{"id":33557,"date":"2025-03-07T10:44:26","date_gmt":"2025-03-07T02:44:26","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33557"},"modified":"2025-03-07T10:44:26","modified_gmt":"2025-03-07T02:44:26","slug":"%e4%ba%91%e5%8e%9f%e7%94%9fapm%e5%a6%82%e4%bd%95%e5%ae%9e%e7%8e%b0%e8%b7%a8%e5%8c%ba%e5%9f%9f%e7%9b%91%e6%8e%a7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33557.html","title":{"rendered":"\u4e91\u539f\u751fAPM\u5982\u4f55\u5b9e\u73b0\u8de8\u533a\u57df\u76d1\u63a7\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/4ilrWp.jpg\" alt=\"\u4e91\u539f\u751fAPM\u5982\u4f55\u5b9e\u73b0\u8de8\u533a\u57df\u76d1\u63a7\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u4e1a\u52a1\u7cfb\u7edf\u9010\u6b65\u5411\u4e91\u7aef\u8fc1\u79fb\uff0c<strong>\u4e91\u539f\u751f\u67b6\u6784<\/strong>\u7684\u666e\u53ca\u8ba9\u5e94\u7528\u90e8\u7f72\u548c\u8fd0\u7ef4\u53d8\u5f97\u524d\u6240\u672a\u6709\u7684\u7075\u6d3b\u3002\u7136\u800c\uff0c\u968f\u7740\u670d\u52a1\u89c4\u6a21\u7684\u5168\u7403\u5316\u548c\u590d\u6742\u5316\uff0c\u5982\u4f55\u786e\u4fdd\u8de8\u5730\u57df\u3001\u591a\u96c6\u7fa4\u7684\u5e94\u7528\u6027\u80fd\u59cb\u7ec8\u5904\u4e8e\u53ef\u63a7\u72b6\u6001\uff0c\u6210\u4e3a\u8fd0\u7ef4\u56e2\u961f\u7684\u6838\u5fc3\u6311\u6218\u3002\u5c24\u5176\u5728\u5fae\u670d\u52a1\u3001\u5bb9\u5668\u5316\u6280\u672f\u5e7f\u6cdb\u843d\u5730\u7684\u573a\u666f\u4e0b\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u5de5\u5177\u5df2\u96be\u4ee5\u5e94\u5bf9\u52a8\u6001\u5316\u3001\u5206\u5e03\u5f0f\u7684\u73af\u5883\u3002<strong>\u4e91\u539f\u751fAPM\uff08<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5e94\u7528\u6027\u80fd\u7ba1\u7406<\/a>\uff09<\/strong>\u6b63\u662f\u4e3a\u89e3\u51b3\u8fd9\u4e00\u95ee\u9898\u800c\u751f\uff0c\u800c\u5b9e\u73b0<strong>\u8de8\u533a\u57df\u76d1\u63a7<\/strong>\u5219\u662f\u5176\u6838\u5fc3\u80fd\u529b\u4e4b\u4e00\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u4e91\u539f\u751fAPM\u7684\u6280\u672f\u539f\u7406\uff0c\u5e76\u63ed\u79d8\u5176\u5982\u4f55\u7a81\u7834\u5730\u57df\u9650\u5236\uff0c\u4e3a\u4f01\u4e1a\u6784\u5efa\u5168\u57df\u53ef\u89c6\u5316\u7684\u6027\u80fd\u7ba1\u7406\u4f53\u7cfb\u3002<\/p>\n<hr>\n<h3 id=\"\u4e91\u539f\u751fapm\u7684\u8de8\u533a\u57df\u76d1\u63a7\u9700\u6c42\u4ece\u4f55\u800c\u6765\"><strong>\u4e91\u539f\u751fAPM\u7684\u8de8\u533a\u57df\u76d1\u63a7\u9700\u6c42\u4ece\u4f55\u800c\u6765\uff1f<\/strong><\/h3>\n<p>\u4e91\u539f\u751f\u5e94\u7528\u7684\u5178\u578b\u7279\u5f81\u5305\u62ec\u5fae\u670d\u52a1\u62c6\u5206\u3001\u5bb9\u5668\u5316\u90e8\u7f72\u3001\u52a8\u6001\u8c03\u5ea6\u4ee5\u53ca\u591a\u4e91\/\u6df7\u5408\u4e91\u67b6\u6784\u3002\u8fd9\u4e9b\u7279\u6027\u4f7f\u5f97\u5e94\u7528\u7ec4\u4ef6\u53ef\u80fd\u5206\u5e03\u5728\u4e0d\u540c\u7684\u6570\u636e\u4e2d\u5fc3\u3001\u516c\u6709\u4e91\u533a\u57df\u751a\u81f3\u8fb9\u7f18\u8282\u70b9\u3002\u4f8b\u5982\uff0c\u4e00\u5bb6\u8de8\u5883\u7535\u5546\u5e73\u53f0\u53ef\u80fd\u5c06\u7528\u6237\u670d\u52a1\u90e8\u7f72\u5728\u4e9a\u6d32\uff0c\u652f\u4ed8\u670d\u52a1\u90e8\u7f72\u5728\u6b27\u6d32\uff0c\u800c\u6570\u636e\u5206\u6790\u670d\u52a1\u8fd0\u884c\u5728\u7f8e\u6d32\u7684\u4e91\u73af\u5883\u4e2d\u3002<\/p>\n<p>\u8fd9\u79cd\u5206\u5e03\u5f0f\u67b6\u6784\u867d\u7136\u63d0\u5347\u4e86\u4e1a\u52a1\u7684\u5f39\u6027\uff0c\u4f46\u4e5f\u5e26\u6765\u4e86\u6027\u80fd\u76d1\u63a7\u7684\u590d\u6742\u6027\uff1a<\/p>\n<ol>\n<li><strong>\u7f51\u7edc\u5ef6\u8fdf\u5dee\u5f02<\/strong>\uff1a\u4e0d\u540c\u533a\u57df\u95f4\u7684\u7f51\u7edc\u8d28\u91cf\u6ce2\u52a8\u53ef\u80fd\u76f4\u63a5\u5f71\u54cd\u7528\u6237\u4f53\u9a8c\uff1b\n<\/li>\n<li><strong>\u6570\u636e\u5b64\u5c9b\u95ee\u9898<\/strong>\uff1a\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u901a\u5e38\u5c40\u9650\u4e8e\u5355\u4e00\u533a\u57df\uff0c\u7f3a\u4e4f\u5168\u5c40\u89c6\u89d2\uff1b\n<\/li>\n<li><strong>\u6545\u969c\u5b9a\u4f4d\u56f0\u96be<\/strong>\uff1a\u8de8\u670d\u52a1\u7684\u8c03\u7528\u94fe\u53ef\u80fd\u6a2a\u8de8\u591a\u4e2a\u533a\u57df\uff0c\u6545\u969c\u6839\u56e0\u96be\u4ee5\u5feb\u901f\u8ffd\u6eaf\u3002\n<\/li>\n<\/ol>\n<p><strong>\u4e91\u539f\u751fAPM\u5fc5\u987b\u7a81\u7834\u5355\u70b9\u76d1\u63a7\u7684\u5c40\u9650<\/strong>\uff0c\u901a\u8fc7\u7edf\u4e00\u7684\u6570\u636e\u91c7\u96c6\u3001\u5206\u6790\u548c\u5448\u73b0\u673a\u5236\uff0c\u5b9e\u73b0\u8de8\u5730\u57df\u3001\u591a\u96c6\u7fa4\u7684\u7aef\u5230\u7aef\u6027\u80fd\u6d1e\u5bdf\u3002<\/p>\n<hr>\n<h3 id=\"\u8de8\u533a\u57df\u76d1\u63a7\u7684\u4e09\u5927\u6280\u672f\u652f\u67f1\"><strong>\u8de8\u533a\u57df\u76d1\u63a7\u7684\u4e09\u5927\u6280\u672f\u652f\u67f1<\/strong><\/h3>\n<h4 id=\"1-\u5206\u5e03\u5f0f\u8ffd\u8e2a\u4e0e\u4e0a\u4e0b\u6587\u4f20\u64ad\"><strong>1. <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u4e0e\u4e0a\u4e0b\u6587\u4f20\u64ad<\/strong><\/h4>\n<p>\u5728\u8de8\u533a\u57df\u573a\u666f\u4e2d\uff0c\u4e00\u6b21\u7528\u6237\u8bf7\u6c42\u53ef\u80fd\u89e6\u53d1\u591a\u4e2a\u5730\u7406\u4f4d\u7f6e\u7684\u5fae\u670d\u52a1\u8c03\u7528\u3002<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u6280\u672f<\/strong>\u901a\u8fc7\u5728\u8bf7\u6c42\u94fe\u8def\u4e2d\u6ce8\u5165\u552f\u4e00\u7684Trace ID\uff0c\u5c06\u6563\u843d\u5728\u5404\u533a\u57df\u7684\u65e5\u5fd7\u3001\u6307\u6807\u3001\u4e8b\u4ef6\u5173\u8054\u4e3a\u5b8c\u6574\u7684\u8c03\u7528\u56fe\u8c31\u3002\u4f8b\u5982\uff0c\u5f00\u6e90\u9879\u76ee<strong>OpenTelemetry<\/strong>\u5b9a\u4e49\u7684W3C TraceContext\u6807\u51c6\uff0c\u786e\u4fdd\u5373\u4f7f\u5728\u8de8\u4e91\u670d\u52a1\u5546\u7684\u573a\u666f\u4e0b\uff0c\u8c03\u7528\u94fe\u6570\u636e\u4e5f\u80fd\u65e0\u7f1d\u4f20\u9012\u3002<\/p>\n<p><em>\u5173\u952e\u5b9e\u73b0\u7ec6\u8282<\/em>\uff1a<\/p>\n<ul>\n<li><strong>\u8f7b\u91cf\u7ea7\u63a2\u9488\uff08Agent\uff09<\/strong>\uff1a\u5728\u5bb9\u5668\u6216\u670d\u52a1\u8282\u70b9\u690d\u5165\u63a2\u9488\uff0c\u81ea\u52a8\u6355\u83b7\u8de8\u533a\u57df\u8c03\u7528\u7684\u4e0a\u4e0b\u6587\u4fe1\u606f\uff1b\n<\/li>\n<li><strong>\u4f4e\u4fb5\u5165\u5f0f\u91c7\u6837<\/strong>\uff1a\u901a\u8fc7\u52a8\u6001\u91c7\u6837\u7387\u63a7\u5236\uff0c\u5e73\u8861\u6570\u636e\u5b8c\u6574\u6027\u4e0e\u7f51\u7edc\u5f00\u9500\uff1b\n<\/li>\n<li><strong>\u65f6\u7a7a\u5173\u8054\u5f15\u64ce<\/strong>\uff1a\u57fa\u4e8e\u65f6\u95f4\u6233\u548c\u5730\u7406\u4f4d\u7f6e\u6807\u7b7e\uff0c\u91cd\u6784\u5206\u5e03\u5f0f\u4e8b\u52a1\u7684\u5168\u666f\u89c6\u56fe\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u670d\u52a1\u7f51\u683c-service-mesh-\u7684\u534f\u540c\u89c2\u6d4b\"><strong>2. \u670d\u52a1\u7f51\u683c\uff08Service Mesh\uff09\u7684\u534f\u540c\u89c2\u6d4b<\/strong><\/h4>\n<p>\u670d\u52a1\u7f51\u683c\u4f5c\u4e3a\u4e91\u539f\u751f\u67b6\u6784\u7684\u6d41\u91cf\u63a7\u5236\u5c42\uff0c\u5929\u7136\u5177\u5907\u8de8\u533a\u57df\u901a\u4fe1\u7684\u53ef\u89c1\u6027\u3002<strong>Istio\u3001Linkerd<\/strong>\u7b49\u670d\u52a1\u7f51\u683c\u65b9\u6848\u901a\u8fc7Sidecar\u4ee3\u7406\u6536\u96c6\u6d41\u91cf\u6307\u6807\uff08\u5982\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\uff09\uff0c\u5e76\u4e0eAPM\u7cfb\u7edf\u96c6\u6210\u3002\u8fd9\u79cd\u8bbe\u8ba1\u4f7f\u5f97\uff1a<\/p>\n<ul>\n<li><strong>\u4e1c\u897f\u5411\u6d41\u91cf\u900f\u660e\u5316<\/strong>\uff1a\u65e0\u8bba\u670d\u52a1\u5b9e\u4f8b\u4f4d\u4e8e\u54ea\u4e2a\u533a\u57df\uff0cMesh\u5c42\u5747\u53ef\u5b9e\u65f6\u6355\u83b7\u670d\u52a1\u95f4\u901a\u4fe1\u72b6\u6001\uff1b\n<\/li>\n<li><strong>\u7b56\u7565\u8054\u52a8<\/strong>\uff1a\u7ed3\u5408\u76d1\u63a7\u6570\u636e\uff0c\u52a8\u6001\u8c03\u6574\u8de8\u533a\u57df\u6d41\u91cf\u7684\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\u6216\u7194\u65ad\u9608\u503c\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u5168\u5c40\u6570\u636e\u805a\u5408\u4e0e\u667a\u80fd\u544a\u8b66\"><strong>3. \u5168\u5c40\u6570\u636e\u805a\u5408\u4e0e\u667a\u80fd\u544a\u8b66<\/strong><\/h4>\n<p>\u8de8\u533a\u57df\u76d1\u63a7\u7684\u6838\u5fc3\u6311\u6218\u5728\u4e8e\u5982\u4f55\u9ad8\u6548\u5904\u7406\u6d77\u91cf\u5f02\u6784\u6570\u636e\u3002\u4e91\u539f\u751fAPM\u901a\u5e38\u91c7\u7528\u5206\u5c42\u67b6\u6784\uff1a<\/p>\n<ul>\n<li><strong>\u8fb9\u7f18\u8ba1\u7b97\u5c42<\/strong>\uff1a\u5728\u9760\u8fd1\u6570\u636e\u6e90\u7684\u533a\u57df\u90e8\u7f72\u9884\u5904\u7406\u8282\u70b9\uff0c\u5b8c\u6210\u65e5\u5fd7\u8fc7\u6ee4\u3001\u6307\u6807\u805a\u5408\u7b49\u64cd\u4f5c\uff0c\u51cf\u5c11\u8de8\u533a\u57df\u4f20\u8f93\u7684\u6570\u636e\u91cf\uff1b\n<\/li>\n<li><strong>\u4e2d\u5fc3\u5206\u6790\u5c42<\/strong>\uff1a\u57fa\u4e8e\u65f6\u5e8f\u6570\u636e\u5e93\uff08\u5982Prometheus TSDB\uff09\u6216\u5927\u6570\u636e\u5e73\u53f0\uff08\u5982Elasticsearch\uff09\uff0c\u5efa\u7acb\u7edf\u4e00\u7684\u6570\u636e\u4ed3\u5e93\uff1b\n<\/li>\n<li><strong>\u667a\u80fd\u544a\u8b66\u5f15\u64ce<\/strong>\uff1a\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\u8bc6\u522b\u4e0d\u540c\u533a\u57df\u7684\u57fa\u7ebf\u5dee\u5f02\uff0c\u907f\u514d\u56e0\u533a\u57df\u6027\u7f51\u7edc\u6ce2\u52a8\u89e6\u53d1\u8bef\u62a5\u8b66\u3002\n<\/li>\n<\/ul>\n<p>\u67d0APM\u5e73\u53f0\u901a\u8fc7\u5206\u6790\u5386\u53f2\u6570\u636e\uff0c\u53d1\u73b0\u5317\u7f8e\u533a\u57df\u5728\u4e1a\u52a1\u9ad8\u5cf0\u671f\u7684API\u5ef6\u8fdf\u57fa\u7ebf\u5929\u7136\u6bd4\u6b27\u6d32\u9ad815%\uff0c\u4ece\u800c\u52a8\u6001\u8c03\u6574\u544a\u8b66\u9608\u503c\uff0c\u663e\u8457\u964d\u4f4e\u566a\u97f3\u3002<\/p>\n<hr>\n<h3 id=\"\u5173\u952e\u6280\u672f\u5b9e\u8df5\u4e0e\u4f18\u5316\u7b56\u7565\"><strong>\u5173\u952e\u6280\u672f\u5b9e\u8df5\u4e0e\u4f18\u5316\u7b56\u7565<\/strong><\/h3>\n<h4 id=\"\u573a\u666f\u4e00-\u964d\u4f4e\u8de8\u533a\u57df\u6570\u636e\u4f20\u8f93\u6210\u672c\"><strong>\u573a\u666f\u4e00\uff1a\u964d\u4f4e\u8de8\u533a\u57df\u6570\u636e\u4f20\u8f93\u6210\u672c<\/strong><\/h4>\n<ul>\n<li><strong>\u589e\u91cf\u540c\u6b65\u4e0e\u538b\u7f29<\/strong>\uff1a\u4ec5\u4f20\u8f93\u6307\u6807\u53d8\u5316\u91cf\u800c\u975e\u5168\u91cf\u6570\u636e\uff0c\u7ed3\u5408Snappy\/Zstandard\u7b97\u6cd5\u538b\u7f29\u4f20\u8f93\u5e26\u5bbd\uff1b\n<\/li>\n<li><strong>\u672c\u5730\u7f13\u5b58\u4e0e\u964d\u7ea7<\/strong>\uff1a\u5728\u7f51\u7edc\u4e2d\u65ad\u65f6\u6682\u5b58\u6570\u636e\uff0c\u5f85\u6062\u590d\u540e\u6279\u91cf\u540c\u6b65\uff0c\u786e\u4fdd\u76d1\u63a7\u8fde\u7eed\u6027\u3002\n<\/li>\n<\/ul>\n<h4 id=\"\u573a\u666f\u4e8c-\u89e3\u51b3\u65f6\u949f\u540c\u6b65\u4e0e\u65f6\u533a\u6df7\u4e71\"><strong>\u573a\u666f\u4e8c\uff1a\u89e3\u51b3\u65f6\u949f\u540c\u6b65\u4e0e\u65f6\u533a\u6df7\u4e71<\/strong><\/h4>\n<p>\u8de8\u533a\u57df\u573a\u666f\u4e2d\uff0c\u670d\u52a1\u5668\u65f6\u949f\u504f\u5dee\u53ef\u80fd\u5bfc\u81f4\u8c03\u7528\u94fe\u65f6\u5e8f\u9519\u4e71\u3002\u4e91\u539f\u751fAPM\u9700\uff1a<\/p>\n<ul>\n<li><strong>\u5f3a\u5236NTP\u540c\u6b65<\/strong>\uff1a\u8981\u6c42\u6240\u6709\u8282\u70b9\u5b9a\u671f\u4e0e\u6743\u5a01\u65f6\u95f4\u6e90\u6821\u51c6\uff1b\n<\/li>\n<li><strong>\u65f6\u533a\u6807\u51c6\u5316<\/strong>\uff1a\u5728\u6570\u636e\u5b58\u50a8\u9636\u6bb5\u7edf\u4e00\u8f6c\u6362\u4e3aUTC\u65f6\u95f4\uff0c\u907f\u514d\u5c55\u793a\u5c42\u56e0\u65f6\u533a\u5dee\u5f02\u4ea7\u751f\u6b67\u4e49\u3002\n<\/li>\n<\/ul>\n<h4 id=\"\u573a\u666f\u4e09-\u5408\u89c4\u6027\u4e0e\u6570\u636e\u4e3b\u6743\u4fdd\u969c\"><strong>\u573a\u666f\u4e09\uff1a\u5408\u89c4\u6027\u4e0e\u6570\u636e\u4e3b\u6743\u4fdd\u969c<\/strong><\/h4>\n<p>\u9488\u5bf9GDPR\u7b49\u6cd5\u89c4\u8981\u6c42\uff0c\u8de8\u56fd\u4f01\u4e1a\u9700\u786e\u4fdd\u76d1\u63a7\u6570\u636e\u5b58\u50a8\u7b26\u5408\u5730\u57df\u9650\u5236\u3002<strong>\u201c\u6570\u636e\u672c\u5730\u5316\u201d\u67b6\u6784<\/strong>\u901a\u8fc7\u533a\u57df\u7ea7\u6570\u636e\u6e56\u8bbe\u8ba1\uff0c\u4f7f\u539f\u59cb\u6570\u636e\u4fdd\u7559\u5728\u751f\u6210\u5730\uff0c\u4ec5\u5c06\u805a\u5408\u540e\u7684\u5143\u6570\u636e\u4e0a\u4f20\u81f3\u4e2d\u5fc3\u5e73\u53f0\u3002<\/p>\n<hr>\n<h3 id=\"\u6848\u4f8b\u5206\u6790-\u5168\u7403\u5316\u7535\u5546\u7684apm\u843d\u5730\"><strong>\u6848\u4f8b\u5206\u6790\uff1a\u5168\u7403\u5316\u7535\u5546\u7684APM\u843d\u5730<\/strong><\/h3>\n<p>\u67d0\u5934\u90e8\u7535\u5546\u5e73\u53f0\u5c06\u4e91\u539f\u751fAPM\u90e8\u7f72\u5728\u4e09\u5927\u6d32\u76846\u4e2aKubernetes\u96c6\u7fa4\u4e2d\u3002\u901a\u8fc7\u4ee5\u4e0b\u6b65\u9aa4\u5b9e\u73b0\u8de8\u533a\u57df\u76d1\u63a7\uff1a<\/p>\n<ol>\n<li><strong>\u7edf\u4e00\u63a2\u9488\u89c4\u8303<\/strong>\uff1a\u6240\u6709\u533a\u57df\u7684Java\/Python\u670d\u52a1\u96c6\u6210OpenTelemetry SDK\uff0cNode.js\u670d\u52a1\u4f7f\u7528Jaeger\u5ba2\u6237\u7aef\uff1b\n<\/li>\n<li><strong>\u533a\u57df\u7f51\u5173\u4ee3\u7406<\/strong>\uff1a\u5728AWS us-east-1\u3001\u963f\u91cc\u4e91cn-hangzhou\u7b49\u6838\u5fc3\u8282\u70b9\u90e8\u7f72Collector\uff0c\u8d1f\u8d23\u672c\u5730\u6570\u636e\u7684\u521d\u6b65\u805a\u5408\uff1b\n<\/li>\n<li><strong>\u8c03\u7528\u94fe\u67d3\u8272<\/strong>\uff1a\u5bf9\u8de8\u5883\u8bf7\u6c42\uff08\u5982\u4ece\u6b27\u6d32\u8bbf\u95ee\u4e9a\u6d32\u6570\u636e\u5e93\uff09\u6807\u8bb0\u7279\u6b8a\u6807\u7b7e\uff0c\u5728\u76d1\u63a7\u770b\u677f\u4e2d\u7a81\u51fa\u663e\u793a\uff1b\n<\/li>\n<li><strong>\u667a\u80fd<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a><\/strong>\uff1a\u5f53\u65b0\u52a0\u5761\u7528\u6237\u652f\u4ed8\u5ef6\u8fdf\u98d9\u5347\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u5173\u8054\u5230\u7f8e\u4e1c\u533a\u57df\u7684Redis\u96c6\u7fa4\u5bb9\u91cf\u74f6\u9888\uff0c\u5e76\u89e6\u53d1\u6269\u5bb9\u64cd\u4f5c\u3002\n<\/li>\n<\/ol>\n<p>\u5b9e\u65bd\u540e\uff0c\u8be5\u5e73\u53f0\u8de8\u533a\u57df\u6545\u969c\u7684\u5e73\u5747\u5b9a\u4f4d\u65f6\u95f4\uff08MTTR\uff09\u4ece2\u5c0f\u65f6\u7f29\u77ed\u81f38\u5206\u949f\uff0c\u5b63\u5ea6\u4e91\u6210\u672c\u964d\u4f4e12%\u3002<\/p>\n<hr>\n<h3 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