52a0\u5de5\u4e0e\u805a\u5408\">\u52a0\u5de5\u4e0e\u805a\u5408<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"http:\/\/viplao.com\/index.php\/2024\/09\/21\/%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%88observability%ef%bc%89-%e4%ba%8b%e4%bb%b6%e6%97%a5%e5%bf%97\/#%E5%AD%98%E5%82%A8%E4%B8%8E%E6%9F%A5%E8%AF%A2\" title=\"\u5b58\u50a8\u4e0e\u67e5\u8be2\">\u5b58\u50a8\u4e0e\u67e5\u8be2<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"h2-u8F93u51FA\"><span class=\"ez-toc-section\" id=\"%E8%BE%93%E5%87%BA\"><\/span><a><\/a>\u8f93\u51fa<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u8981\u662f\u8bf4\u597d\u7684\u65e5\u5fd7\u80fd\u50cf\u6587\u7ae0\u4e00\u6837\uff0c\u80fd\u8ba9\u4eba\u8bfb\u8d77\u6765\u8eab\u5fc3\u8212\u7545\uff0c\u8fd9\u8bdd\u80af\u5b9a\u6709\u5938\u5927\u7684\u6210\u5206\uff0c\u4e0d\u8fc7\u597d\u7684\u65e5\u5fd7\u5e94\u8be5\u80fd\u505a\u5230\u50cf\u201c\u6d41\u6c34\u8d26\u201d\u4e00\u6837\uff0c\u65e0\u6709\u9057\u6f0f\u5730\u8bb0\u5f55\u4fe1\u606f\uff0c\u683c\u5f0f\u7edf\u4e00\uff0c\u5185\u5bb9\u6070\u5f53\u3002\u5176\u4e2d\u201c\u6070\u5f53\u201d\u662f\u4e00\u4e2a\u96be\u70b9\uff0c\u5b83\u8981\u6c42\u65e5\u5fd7\u4e0d\u5e94\u8be5\u8fc7\u591a\uff0c\u4e5f\u4e0d\u5e94\u8be5\u8fc7\u5c11\u3002\u201c\u591a\u4e0e\u5c11\u201d\u4e00\u822c\u4e0d\u9488\u5bf9\u8f93\u51fa\u7684\u65e5\u5fd7\u884c\u6570\uff0c\u5c3d\u7ba1\u7b14\u8005\u542c\u8fc7\u6700\u5938\u5f20\u7684\u7cfb\u7edf\u6709\u5355\u8282\u70b9 INFO \u7ea7\u522b\u4e0b\u6bcf\u5929\u7684\u65e5\u5fd7\u90fd\u80fd\u4ee5 TB \u8ba1\u7b97\uff08\u8fd9\u662f\u4ee3\u7801\u6709\u95ee\u9898\u7684\uff09\uff0c\u7ed9\u7f51\u7edc\u4e0e\u78c1\u76d8 I\/O \u5e26\u6765\u4e86\u4e0d\u5c0f\u538b\u529b\uff0c\u4f46\u7b14\u8005\u901a\u5e38\u4e0d\u4ee5\u6570\u91cf\u6765\u8861\u91cf\u65e5\u5fd7\u662f\u5426\u6070\u5f53\uff0c\u6070\u5f53\u662f\u6307\u65e5\u5fd7\u4e2d\u4e0d\u8be5\u51fa\u73b0\u7684\u5185\u5bb9\u4e0d\u8981\u6709\uff0c\u8be5\u6709\u7684\u4e0d\u8981\u5c11\uff0c\u4e0b\u9762\u7b14\u8005\u5148\u5217\u51fa\u4e00\u4e9b\u5e38\u89c1\u7684\u201c\u4e0d\u5e94\u8be5\u6709\u201d\u7684\u4f8b\u5b50\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u907f\u514d\u6253\u5370\u654f\u611f\u4fe1\u606f<\/strong>\u3002\u4e0d\u7528\u4e13\u95e8\u53bb\u63d0\u9192\uff0c\u4efb\u4f55\u7a0b\u5e8f\u5458\u80af\u5b9a\u90fd\u77e5\u9053\u4e0d\u8be5\u5c06\u5bc6\u7801\uff0c\u94f6\u884c\u8d26\u53f7\uff0c\u8eab\u4efd\u8bc1\u4ef6\u8fd9\u4e9b\u654f\u611f\u4fe1\u606f\u6253\u5230\u65e5\u5fd7\u91cc\uff0c\u4f46\u7b14\u8005\u66fe\u89c1\u8fc7\u4e0d\u6b62\u4e00\u4e2a\u7cfb\u7edf\u7684\u65e5\u5fd7\u4e2d\u76f4\u63a5\u80fd\u627e\u5230\u8fd9\u4e9b\u4fe1\u606f\u3002\u4e00\u65e6\u8fd9\u4e9b\u654f\u611f\u4fe1\u606f\u968f\u65e5\u5fd7\u6d41\u5230\u4e86\u540e\u7eed\u7684\u7d22\u5f15\u3001\u5b58\u50a8\u3001\u5f52\u6863\u7b49\u6b65\u9aa4\u540e\uff0c\u6e05\u7406\u8d77\u6765\u5c06\u975e\u5e38\u9ebb\u70e6\u3002\u4e0d\u8fc7\uff0c\u65e5\u5fd7\u4e2d\u5e94\u5f53\u5305\u542b\u5fc5\u8981\u7684\u975e\u654f\u611f\u4fe1\u606f\uff0c\u8b6c\u5982\u5f53\u524d\u7528\u6237\u7684 ID\uff08\u6700\u597d\u662f\u5185\u90e8 ID\uff0c\u907f\u514d\u767b\u5f55\u540d\u6216\u8005\u7528\u6237\u540d\u79f0\uff09\uff0c\u6709\u4e9b\u7cfb\u7edf\u5c31\u76f4\u63a5\u7528<a href=\"https:\/\/logging.apache.org\/log4j\/1.2\/apidocs\/org\/apache\/log4j\/MDC.html\">MDC<\/a>\uff08Mapped Diagnostic Context\uff09\u5c06\u7528\u6237 ID \u81ea\u52a8\u6253\u5370\u5728\u65e5\u5fd7\u6a21\u7248\uff08Pattern Layout\uff09\u4e0a\u3002<\/li>\n\n\n\n<li><strong>\u907f\u514d\u5f15\u7528\u6162\u64cd\u4f5c<\/strong>\u3002\u65e5\u5fd7\u4e2d\u6253\u5370\u7684\u4fe1\u606f\u5e94\u8be5\u662f\u4e0a\u4e0b\u6587\u4e2d\u53ef\u4ee5\u76f4\u63a5\u53d6\u5230\u7684\uff0c\u5982\u679c\u5f53\u524d\u4e0a\u4e0b\u6587\u4e2d\u6839\u672c\u6ca1\u6709\u8fd9\u9879\u6570\u636e\uff0c\u9700\u8981\u4e13\u95e8\u8c03\u7528\u8fdc\u7a0b\u670d\u52a1\u6216\u8005\u4ece\u6570\u636e\u5e93\u83b7\u53d6\uff0c\u53c8\u6216\u8005\u901a\u8fc7\u5927\u91cf\u8ba1\u7b97\u624d\u80fd\u53d6\u5230\u7684\u8bdd\uff0c\u90a3\u5e94\u8be5\u5148\u8003\u8651\u8fd9\u9879\u4fe1\u606f\u653e\u5230\u65e5\u5fd7\u4e2d\u662f\u4e0d\u662f\u5fc5\u8981\u4e14\u6070\u5f53\u7684\u3002<\/li>\n\n\n\n<li><strong>\u907f\u514d\u6253\u5370\u8ffd\u8e2a\u8bca\u65ad\u4fe1\u606f<\/strong>\u3002\u65e5\u5fd7\u4e2d\u4e0d\u8981\u6253\u5370\u65b9\u6cd5\u8f93\u5165\u53c2\u6570\u3001\u8f93\u51fa\u7ed3\u679c\u3001\u65b9\u6cd5\u6267\u884c\u65f6\u957f\u4e4b\u7c7b\u7684\u8c03\u8bd5\u4fe1\u606f\u3002\u8fd9\u4e2a\u89c2\u70b9\u662f\u53cd\u76f4\u89c9\u7684\uff0c\u4e0d\u5c11\u516c\u53f8\u751a\u81f3\u4f1a\u5c06\u5176\u4f5c\u4e3a\u6700\u4f73\u5b9e\u8df5\u6765\u63d0\u5021\uff0c\u4f46\u662f\u7b14\u8005\u4ecd\u575a\u6301\u5c06\u5176\u5f52\u5165\u53cd\u6a21\u5f0f\u4e2d\u3002\u65e5\u5fd7\u7684\u804c\u8d23\u662f\u8bb0\u5f55\u4e8b\u4ef6\uff0c\u8ffd\u8e2a\u8bca\u65ad\u5e94\u7531\u8ffd\u8e2a\u7cfb\u7edf\u53bb\u5904\u7406\uff0c\u54ea\u6015\u8d35\u516c\u53f8\u5b8c\u5168\u6ca1\u6709\u5f00\u53d1\u8ffd\u8e2a\u8bca\u65ad\u65b9\u9762\u529f\u80fd\u7684\u6253\u7b97\uff0c\u7b14\u8005\u4e5f\u5efa\u8bae\u4f7f\u7528<a href=\"https:\/\/github.com\/btraceio\/btrace\">BTrace<\/a>\u6216\u8005<a href=\"https:\/\/github.com\/alibaba\/arthas\">Arthas<\/a>\u8fd9\u7c7b\u201cOn-The-Fly\u201d\u7684\u5de5\u5177\u6765\u89e3\u51b3\u3002\u4e4b\u6240\u4ee5\u5c06\u5176\u5f52\u4e3a\u53cd\u6a21\u5f0f\uff0c\u662f\u56e0\u4e3a\u4e0a\u9762\u8bf4\u7684\u654f\u611f\u4fe1\u606f\u3001\u6162\u64cd\u4f5c\u7b49\u7684\u4e3b\u8981\u6e90\u5934\u5c31\u662f\u8fd9\u4e9b\u539f\u672c\u60f3\u7528\u4e8e\u8c03\u8bd5\u7684\u65e5\u5fd7\u3002\u8b6c\u5982\uff0c\u5f53\u524d\u65b9\u6cd5\u5165\u53e3\u53c2\u6570\u6709\u4e2a User \u5bf9\u8c61\uff0c\u5982\u679c\u8981\u8f93\u51fa\u8fd9\u4e2a\u5bf9\u8c61\u7684\u8bdd\uff0c\u5e38\u89c1\u505a\u6cd5\u662f\u5c06\u5b83\u5e8f\u5217\u5316\u6210 JSON \u5b57\u7b26\u4e32\u7136\u540e\u6253\u5230\u65e5\u5fd7\u91cc\uff0c\u8fd9\u65f6\u5019 User \u91cc\u9762\u7684 Password \u5b57\u6bb5\u3001BankCard \u5b57\u6bb5\u5c31\u5f88\u5bb9\u6613\u88ab\u66b4\u9732\u51fa\u6765\uff1b\u518d\u8b6c\u5982\uff0c\u5f53\u524d\u65b9\u6cd5\u7684\u8fd4\u56de\u503c\u662f\u4e2a Map\uff0c\u5f00\u53d1\u671f\u7684\u8c03\u8bd5\u6570\u636e\u53ea\u505a\u4e86\u4e09\u4e94\u4e2a Entity\uff0c\u89c9\u5f97\u904d\u5386\u4e00\u4e0b\u628a\u5177\u4f53\u5185\u5bb9\u6253\u5230\u65e5\u5fd7\u91cc\u9762\u6ca1\u4ec0\u4e48\u95ee\u9898\uff0c\u5230\u4e86\u751f\u4ea7\u671f\uff0c\u8fd9\u4e2a Map \u91cc\u9762\u6709\u53ef\u80fd\u5b58\u653e\u4e86\u6210\u5343\u4e0a\u4e07\u4e2a Entity\uff0c\u8fd9\u65f6\u5019\u6253\u5370\u65e5\u5fd7\u5c31\u76f8\u5f53\u4e8e\u5f15\u7528\u6162\u64cd\u4f5c\u3002<\/li>\n\n\n\n<li><strong>\u907f\u514d\u8bef\u5bfc\u4ed6\u4eba<\/strong>\u3002\u65e5\u5fd7\u4e2d\u7ed9\u65e5\u540e\u8c03\u8bd5\u9664\u9519\u7684\u4eba\u6316\u5751\u662f\u5341\u5206\u6076\u52a3\u5374\u53c8\u5e38\u89c1\u7684\u884c\u4e3a\u3002\u76f8\u4fe1\u7a0b\u5e8f\u5458\u5e76\u4e0d\u662f\u4e13\u95e8\u8981\u53bb\u8bef\u5bfc\u522b\u4eba\uff0c\u53ea\u662f\u5f88\u53ef\u80fd\u4f1a\u65e0\u610f\u8bc6\u5730\u8fd9\u6837\u505a\u4e86\u3002\u8b6c\u5982\u660e\u660e\u5df2\u7ecf\u5728\u903b\u8f91\u4e2d\u59a5\u5584\u5904\u7406\u597d\u4e86\u67d0\u4e2a\u5f02\u5e38\uff0c\u504f\u4e60\u60ef\u6027\u5730\u8c03\u7528 printStackTrace()\u65b9\u6cd5\uff0c\u628a\u5806\u6808\u6253\u5230\u65e5\u5fd7\u4e2d\uff0c\u4e00\u65e6\u8fd9\u4e2a\u65b9\u6cd5\u9644\u8fd1\u51fa\u73b0\u95ee\u9898\uff0c\u7531\u5176\u4ed6\u4eba\u6765\u9664\u9519\u7684\u8bdd\uff0c\u5f88\u5bb9\u6613\u4f1a\u76ef\u7740\u8fd9\u6bb5\u5806\u6808\u53bb\u627e\u7ebf\u7d22\u800c\u6d6a\u8d39\u5927\u91cf\u65f6\u95f4\u3002<\/li>\n\n\n\n<li>\u2026\u2026<\/li>\n<\/ul>\n\n\n\n<p>\u53e6\u4e00\u65b9\u9762\uff0c\u65e5\u5fd7\u4e2d\u4e0d\u8be5\u7f3a\u5c11\u7684\u5185\u5bb9\u4e5f\u201c\u4e0d\u5e94\u8be5\u5c11\u201d\uff0c\u4ee5\u4e0b\u662f\u90e8\u5206\u7b14\u8005\u5efa\u8bae\u5e94\u8be5\u8f93\u51fa\u5230\u65e5\u5fd7\u4e2d\u7684\u5185\u5bb9\uff1a<\/p>\n\n\n\n<ul>\n<li><strong>\u5904\u7406\u8bf7\u6c42\u65f6\u7684 TraceID<\/strong>\u3002\u670d\u52a1\u6536\u5230\u8bf7\u6c42\u65f6\uff0c\u5982\u679c\u8be5\u8bf7\u6c42\u6ca1\u6709\u9644\u5e26 TraceID\uff0c\u5c31\u5e94\u8be5\u81ea\u52a8\u751f\u6210\u552f\u4e00\u7684 TraceID \u6765\u5bf9\u8bf7\u6c42\u8fdb\u884c\u6807\u8bb0\uff0c\u5e76\u4f7f\u7528 MDC \u81ea\u52a8\u8f93\u51fa\u5230\u65e5\u5fd7\u3002TraceID \u4f1a\u8d2f\u7a7f\u6574\u6761\u8c03\u7528\u94fe\uff0c\u76ee\u7684\u662f\u901a\u8fc7\u5b83\u628a\u8bf7\u6c42\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u5404\u4e2a\u670d\u52a1\u4e2d\u7684\u6267\u884c\u8fc7\u7a0b\u4e32\u8054\u8d77\u6765\u3002TraceID \u901a\u5e38\u4e5f\u4f1a\u968f\u7740\u8bf7\u6c42\u7684\u54cd\u5e94\u8fd4\u56de\u5230\u5ba2\u6237\u7aef\uff0c\u5982\u679c\u54cd\u5e94\u5185\u5bb9\u51fa\u73b0\u4e86\u5f02\u5e38\uff0c\u7528\u6237\u4fbf\u80fd\u901a\u8fc7\u6b64 ID \u5feb\u901f\u627e\u5230\u4e0e\u95ee\u9898\u76f8\u5173\u7684\u65e5\u5fd7\u3002TraceID \u662f\u94fe\u8def\u8ffd\u8e2a\u91cc\u7684\u6982\u5ff5\uff0c\u7c7b\u4f3c\u7684\u8fd8\u6709\u7528\u4e8e\u6807\u8bc6\u8fdb\u7a0b\u5185\u8c03\u7528\u72b6\u51b5\u7684 SpanID\uff0c\u5728 Java \u7a0b\u5e8f\u4e2d\u8fd9\u4e9b\u90fd\u53ef\u4ee5\u7528 Spring Cloud Sleuth \u6765\u81ea\u52a8\u751f\u6210\u3002\u5c3d\u7ba1 TraceID \u5728\u5206\u5e03\u5f0f\u8ddf\u8e2a\u4f1a\u53d1\u6325\u6700\u5927\u7684\u4f5c\u7528\uff0c\u4f46\u5373\u4f7f\u5bf9\u5355\u4f53\u7cfb\u7edf\uff0c\u5c06 TraceID \u8bb0\u5f55\u5230\u65e5\u5fd7\u5e76\u8fd4\u56de\u7ed9\u6700\u7ec8\u7528\u6237\uff0c\u5bf9\u5feb\u901f\u5b9a\u4f4d\u9519\u8bef\u4ecd\u7136\u5341\u5206\u6709\u4ef7\u503c\u3002<\/li>\n\n\n\n<li><strong>\u7cfb\u7edf\u8fd0\u884c\u8fc7\u7a0b\u4e2d\u7684\u5173\u952e\u4e8b\u4ef6<\/strong>\u3002\u65e5\u5fd7\u7684\u804c\u8d23\u5c31\u662f\u8bb0\u5f55\u4e8b\u4ef6\uff0c\u8fdb\u884c\u4e86\u54ea\u4e9b\u64cd\u4f5c\u3001\u53d1\u751f\u4e86\u4e0e\u9884\u671f\u4e0d\u7b26\u7684\u60c5\u51b5\u3001\u8fd0\u884c\u671f\u95f4\u51fa\u73b0\u672a\u80fd\u5904\u7406\u7684\u5f02\u5e38\u6216\u8b66\u544a\u3001\u5b9a\u671f\u81ea\u52a8\u6267\u884c\u7684\u4efb\u52a1\uff0c\u7b49\u7b49\uff0c\u90fd\u5e94\u8be5\u5728\u65e5\u5fd7\u4e2d\u5b8c\u6574\u8bb0\u5f55\u4e0b\u6765\u3002\u539f\u5219\u4e0a\u7a0b\u5e8f\u4e2d\u53d1\u751f\u7684\u4e8b\u4ef6\u53ea\u8981\u6709\u4ef7\u503c\u5c31\u5e94\u8be5\u53bb\u8bb0\u5f55\uff0c\u4f46\u5e94\u5224\u65ad\u6e05\u695a\u4e8b\u4ef6\u7684\u91cd\u8981\u7a0b\u5ea6\uff0c\u9009\u5b9a\u76f8\u5339\u914d\u7684\u65e5\u5fd7\u7684\u7ea7\u522b\u3002\u81f3\u4e8e\u5982\u4f55\u5feb\u901f\u5904\u7406\u5927\u91cf\u65e5\u5fd7\uff0c\u8fd9\u662f\u540e\u9762\u6b65\u9aa4\u8981\u8003\u8651\u7684\u95ee\u9898\uff0c\u5982\u679c\u8f93\u51fa\u65e5\u5fd7\u5b9e\u5728\u592a\u9891\u7e41\u4ee5\u81f3\u4e8e\u5f71\u54cd\u6027\u80fd\uff0c\u5e94\u7531\u8fd0\u7ef4\u4eba\u5458\u53bb\u8c03\u6574\u5168\u5c40\u6216\u5355\u4e2a\u7c7b\u7684\u65e5\u5fd7\u7ea7\u522b\u6765\u89e3\u51b3\u3002<\/li>\n\n\n\n<li><strong>\u542f\u52a8\u65f6\u8f93\u51fa\u914d\u7f6e\u4fe1\u606f<\/strong>\u3002\u4e0e\u907f\u514d\u8f93\u51fa\u8bca\u65ad\u4fe1\u606f\u4e0d\u540c\uff0c\u5bf9\u4e8e\u7cfb\u7edf\u542f\u52a8\u65f6\u6216\u8005\u68c0\u6d4b\u5230\u914d\u7f6e\u4e2d\u5fc3\u53d8\u5316\u65f6\u66f4\u65b0\u7684\u914d\u7f6e\uff0c\u5e94\u5c06\u975e\u654f\u611f\u7684\u914d\u7f6e\u4fe1\u606f\u8f93\u51fa\u5230\u65e5\u5fd7\u4e2d\uff0c\u8b6c\u5982\u8fde\u63a5\u7684\u6570\u636e\u5e93\u3001\u4e34\u65f6\u76ee\u5f55\u7684\u8def\u5f84\u7b49\u7b49\uff0c\u521d\u59cb\u5316\u914d\u7f6e\u7684\u903b\u8f91\u4e00\u822c\u53ea\u4f1a\u6267\u884c\u4e00\u6b21\uff0c\u4e0d\u4fbf\u4e8e\u8bca\u65ad\u65f6\u590d\u73b0\uff0c\u6240\u4ee5\u5e94\u8be5\u8f93\u51fa\u5230\u65e5\u5fd7\u4e2d\u3002<\/li>\n\n\n\n<li>\u2026\u2026<\/li>\n<\/ul>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h2-u6536u96C6u4E0Eu7F13u51B2\"><span class=\"ez-toc-section\" id=\"%E6%94%B6%E9%9B%86%E4%B8%8E%E7%BC%93%E5%86%B2\"><\/span><a><\/a>\u6536\u96c6\u4e0e\u7f13\u51b2<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5199\u65e5\u5fd7\u662f\u5728\u670d\u52a1\u8282\u70b9\u4e2d\u8fdb\u884c\u7684\uff0c\u4f46\u6211\u4eec\u4e0d\u53ef\u80fd\u5728\u6bcf\u4e2a\u8282\u70b9\u90fd\u5355\u72ec\u5efa\u8bbe\u65e5\u5fd7\u67e5\u8be2\u529f\u80fd\u3002\u8fd9\u4e0d\u662f\u8d44\u6e90\u6216\u5de5\u4f5c\u91cf\u7684\u95ee\u9898\uff0c\u800c\u662f\u5206\u5e03\u5f0f\u7cfb\u7edf\u5904\u7406\u4e00\u4e2a\u8bf7\u6c42\u8981\u8de8\u8d8a\u591a\u4e2a\u670d\u52a1\u8282\u70b9\uff0c\u4e3a\u4e86\u80fd\u770b\u5230\u8de8\u8282\u70b9\u7684\u5168\u90e8\u65e5\u5fd7\uff0c\u5c31\u8981\u6709\u80fd\u8986\u76d6\u6574\u4e2a\u94fe\u8def\u7684\u5168\u5c40\u65e5\u5fd7\u7cfb\u7edf\u3002\u8fd9\u4e2a\u9700\u6c42\u51b3\u5b9a\u4e86\u6bcf\u4e2a\u8282\u70b9\u8f93\u51fa\u65e5\u5fd7\u5230\u6587\u4ef6\u540e\uff0c\u5fc5\u987b\u5c06\u65e5\u5fd7\u6587\u4ef6\u7edf\u4e00\u6536\u96c6\u8d77\u6765\u96c6\u4e2d\u5b58\u50a8\u3001\u7d22\u5f15\uff0c\u7531\u6b64\u4fbf\u50ac\u751f\u4e86\u4e13\u95e8\u7684\u65e5\u5fd7\u6536\u96c6\u5668\u3002<\/p>\n\n\n\n<p>\u6700\u521d\uff0cELK \u4e2d\u65e5\u5fd7\u6536\u96c6\u4e0e\u4e0b\u4e00\u8282\u8981\u8bb2\u7684\u52a0\u5de5\u805a\u5408\u7684\u804c\u8d23\u90fd\u662f\u7531 Logstash \u6765\u627f\u62c5\u7684\uff0cLogstash \u9664\u4e86\u90e8\u7f72\u5728\u5404\u4e2a\u8282\u70b9\u4e2d\u4f5c\u4e3a\u6536\u96c6\u7684\u5ba2\u6237\u7aef\uff08Shipper\uff09\u4ee5\u5916\uff0c\u5b83\u8fd8\u540c\u65f6\u8bbe\u6709\u72ec\u7acb\u90e8\u7f72\u7684\u8282\u70b9\uff0c\u626e\u6f14\u5f52\u96c6\u8f6c\u6362\u65e5\u5fd7\u7684\u670d\u52a1\u7aef\uff08Master\uff09\u89d2\u8272\u3002Logstash \u6709\u826f\u597d\u7684\u63d2\u4ef6\u5316\u8bbe\u8ba1\uff0c\u6536\u96c6\u3001\u8f6c\u6362\u3001\u8f93\u51fa\u90fd\u652f\u6301\u63d2\u4ef6\u5316\u5b9a\u5236\uff0c\u5e94\u5bf9\u591a\u91cd\u89d2\u8272\u672c\u8eab\u5e76\u6ca1\u6709\u4ec0\u4e48\u56f0\u96be\u3002\u4f46\u662f Logstash \u4e0e\u5b83\u7684\u63d2\u4ef6\u662f\u57fa\u4e8e JRuby \u7f16\u5199\u7684\uff0c\u8981\u8dd1\u5728\u5355\u72ec\u7684 Java \u865a\u62df\u673a\u8fdb\u7a0b\u4e0a\uff0c\u800c\u4e14 Logstash \u7684\u9ed8\u8ba4\u7684\u5806\u5927\u5c0f\u5c31\u5230\u4e86 1GB\u3002\u5bf9\u4e8e\u5f52\u96c6\u90e8\u5206\uff08Master\uff09\u8fd9\u79cd\u6d88\u8017\u5e76\u4e0d\u662f\u4ec0\u4e48\u95ee\u9898\uff0c\u4f46\u4f5c\u4e3a\u6bcf\u4e2a\u8282\u70b9\u90fd\u8981\u90e8\u7f72\u7684\u65e5\u5fd7\u6536\u96c6\u5668\u5c31\u663e\u5f97\u592a\u8fc7\u8d1f\u91cd\u4e86\u3002\u540e\u6765\uff0cElastic.co \u516c\u53f8\u5c06\u6240\u6709\u9700\u8981\u5728\u670d\u52a1\u8282\u70b9\u4e2d\u5904\u7406\u7684\u5de5\u4f5c\u6574\u7406\u6210\u4ee5<a href=\"https:\/\/github.com\/elastic\/beats\/tree\/master\/libbeat\">Libbeat<\/a>\u4e3a\u6838\u5fc3\u7684<a href=\"https:\/\/github.com\/elastic\/beats\">Beats \u6846\u67b6<\/a>\uff0c\u5e76\u4f7f\u7528 Golang \u91cd\u5199\u4e86\u4e00\u4e2a\u529f\u80fd\u8f83\u5c11\uff0c\u5374\u66f4\u8f7b\u91cf\u9ad8\u6548\u7684\u65e5\u5fd7\u6536\u96c6\u5668\uff0c\u8fd9\u5c31\u662f\u4eca\u5929\u6d41\u884c\u7684<a href=\"https:\/\/github.com\/elastic\/beats\/tree\/master\/filebeat\">Filebeat<\/a>\u3002<\/p>\n\n\n\n<p>\u73b0\u5728\u7684 Beats \u5df2\u7ecf\u662f\u4e00\u4e2a\u5f88\u5927\u7684\u5bb6\u65cf\u4e86\uff0c\u9664\u4e86 Filebeat \u5916\uff0cElastic.co \u8fd8\u63d0\u4f9b\u6709\u7528\u4e8e\u6536\u96c6 Linux \u5ba1\u8ba1\u6570\u636e\u7684<a href=\"https:\/\/github.com\/elastic\/beats\/tree\/master\/auditbeat\">Auditbeat<\/a>\u3001\u7528\u4e8e\u65e0\u670d\u52a1\u8ba1\u7b97\u67b6\u6784\u7684<a href=\"https:\/\/github.com\/elastic\/beats\/tree\/master\/x-pack\/functionbeat\">Functionbeat<\/a>\u3001\u7528\u4e8e\u5fc3\u8df3\u68c0\u6d4b\u7684<a href=\"https:\/\/github.com\/elastic\/beats\/tree\/master\/heartbeat\">Heartbeat<\/a>\u3001\u7528\u4e8e\u805a\u5408\u5ea6\u91cf\u7684<a href=\"https:\/\/github.com\/elastic\/beats\/tree\/master\/metricbeat\">Metricbeat<\/a>\u3001\u7528\u4e8e\u6536\u96c6 Linux Systemd Journald \u65e5\u5fd7\u7684<a href=\"https:\/\/github.com\/elastic\/beats\/tree\/master\/journalbeat\">Journalbeat<\/a>\u3001\u7528\u4e8e\u6536\u96c6 Windows \u4e8b\u4ef6\u65e5\u5fd7\u7684<a href=\"https:\/\/github.com\/elastic\/beats\/tree\/master\/winlogbeat\">Winlogbeat<\/a>\uff0c\u7528\u4e8e\u7f51\u7edc\u5305\u55c5\u63a2\u7684<a href=\"https:\/\/github.com\/elastic\/beats\/tree\/master\/packetbeat\">Packetbeat<\/a>\uff0c\u7b49\u7b49\uff0c\u5982\u679c\u518d\u7b97\u4e0a\u5927\u91cf\u7531\u793e\u533a\u7ef4\u62a4\u7684<a href=\"https:\/\/github.com\/elastic\/beats\/blob\/master\/libbeat\/docs\/communitybeats.asciidoc\">Community Beats<\/a>\uff0c\u90a3\u51e0\u4e4e\u662f\u4f60\u80fd\u60f3\u50cf\u5230\u7684\u6570\u636e\u90fd\u53ef\u4ee5\u88ab\u6536\u96c6\u5230\uff0c\u4ee5\u81f3\u4e8e ELK \u4e5f\u53ef\u4ee5\u4e00\u5b9a\u7a0b\u5ea6\u4e0a\u4ee3\u66ff\u5ea6\u91cf\u548c\u8ffd\u8e2a\u7cfb\u7edf\uff0c\u5b9e\u73b0\u5b83\u4eec\u7684\u90e8\u5206\u804c\u80fd\uff0c\u8fd9\u5bf9\u4e8e\u4e2d\u5c0f\u578b\u5206\u5e03\u5f0f\u7cfb\u7edf\u6765\u8bf4\u662f\u4fbf\u5229\u7684\uff0c\u4f46\u5bf9\u4e8e\u5927\u578b\u7cfb\u7edf\uff0c\u7b14\u8005\u5efa\u8bae\u8fd8\u662f\u8ba9\u4e13\u4e1a\u7684\u5de5\u5177\u53bb\u505a\u4e13\u4e1a\u7684\u4e8b\u60c5\u3002<\/p>\n\n\n\n<p>\u65e5\u5fd7\u6536\u96c6\u5668\u4e0d\u4ec5\u8981\u4fdd\u8bc1\u80fd\u8986\u76d6\u5168\u90e8\u6570\u636e\u6765\u6e90\uff0c\u8fd8\u8981\u5c3d\u529b\u4fdd\u8bc1\u65e5\u5fd7\u6570\u636e\u7684\u8fde\u7eed\u6027\uff0c\u8fd9\u5176\u5b9e\u5e76\u4e0d\u5bb9\u6613\u505a\u5230\u3002\u8b6c\u5982\u6dd8\u5b9d\u8fd9\u7c7b\u5927\u578b\u7684\u4e92\u8054\u7f51\u7cfb\u7edf\uff0c\u6bcf\u5929\u7684\u65e5\u5fd7\u91cf\u8d85\u8fc7\u4e86 10,000TB\uff0810PB\uff09\u91cf\u7ea7\uff0c\u65e5\u5fd7\u6536\u96c6\u5668\u7684\u90e8\u7f72\u5b9e\u4f8b\u6570\u80fd\u5230\u8fbe\u767e\u4e07\u91cf\u7ea7\uff08<a href=\"http:\/\/ppt.geekbang.org\/slide\/download?cid=40&amp;pid=2436\">\u6570\u636e\u6765\u6e90<\/a>\uff09\uff0c\u6b64\u65f6\u5f52\u96c6\u5230\u7cfb\u7edf\u4e2d\u7684\u65e5\u5fd7\u8981\u4e0e\u5b9e\u9645\u4ea7\u751f\u7684\u65e5\u5fd7\u4fdd\u6301\u7edd\u5bf9\u7684\u4e00\u81f4\u6027\u662f\u975e\u5e38\u56f0\u96be\u7684\uff0c\u4e5f\u4e0d\u5e94\u8be5\u4e3a\u6b64\u4ed8\u51fa\u8fc7\u9ad8\u6210\u672c\u3002\u6362\u800c\u8a00\u4e4b\uff0c\u65e5\u5fd7\u4e0d\u8ffd\u6c42\u7edd\u5bf9\u7684\u5b8c\u6574\u7cbe\u786e\uff0c\u53ea\u8ffd\u6c42\u5728\u4ee3\u4ef7\u53ef\u627f\u53d7\u7684\u8303\u56f4\u5185\u4fdd\u8bc1\u5c3d\u53ef\u80fd\u5730\u4fdd\u8bc1\u8f83\u9ad8\u7684\u6570\u636e\u8d28\u91cf\u3002\u4e00\u79cd\u6700\u5e38\u7528\u7684\u7f13\u89e3\u538b\u529b\u7684\u505a\u6cd5\u662f\u5c06\u65e5\u5fd7\u63a5\u6536\u8005\u4ece Logstash \u548c Elasticsearch \u8f6c\u79fb\u81f3\u6297\u538b\u80fd\u529b\u66f4\u5f3a\u7684\u961f\u5217\u7f13\u5b58\uff0c\u8b6c\u5982\u5728 Logstash \u4e4b\u524d\u67b6\u8bbe\u4e00\u4e2a Kafka \u6216\u8005 Redis \u4f5c\u4e3a\u7f13\u51b2\u5c42\uff0c\u9762\u5bf9\u7a81\u53d1\u6d41\u91cf\uff0cLogstash \u6216 Elasticsearch \u5904\u7406\u80fd\u529b\u51fa\u73b0\u74f6\u9888\u65f6\u81ea\u52a8\u524a\u5cf0\u586b\u8c37\uff0c\u751a\u81f3\u5f53\u5b83\u4eec\u77ed\u65f6\u95f4\u505c\u987f\uff0c\u4e5f\u4e0d\u4f1a\u4e22\u5931\u65e5\u5fd7\u6570\u636e\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h2-u52A0u5DE5u4E0Eu805Au5408\"><span class=\"ez-toc-section\" id=\"%E5%8A%A0%E5%B7%A5%E4%B8%8E%E8%81%9A%E5%90%88\"><\/span><a><\/a>\u52a0\u5de5\u4e0e\u805a\u5408<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u5c06\u65e5\u5fd7\u96c6\u4e2d\u6536\u96c6\u4e4b\u540e\uff0c\u5b58\u5165 Elasticsearch \u4e4b\u524d\uff0c\u4e00\u822c\u8fd8\u8981\u5bf9\u5b83\u4eec\u8fdb\u884c\u52a0\u5de5\u8f6c\u6362\u548c\u805a\u5408\u5904\u7406\u3002\u8fd9\u662f\u56e0\u4e3a\u65e5\u5fd7\u662f\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u4e00\u884c\u65e5\u5fd7\u4e2d\u901a\u5e38\u4f1a\u5305\u542b\u591a\u9879\u4fe1\u606f\uff0c\u5982\u679c\u4e0d\u505a\u5904\u7406\uff0c\u90a3\u5728 Elasticsearch \u5c31\u53ea\u80fd\u4ee5\u5168\u6587\u68c0\u7d22\u7684\u539f\u59cb\u65b9\u5f0f\u53bb\u4f7f\u7528\u65e5\u5fd7\uff0c\u65e2\u4e0d\u5229\u4e8e\u7edf\u8ba1\u5bf9\u6bd4\uff0c\u4e5f\u4e0d\u5229\u4e8e\u6761\u4ef6\u8fc7\u6ee4\u3002\u4e3e\u4e2a\u5177\u4f53\u4f8b\u5b50\uff0c\u4e0b\u9762\u662f\u4e00\u884c Nginx \u670d\u52a1\u5668\u7684 Access Log\uff0c\u4ee3\u8868\u4e86\u4e00\u6b21\u9875\u9762\u8bbf\u95ee\u64cd\u4f5c\uff1a<\/p>\n\n\n\n<pre class=\"wp-block-code\"><code>14.123.255.234 - - &#91;19\/Feb\/2020:00:12:11 +0800] \"GET \/index.html HTTP\/1.1\" 200 1314 \"https:\/\/icyfenix.cn\" \"Mozilla\/5.0 (Windows NT 10.0; WOW64) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/80.0.3987.163 Safari\/537.36\"<\/code><\/pre>\n\n\n\n<p>\u5728\u8fd9\u4e00\u884c\u65e5\u5fd7\u91cc\u9762\uff0c\u5305\u542b\u4e86\u8868 10-1 \u6240\u5217\u7684 10 \u9879\u72ec\u7acb\u6570\u636e\u9879\uff1a<\/p>\n\n\n\n<p>\u8868 10-1 \u65e5\u5fd7\u5305\u542b\u7684 10 \u9879\u72ec\u7acb\u6570\u636e\u9879<\/p>\n\n\n\n<figure class=\"wp-block-table\"><table><thead><tr><th>\u6570\u636e\u9879<\/th><th>\u503c<\/th><\/tr><\/thead><tbody><tr><td>IP<\/td><td>14.123.255.234<\/td><\/tr><tr><td>Username<\/td><td>null<\/td><\/tr><tr><td>Datetime<\/td><td>19\/Feb\/2020:00:12:11 +0800<\/td><\/tr><tr><td>Method<\/td><td>GET<\/td><\/tr><tr><td>URL<\/td><td>\/index.html<\/td><\/tr><tr><td>Protocol<\/td><td>HTTP\/1.1<\/td><\/tr><tr><td>Status<\/td><td>200<\/td><\/tr><tr><td>Size<\/td><td>1314<\/td><\/tr><tr><td>Refer<\/td><td><a href=\"https:\/\/icyfenix.cn\/\">https:\/\/icyfenix.cn<\/a><\/td><\/tr><tr><td>Agent<\/td><td>Mozilla\/5.0 (Windows NT 10.0; WOW64) AppleWebKit\/537.36 (KHTML, like Gecko) Chrome\/80.0.3987.163 Safari\/537.36<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n<p>Logstash \u7684\u57fa\u672c\u804c\u80fd\u662f\u628a\u65e5\u5fd7\u884c\u4e2d\u7684\u975e\u7ed3\u6784\u5316\u6570\u636e\uff0c\u901a\u8fc7 Grok \u8868\u8fbe\u5f0f\u8bed\u6cd5\u8f6c\u6362\u4e3a\u4e0a\u9762\u8868\u683c\u90a3\u6837\u7684\u7ed3\u6784\u5316\u6570\u636e\uff0c\u8fdb\u884c\u7ed3\u6784\u5316\u7684\u540c\u65f6\uff0c\u8fd8\u53ef\u80fd\u4f1a\u6839\u636e\u9700\u8981\uff0c\u8c03\u7528\u5176\u4ed6\u63d2\u4ef6\u6765\u5b8c\u6210\u65f6\u95f4\u5904\u7406\uff08\u7edf\u4e00\u65f6\u95f4\u683c\u5f0f\uff09\u3001\u7c7b\u578b\u8f6c\u6362\uff08\u5982\u5b57\u7b26\u4e32\u3001\u6570\u503c\u7684\u8f6c\u6362\uff09\u3001\u67e5\u8be2\u5f52\u7c7b\uff08\u8b6c\u5982\u5c06 IP \u5730\u5740\u6839\u636e\u5730\u7406\u4fe1\u606f\u5e93\u6309\u7701\u5e02\u5f52\u7c7b\uff09\u7b49\u989d\u5916\u5904\u7406\u5de5\u4f5c\uff0c\u7136\u540e\u4ee5 JSON \u683c\u5f0f\u8f93\u51fa\u5230 Elasticsearch \u4e2d\uff08\u8fd9\u662f\u6700\u666e\u904d\u7684\u8f93\u51fa\u5f62\u5f0f\uff0cLogstash \u8f93\u51fa\u4e5f\u6709\u5f88\u591a\u63d2\u4ef6\u53ef\u4ee5\u5177\u4f53\u5b9a\u5236\u4e0d\u540c\u7684\u683c\u5f0f\uff09\u3002\u6709\u4e86\u8fd9\u4e9b\u7ecf\u8fc7 Logstash \u8f6c\u6362\uff0c\u5df2\u7ecf\u7ed3\u6784\u5316\u7684\u65e5\u5fd7\uff0cElasticsearch \u4fbf\u53ef\u9488\u5bf9\u4e0d\u540c\u7684\u6570\u636e\u9879\u6765\u5efa\u7acb\u7d22\u5f15\uff0c\u8fdb\u884c\u6761\u4ef6\u67e5\u8be2\u3001\u7edf\u8ba1\u3001\u805a\u5408\u7b49\u64cd\u4f5c\u7684\u4e86\u3002<\/p>\n\n\n\n<p>\u63d0\u5230\u805a\u5408\uff0c\u8fd9\u4e5f\u662f Logstash \u7684\u53e6\u4e00\u4e2a\u5e38\u89c1\u804c\u80fd\u3002\u65e5\u5fd7\u4e2d\u5b58\u50a8\u7684\u662f\u79bb\u6563\u4e8b\u4ef6\uff0c\u79bb\u6563\u7684\u610f\u601d\u662f\u6bcf\u4e2a\u4e8b\u4ef6\u90fd\u662f\u76f8\u4e92\u72ec\u7acb\u7684\uff0c\u8b6c\u5982\u6709 10 \u4e2a\u7528\u6237\u8bbf\u95ee\u670d\u52a1\uff0c\u4ed6\u4eec\u64cd\u4f5c\u6240\u4ea7\u751f\u7684\u4e8b\u4ef6\u90fd\u5728\u65e5\u5fd7\u4e2d\u4f1a\u5206\u522b\u8bb0\u5f55\u3002\u5982\u679c\u60f3\u4ece\u79bb\u6563\u7684\u65e5\u5fd7\u4e2d\u83b7\u5f97\u7edf\u8ba1\u4fe1\u606f\uff0c\u8b6c\u5982\u60f3\u77e5\u9053\u8fd9\u4e9b\u7528\u6237\u4e2d\u6b63\u5e38\u8fd4\u56de\uff08200 OK\uff09\u7684\u6709\u591a\u5c11\u3001\u51fa\u73b0\u5f02\u5e38\u7684\uff08500 Internal Server Error\uff09\u7684\u6709\u591a\u5c11\uff0c\u518d\u751f\u6210\u4e2a\u53ef\u89c6\u5316\u7edf\u8ba1\u56fe\u8868\uff0c\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u662f\u901a\u8fc7 Elasticsearch \u672c\u8eab\u7684\u5904\u7406\u80fd\u529b\u505a\u5b9e\u65f6\u7684\u805a\u5408\u7edf\u8ba1\uff0c\u8fd9\u5f88\u4fbf\u6377\uff0c\u4e0d\u8fc7\u8981\u6d88\u8017 Elasticsearch \u670d\u52a1\u5668\u7684\u8fd0\u7b97\u8d44\u6e90\u3002\u53e6\u4e00\u79cd\u89e3\u51b3\u65b9\u6848\u662f\u5728\u6536\u96c6\u65e5\u5fd7\u540e\u81ea\u52a8\u751f\u6210\u67d0\u4e9b\u5e38\u7528\u7684\u3001\u56fa\u5b9a\u7684\u805a\u5408\u6307\u6807\uff0c\u8fd9\u79cd\u805a\u5408\u5c31\u4f1a\u5728 Logstash \u4e2d\u901a\u8fc7\u805a\u5408\u63d2\u4ef6\u6765\u5b8c\u6210\u3002\u8fd9\u4e24\u79cd\u805a\u5408\u65b9\u5f0f\u90fd\u6709\u4e0d\u5c11\u5b9e\u9645\u5e94\u7528\uff0c\u524d\u8005\u4e00\u822c\u7528\u4e8e\u5e94\u5bf9\u5373\u5e2d\u67e5\u8be2\uff0c\u540e\u8005\u7528\u4e8e\u5e94\u5bf9\u56fa\u5b9a\u67e5\u8be2\u3002<\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h2-u5B58u50A8u4E0Eu67E5u8BE2\"><span class=\"ez-toc-section\" id=\"%E5%AD%98%E5%82%A8%E4%B8%8E%E6%9F%A5%E8%AF%A2\"><\/span><a><\/a>\u5b58\u50a8\u4e0e\u67e5\u8be2<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>\u7ecf\u8fc7\u6536\u96c6\u3001\u7f13\u51b2\u3001\u52a0\u5de5\u3001\u805a\u5408\u7684\u65e5\u5fd7\u6570\u636e\uff0c\u7ec8\u4e8e\u53ef\u4ee5\u653e\u5165 Elasticsearch \u4e2d\u7d22\u5f15\u5b58\u50a8\u4e86\u3002Elasticsearch \u662f\u6574\u4e2a Elastic Stack \u6280\u672f\u6808\u7684\u6838\u5fc3\uff0c\u5176\u4ed6\u6b65\u9aa4\u7684\u5de5\u5177\uff0c\u5982 Filebeat\u3001Logstash\u3001Kibana \u90fd\u6709\u66ff\u4ee3\u54c1\uff0c\u6709\u81ea\u7531\u9009\u62e9\u7684\u4f59\u5730\uff0c\u552f\u72ec Elasticsearch \u5728\u65e5\u5fd7\u5206\u6790\u8fd9\u65b9\u9762\u5b8c\u5168\u6ca1\u6709\u4ec0\u4e48\u503c\u5f97\u4e00\u63d0\u7684\u7ade\u4e89\u8005\uff0c\u51e0\u4e4e\u5c31\u662f\u89e3\u51b3\u6b64\u95ee\u9898\u7684\u552f\u4e00\u7b54\u6848\u3002\u8fd9\u6837\u7684\u7ed3\u679c\u80af\u5b9a\u4e0e Elasticsearch \u672c\u8eab\u662f\u4e00\u6b3e\u4f18\u79c0\u4ea7\u54c1\u6709\u5173\uff0c\u7136\u800c\u66f4\u5173\u952e\u7684\u662f Elasticsearch \u7684\u4f18\u52bf\u6b63\u597d\u4e0e\u65e5\u5fd7\u5206\u6790\u7684\u9700\u6c42\u5b8c\u7f8e\u5951\u5408\uff1a<\/p>\n\n\n\n<ul>\n<li>\u4ece\u6570\u636e\u7279\u5f81\u7684\u89d2\u5ea6\u770b\uff0c\u65e5\u5fd7\u662f\u5178\u578b\u7684\u57fa\u4e8e\u65f6\u95f4\u7684\u6570\u636e\u6d41\uff0c\u4f46\u5b83\u4e0e\u5176\u4ed6\u65f6\u95f4\u6570\u636e\u6d41\uff0c\u8b6c\u5982\u4f60\u7684\u65b0\u6d6a\u5fae\u535a\u3001\u5fae\u4fe1\u670b\u53cb\u5708\u8fd9\u79cd\u793e\u4ea4\u7f51\u7edc\u6570\u636e\u53c8\u7a0d\u6709\u533a\u522b\uff1a\u65e5\u5fd7\u867d\u7136\u589e\u957f\u901f\u5ea6\u5f88\u5feb\uff0c\u4f46\u5df2\u5199\u5165\u7684\u6570\u636e\u51e0\u4e4e\u6ca1\u6709\u518d\u53d1\u751f\u53d8\u52a8\u7684\u53ef\u80fd\u3002\u65e5\u5fd7\u7684\u6570\u636e\u7279\u5f81\u51b3\u5b9a\u4e86\u6240\u6709\u7528\u4e8e\u65e5\u5fd7\u5206\u6790\u7684 Elasticsearch 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SSD \u78c1\u76d8\u548c\u66f4\u597d\u7684\u5904\u7406\u5668\uff0c\u4e3a\u51b7\u6570\u636e\u914d\u5907 HDD \u78c1\u76d8\u548c\u8f83\u5f31\u7684\u5904\u7406\u5668\uff0c\u751a\u81f3\u53ef\u4ee5\u653e\u5230\u66f4\u4e3a\u5ec9\u4ef7\u7684<a href=\"https:\/\/en.wikipedia.org\/wiki\/Object_storage\">\u5bf9\u8c61\u5b58\u50a8<\/a>\uff08\u5982\u963f\u91cc\u4e91\u7684 OSS\uff0c\u817e\u8baf\u4e91\u7684 COS\uff0cAWS \u7684 S3\uff09\u4e2d\u5f52\u6863\u3002<br>\u6ce8\u610f\uff0c\u672c\u8282\u7684\u4e3b\u9898\u662f\u65e5\u5fd7\u5728\u53ef\u89c2\u6d4b\u6027\u65b9\u9762\u7684\u4f5c\u7528\uff0c\u53e6\u5916\u8fd8\u6709\u4e00\u4e9b\u57fa\u4e8e\u65e5\u5fd7\u7684\u5176\u4ed6\u7c7b\u578b\u5e94\u7528\uff0c\u8b6c\u5982\u4ece\u65e5\u5fd7\u8bb0\u5f55\u7684\u4e8b\u4ef6\u4e2d\u53bb\u6316\u6398\u4e1a\u52a1\u70ed\u70b9\uff0c\u5206\u6790\u7528\u6237\u4e60\u60ef\u7b49\u7b49\uff0c\u8fd9\u5c5e\u4e8e\u771f\u6b63\u5927\u6570\u636e\u6316\u6398\u7684\u8303\u7574\uff0c\u5e76\u4e0d\u5728\u6211\u4eec\u8ba8\u8bba\u201c\u4ef7\u503c\u201d\u7684\u8303\u56f4\u4e4b\u5185\uff0c\u4e8b\u5b9e\u4e0a\u5b83\u4eec\u66f4\u53ef\u80fd\u91c7\u7528\u7684\u6280\u672f\u6808\u662f HBase \u4e0e Spark \u7684\u7ec4\u5408\uff0c\u800c\u4e0d\u662f Elastic Stack\u3002<\/li>\n\n\n\n<li>\u4ece\u6570\u636e\u4f7f\u7528\u7684\u89d2\u5ea6\u770b\uff0c\u5206\u6790\u65e5\u5fd7\u5f88\u4f9d\u8d56\u5168\u6587\u68c0\u7d22\u548c\u5373\u5e2d\u67e5\u8be2\uff0c\u5bf9\u5b9e\u65f6\u6027\u7684\u8981\u6c42\u662f\u5904\u4e8e\u5b9e\u65f6\u4e0e\u79bb\u7ebf\u4e24\u8005\u4e4b\u95f4\u7684\u201c\u8fd1\u5b9e\u65f6\u201d\uff0c\u5373\u4e0d\u5f3a\u6c42\u65e5\u5fd7\u4ea7\u751f\u540e\u7acb\u523b\u80fd\u67e5\u5230\uff0c\u4f46\u4e5f\u4e0d\u80fd\u63a5\u53d7\u65e5\u5fd7\u4ea7\u751f\u4e4b\u540e\u6309\u5c0f\u65f6\u751a\u81f3\u6309\u5929\u7684\u9891\u7387\u6765\u66f4\u65b0\uff0c\u8fd9\u4e9b\u68c0\u7d22\u80fd\u529b\u548c\u8fd1\u5b9e\u65f6\u6027\uff0c\u4e5f\u6b63\u597d\u90fd\u662f Elasticsearch \u7684\u5f3a\u9879\u3002<\/li>\n<\/ul>\n\n\n\n<p>Elasticsearch \u53ea\u63d0\u4f9b\u4e86 API \u5c42\u9762\u7684\u67e5\u8be2\u80fd\u529b\uff0c\u5b83\u901a\u5e38\u642d\u914d\u540c\u6837\u51fa\u81ea Elastic.co \u516c\u53f8\u7684 Kibana \u4e00\u8d77\u4f7f\u7528\uff0c\u53ef\u4ee5\u5c06 Kibana \u89c6\u4e3a Elastic Stack \u7684 GUI \u90e8\u5206\u3002Kibana \u5c3d\u7ba1\u53ea\u8d1f\u8d23\u56fe\u5f62\u754c\u9762\u548c\u5c55\u793a\uff0c\u4f46\u5b83\u63d0\u4f9b\u7684\u80fd\u529b\u8fdc\u4e0d\u6b62\u8ba9\u4f60\u80fd\u5728\u754c\u9762\u4e0a\u6267\u884c Elasticsearch \u7684\u67e5\u8be2\u90a3\u4e48\u7b80\u5355\u3002Kibana \u5ba3\u4f20\u7684\u6838\u5fc3\u80fd\u529b\u662f\u201c\u63a2\u7d22\u6570\u636e\u5e76\u53ef\u89c6\u5316\u201d\uff0c\u5373\u628a\u5b58\u50a8\u5728 Elasticsearch \u4e2d\u7684\u6570\u636e\u88ab\u68c0\u7d22\u3001\u805a\u5408\u3001\u7edf\u8ba1\u540e\uff0c\u5b9a\u5236\u5f62\u6210\u5404\u79cd\u56fe\u5f62\u3001\u8868\u683c\u3001\u6307\u6807\u3001\u7edf\u8ba1\uff0c\u4ee5\u6b64\u89c2\u5bdf\u7cfb\u7edf\u7684\u8fd0\u884c\u72b6\u6001\uff0c\u627e\u51fa\u65e5\u5fd7\u4e8b\u4ef6\u4e2d\u6f5c\u85cf\u7684\u89c4\u5f8b\u548c\u9690\u60a3\u3002\u6309 Kibana 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target=\"_blank\">\u5468\u5fd7\u660e<\/a>\u00a0\u6216\u5176\u5173\u8054\u65b9\u6240\u6709<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u65e5\u5fd7\u7528\u6765\u8bb0\u5f55\u7cfb\u7edf\u8fd0\u884c\u671f\u95f4\u53d1\u751f\u8fc7\u7684\u79bb\u6563\u4e8b\u4ef6\u3002\u76f8\u4fe1\u6ca1\u6709\u54ea\u4e00\u4e2a\u751f\u4ea7\u7cfb\u7edf\u80fd\u591f\u7f3a\u5c11\u65e5\u5fd7\u529f\u80fd\uff0c\u7136\u800c\u4e5f\u5f88\u5c11\u4eba\u4f1a\u628a\u65e5&hellip; <a href=\"http:\/\/viplao.com\/index.php\/2024\/09\/21\/%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%ef%bc%88observability%ef%bc%89-%e4%ba%8b%e4%bb%b6%e6%97%a5%e5%bf%97\/\" class=\"more-link read-more\" rel=\"bookmark\">\u7ee7\u7eed\u9605\u8bfb <span class=\"screen-reader-text\">\u53ef\u89c2\u6d4b\u6027\uff08Observability\uff09- \u4e8b\u4ef6\u65e5\u5fd7<\/span><i class=\"fa fa-arrow-right\"><\/i><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":[],"categories":[1],"tags":[35],"views":1234,"_links":{"self":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/2603"}],"collection":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/comments?post=2603"}],"version-history":[{"count":1,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/2603\/revisions"}],"predecessor-version":[{"id":2604,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/posts\/2603\/revisions\/2604"}],"wp:attachment":[{"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/media?parent=2603"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/categories?post=2603"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/viplao.com\/index.php\/wp-json\/wp\/v2\/tags?post=2603"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}