{"id":32756,"date":"2025-03-04T10:46:46","date_gmt":"2025-03-04T02:46:46","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32756"},"modified":"2025-03-04T10:46:46","modified_gmt":"2025-03-04T02:46:46","slug":"%e9%9b%b6%e4%be%b5%e6%89%b0%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%a6%82%e4%bd%95%e5%87%8f%e5%b0%91%e7%b3%bb%e7%bb%9f%e7%bb%b4%e6%8a%a4%e7%9a%84%e5%a4%8d%e6%9d%82%e6%80%a7%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32756.html","title":{"rendered":"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u51cf\u5c11\u7cfb\u7edf\u7ef4\u62a4\u7684\u590d\u6742\u6027\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/pic.zadbj010.com\/2025\/784f14fa485c.jpg\" alt=\"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u51cf\u5c11\u7cfb\u7edf\u7ef4\u62a4\u7684\u590d\u6742\u6027\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7cfb\u7edf\u7684\u89c4\u6a21\u4e0e\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u5fae\u670d\u52a1\u67b6\u6784\u3001\u4e91\u539f\u751f\u6280\u672f\u3001\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u7684\u666e\u53ca\uff0c\u8ba9\u8fd0\u7ef4\u56e2\u961f\u9762\u4e34\u7684\u6311\u6218\u4ece\u201c\u5982\u4f55\u4fee\u590d\u6545\u969c\u201d\u5347\u7ea7\u4e3a\u201c\u5982\u4f55\u5728\u6545\u969c\u53d1\u751f\u524d\u9884\u5224\u98ce\u9669\u201d\u3002\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5982\u540c\u201c\u76f2\u4eba\u6478\u8c61\u201d\uff0c\u4ec5\u80fd\u901a\u8fc7\u65e5\u5fd7\u3001\u6307\u6807\u6216\u94fe\u8def\u8ffd\u8e2a\u7684\u788e\u7247\u5316\u4fe1\u606f\u62fc\u51d1\u7cfb\u7edf\u72b6\u6001\uff0c\u800c\u4fb5\u5165\u5f0f\u7684\u6570\u636e\u91c7\u96c6\u65b9\u5f0f\u751a\u81f3\u53ef\u80fd\u5f15\u53d1\u6027\u80fd\u635f\u8017\u6216\u4e8c\u6b21\u6545\u969c\u3002<strong>\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\uff08Zero-Instrumentation Observability\uff09<\/strong>\u7684\u5174\u8d77\uff0c\u6b63\u901a\u8fc7<strong>\u975e\u4fb5\u5165\u7684\u6570\u636e\u91c7\u96c6<\/strong>\u4e0e<strong>\u667a\u80fd\u5316\u7684\u5206\u6790\u80fd\u529b<\/strong>\uff0c\u91cd\u65b0\u5b9a\u4e49\u7cfb\u7edf\u7ef4\u62a4\u7684\u8fb9\u754c\uff0c\u8ba9\u8fd0\u7ef4\u4ece\u88ab\u52a8\u6551\u706b\u8d70\u5411\u4e3b\u52a8\u9632\u5fa1\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027-\u91cd\u65b0\u5b9a\u4e49\u7cfb\u7edf\u53ef\u89c1\u6027\">\u4e00\u3001\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\uff1a\u91cd\u65b0\u5b9a\u4e49\u7cfb\u7edf\u53ef\u89c1\u6027<\/h3>\n<p>\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\uff1a<strong>\u6570\u636e\u91c7\u96c6\u7684\u7c92\u5ea6\u8d8a\u7ec6\uff0c\u5bf9\u7cfb\u7edf\u6027\u80fd\u7684\u5e72\u6270\u8d8a\u5927<\/strong>\u3002\u4f8b\u5982\uff0c\u9ad8\u9891\u65e5\u5fd7\u5199\u5165\u53ef\u80fd\u5360\u7528\u78c1\u76d8I\/O\uff0c\u94fe\u8def\u8ffd\u8e2a\u7684\u57cb\u70b9\u4ee3\u7801\u53ef\u80fd\u62d6\u6162\u63a5\u53e3\u54cd\u5e94\u901f\u5ea6\u3002\u8fd9\u79cd\u201c\u4e3a\u89c2\u6d4b\u800c\u727a\u7272\u6027\u80fd\u201d\u7684\u6a21\u5f0f\uff0c\u5728\u9ad8\u5e76\u53d1\u3001\u9ad8\u53ef\u7528\u7684\u73b0\u4ee3\u7cfb\u7edf\u4e2d\u9010\u6e10\u5931\u6548\u3002<\/p>\n<p>\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u901a\u8fc7<strong>\u65e0\u4ee3\u7406\uff08Agentless\uff09\u67b6\u6784<\/strong>\u548c<strong>\u65c1\u8def\u5f0f\u6570\u636e\u91c7\u96c6\u6280\u672f<\/strong>\uff0c\u7ed5\u8fc7\u5bf9\u7cfb\u7edf\u4ee3\u7801\u6216\u8fd0\u884c\u73af\u5883\u7684\u76f4\u63a5\u4fee\u6539\u3002\u4f8b\u5982\uff0c\u5229\u7528<strong>eBPF\uff08\u6269\u5c55\u4f2f\u514b\u5229\u5305\u8fc7\u6ee4\u5668\uff09<\/strong>\u5728\u5185\u6838\u5c42\u9762\u6355\u83b7\u7f51\u7edc\u6d41\u91cf\u4e0e\u7cfb\u7edf\u8c03\u7528\uff0c\u6216\u901a\u8fc7<strong>\u670d\u52a1\u7f51\u683c\uff08Service Mesh\uff09<\/strong>\u7684Sidecar\u4ee3\u7406\u6536\u96c6\u5fae\u670d\u52a1\u95f4\u901a\u4fe1\u7684\u5143\u6570\u636e\u3002\u8fd9\u4e9b\u6280\u672f\u5c06\u6570\u636e\u91c7\u96c6\u7684\u6d88\u8017\u4ece\u201c\u5e94\u7528\u5c42\u201d\u4e0b\u6c89\u5230\u201c\u57fa\u7840\u8bbe\u65bd\u5c42\u201d\uff0c<strong>\u5728\u4e0d\u5f71\u54cd\u4e1a\u52a1\u903b\u8f91\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u5168\u6808\u3001\u5b9e\u65f6\u7684\u6570\u636e\u8986\u76d6<\/strong>\u3002<\/p>\n<p>\u4ee5\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u5b9e\u8df5\u4e3a\u4f8b\uff0c\u5176\u6838\u5fc3\u4ea4\u6613\u7cfb\u7edf\u901a\u8fc7\u90e8\u7f72\u57fa\u4e8eeBPF\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0<\/a>\uff0c\u5c06CPU\u5229\u7528\u7387\u4ece\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u768415%\u964d\u4f4e\u81f33%\u4ee5\u4e0b\uff0c\u540c\u65f6\u5c06\u65e5\u5fd7\u6570\u636e\u7684\u91c7\u96c6\u5ef6\u8fdf\u4ece\u5206\u949f\u7ea7\u538b\u7f29\u5230\u6beb\u79d2\u7ea7\u3002\u8fd9\u79cd\u201c\u8f7b\u91cf\u5316\u201d\u7684\u6570\u636e\u83b7\u53d6\u65b9\u5f0f\uff0c\u4e3a\u540e\u7eed\u7684\u6df1\u5ea6\u5206\u6790\u5960\u5b9a\u4e86\u6280\u672f\u57fa\u7840\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u4ece\u6570\u636e\u5230\u6d1e\u5bdf-\u964d\u4f4e\u7ef4\u62a4\u590d\u6742\u6027\u7684\u4e09\u5927\u8def\u5f84\">\u4e8c\u3001\u4ece\u6570\u636e\u5230\u6d1e\u5bdf\uff1a\u964d\u4f4e\u7ef4\u62a4\u590d\u6742\u6027\u7684\u4e09\u5927\u8def\u5f84<\/h3>\n<h4 id=\"1-\u7cbe\u51c6\u5b9a\u4f4d\u6545\u969c\u6839\u56e0-\u7f29\u77ed\u5e73\u5747\u4fee\u590d\u65f6\u95f4-mttr\">1. <strong>\u7cbe\u51c6\u5b9a\u4f4d\u6545\u969c\u6839\u56e0\uff0c\u7f29\u77ed\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09<\/strong><\/h4>\n<p>\u590d\u6742\u7cfb\u7edf\u7684\u6545\u969c\u5f80\u5f80\u7531\u591a\u4e2a\u670d\u52a1\u7ec4\u4ef6\u7684\u8fde\u9501\u53cd\u5e94\u5f15\u53d1\u3002\u4f20\u7edf\u8fd0\u7ef4\u4f9d\u8d56\u4eba\u5de5\u6392\u67e5\u65e5\u5fd7\u4e0e\u6307\u6807\uff0c\u8017\u65f6\u4e14\u5bb9\u6613\u9057\u6f0f\u5173\u952e\u7ebf\u7d22\u3002\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u901a\u8fc7<strong>\u591a\u7ef4\u5ea6\u6570\u636e\u5173\u8054<\/strong>\uff0c\u81ea\u52a8\u6784\u5efa\u6545\u969c\u4f20\u64ad\u94fe\u6761\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u7684\u8ba2\u5355\u652f\u4ed8\u5931\u8d25\u95ee\u9898\uff0c\u53ef\u88ab\u62c6\u89e3\u4e3a\u652f\u4ed8\u7f51\u5173\u5ef6\u8fdf\u3001\u5e93\u5b58\u670d\u52a1\u8d85\u65f6\u3001\u6570\u636e\u5e93\u9501\u7ade\u4e89\u7b49\u591a\u4e2a\u5173\u8054\u4e8b\u4ef6\u3002\u5e73\u53f0\u901a\u8fc7<strong>\u62d3\u6251\u56fe\u8c31\u53ef\u89c6\u5316<\/strong>\u4e0e<strong>\u56e0\u679c\u63a8\u7406\u7b97\u6cd5<\/strong>\uff0c\u5c06\u539f\u672c\u9700\u8981\u6570\u5c0f\u65f6\u7684\u6392\u67e5\u8fc7\u7a0b\u7f29\u77ed\u81f35\u5206\u949f\u5185\u3002<\/p>\n<h4 id=\"2-\u9884\u6d4b\u6027\u7ef4\u62a4-\u4ece-\u4e8b\u540e\u8865\u6551-\u5230-\u4e8b\u524d\u9884\u9632\">2. <strong>\u9884\u6d4b\u6027\u7ef4\u62a4\uff1a\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u5230\u201c\u4e8b\u524d\u9884\u9632\u201d<\/strong><\/h4>\n<p>\u901a\u8fc7\u6301\u7eed\u5206\u6790\u5386\u53f2\u6570\u636e\u4e0e\u5b9e\u65f6\u6d41\uff0c\u96f6\u4fb5\u6270<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0<\/a>\u80fd\u591f\u8bc6\u522b\u51fa<strong>\u5f02\u5e38\u6a21\u5f0f\uff08Anomaly Patterns\uff09<\/strong>\u3002\u4f8b\u5982\uff0c\u67d0\u4e91\u670d\u52a1\u5546\u53d1\u73b0\uff0c\u5f53API\u8bf7\u6c42\u7684\u54cd\u5e94\u65f6\u95f4\u6807\u51c6\u5dee\u8fde\u7eed3\u6b21\u8d85\u8fc7\u9608\u503c\u65f6\uff0c\u540e\u7eed1\u5c0f\u65f6\u5185\u53d1\u751f\u670d\u52a1\u96ea\u5d29\u7684\u6982\u7387\u9ad8\u8fbe82%\u3002\u57fa\u4e8e\u6b64\u7c7b\u6d1e\u5bdf\uff0c\u8fd0\u7ef4\u56e2\u961f\u53ef\u63d0\u524d\u6269\u5bb9\u8d44\u6e90\u6216\u8c03\u6574\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\uff0c\u5c06\u6545\u969c\u627c\u6740\u5728\u840c\u82bd\u9636\u6bb5\u3002<em>\u8fd9\u79cd\u4ece\u201c\u611f\u6027\u7ecf\u9a8c\u201d\u5230\u201c\u6570\u636e\u9a71\u52a8\u201d\u7684\u8f6c\u53d8\uff0c\u76f4\u63a5\u964d\u4f4e\u4e86\u5e94\u6025\u54cd\u5e94\u7684\u9891\u7387\u4e0e\u6210\u672c\u3002<\/em><\/p>\n<h4 id=\"3-\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7387-\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c\">3. <strong>\u4f18\u5316\u8d44\u6e90\u5229\u7528\u7387\uff0c\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c<\/strong><\/h4>\n<p>\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u4e0d\u4ec5\u80fd\u53d1\u73b0\u6545\u969c\uff0c\u8fd8\u80fd\u63ed\u793a\u7cfb\u7edf\u8d44\u6e90\u7684\u4f4e\u6548\u4f7f\u7528\u573a\u666f\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u901a\u8fc7\u5206\u6790\u5bb9\u5668\u7ea7\u522b\u7684CPU\u4e0e\u5185\u5b58\u5229\u7528\u7387\uff0c\u53d1\u73b030%\u7684Pod\u957f\u671f\u5904\u4e8e\u95f2\u7f6e\u72b6\u6001\u3002\u901a\u8fc7\u52a8\u6001\u7f29\u5bb9\u4e0e\u5f39\u6027\u8c03\u5ea6\uff0c\u5176\u4e91\u8d44\u6e90\u6210\u672c\u964d\u4f4e\u4e8618%\u3002<strong>\u8d44\u6e90\u5229\u7528\u7387\u7684\u53ef\u89c2\u6d4b\u5316<\/strong>\uff0c\u8ba9\u8fd0\u7ef4\u56e2\u961f\u4ece\u201c\u8fc7\u5ea6\u914d\u7f6e\u201d\u7684\u60ef\u6027\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5b9e\u73b0\u66f4\u7cbe\u7ec6\u5316\u7684\u6210\u672c\u63a7\u5236\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6280\u672f\u5b9e\u73b0-\u6784\u5efa\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u7684\u4e09\u4e2a\u5c42\u7ea7\">\u4e09\u3001\u6280\u672f\u5b9e\u73b0\uff1a\u6784\u5efa\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u7684\u4e09\u4e2a\u5c42\u7ea7<\/h3>\n<h4 id=\"1-\u6570\u636e\u91c7\u96c6\u5c42-\u8f7b\u91cf\u5316\u4e0e\u5168\u9762\u6027\u5e73\u8861\"><strong>1. \u6570\u636e\u91c7\u96c6\u5c42\uff1a\u8f7b\u91cf\u5316\u4e0e\u5168\u9762\u6027\u5e73\u8861<\/strong><\/h4>\n<ul>\n<li><strong>\u57fa\u7840\u8bbe\u65bd\u5c42\u91c7\u96c6<\/strong>\uff1a\u5229\u7528eBPF\u3001\u786c\u4ef6\u6027\u80fd\u8ba1\u6570\u5668\uff08PMC\uff09\u7b49\u5e95\u5c42\u6280\u672f\uff0c\u83b7\u53d6CPU\u8c03\u5ea6\u3001\u5185\u5b58\u5206\u914d\u3001\u7f51\u7edc\u5305\u4f20\u8f93\u7b49\u7cfb\u7edf\u7ea7\u6307\u6807\u3002\n<\/li>\n<li><strong>\u4e2d\u95f4\u4ef6\u65e0\u4fb5\u5165\u96c6\u6210<\/strong>\uff1a\u901a\u8fc7Kafka\u3001Redis\u7b49\u4e2d\u95f4\u4ef6\u7684\u7ba1\u7406\u63a5\u53e3\u63d0\u53d6\u8fd0\u884c\u72b6\u6001\uff0c\u907f\u514d\u90e8\u7f72\u989d\u5916\u63a2\u9488\u3002\n<\/li>\n<li><strong>\u5e94\u7528\u5c42\u900f\u660e\u5316\u76d1\u63a7<\/strong>\uff1a\u501f\u52a9OpenTelemetry\u7b49\u5f00\u6e90\u6807\u51c6\uff0c\u81ea\u52a8\u6ce8\u5165\u57cb\u70b9\u4ee3\u7801\u6216\u901a\u8fc7\u5b57\u8282\u7801\u589e\u5f3a\u6280\u672f\u5b9e\u73b0\u8fd0\u884c\u65f6\u8ffd\u8e2a\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u6570\u636e\u5904\u7406\u5c42-\u4e0a\u4e0b\u6587\u5173\u8054\u4e0e\u667a\u80fd\u964d\u566a\"><strong>2. \u6570\u636e\u5904\u7406\u5c42\uff1a\u4e0a\u4e0b\u6587\u5173\u8054\u4e0e\u667a\u80fd\u964d\u566a<\/strong><\/h4>\n<p>\u539f\u59cb\u6570\u636e\u9700\u7ecf\u8fc7<strong>\u4e0a\u4e0b\u6587\u589e\u5f3a<\/strong>\uff08\u5982\u6dfb\u52a0\u4e1a\u52a1\u6807\u7b7e\u3001\u7528\u6237ID\uff09\u3001<strong>\u65f6\u5e8f\u6570\u636e\u5e93\u5b58\u50a8<\/strong>\uff08\u5982<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u3001InfluxDB\uff09\u4ee5\u53ca<strong>\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5<\/strong>\uff08\u5982\u5b64\u7acb\u68ee\u6797\u3001LSTM\u795e\u7ecf\u7f51\u7edc\uff09\u5904\u7406\u3002\u67d0\u7269\u6d41\u516c\u53f8\u7684\u5b9e\u8df5\u663e\u793a\uff0c\u901a\u8fc7\u5f15\u5165\u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5\uff0c\u5176\u544a\u8b66\u8bef\u62a5\u7387\u4ece45%\u4e0b\u964d\u81f37%\uff0c\u5927\u5e45\u51cf\u5c11\u4e86\u8fd0\u7ef4\u56e2\u961f\u7684\u65e0\u6548\u5de5\u4f5c\u91cf\u3002<\/p>\n<h4 id=\"3-\u5e94\u7528\u5c42-\u573a\u666f\u5316\u5206\u6790\u4e0e\u81ea\u52a8\u5316\u54cd\u5e94\"><strong>3. \u5e94\u7528\u5c42\uff1a\u573a\u666f\u5316\u5206\u6790\u4e0e\u81ea\u52a8\u5316\u54cd\u5e94<\/strong><\/h4>\n<p>\u5c06\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u4e0e\u8fd0\u7ef4\u6d41\u7a0b\u7ed3\u5408\uff0c\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u81ea\u52a8\u5316<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09<\/strong>\uff1a\u7ed3\u5408\u62d3\u6251\u4f9d\u8d56\u4e0e\u65e5\u5fd7\u76f8\u4f3c\u5ea6\uff0c\u81ea\u52a8\u63a8\u8350\u6545\u969c\u539f\u56e0\u3002\n<\/li>\n<li><strong>\u667a\u80fd\u544a\u8b66\u8def\u7531<\/strong>\uff1a\u6839\u636e\u670d\u52a1\u7b49\u7ea7\u534f\u8bae\uff08SLA\uff09\u4f18\u5148\u7ea7\uff0c\u5c06\u544a\u8b66\u63a8\u9001\u81f3\u5bf9\u5e94\u7684\u503c\u73ed\u4eba\u5458\u3002\n<\/li>\n<li><strong>\u81ea\u6108\u811a\u672c\u89e6\u53d1<\/strong>\uff1a\u5f53\u68c0\u6d4b\u5230\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u65f6\uff0c\u81ea\u52a8\u6267\u884c\u6269\u5bb9\u64cd\u4f5c\u5e76\u56de\u6eda\u5f02\u5e38\u4e8b\u52a1\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u5b9e\u8df5\u6311\u6218\u4e0e\u5e94\u5bf9\u7b56\u7565\">\u56db\u3001\u5b9e\u8df5\u6311\u6218\u4e0e\u5e94\u5bf9\u7b56\u7565<\/h3>\n<p>\u5c3d\u7ba1\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u4f18\u52bf\u663e\u8457\uff0c\u4f46\u4f01\u4e1a\u843d\u5730\u65f6\u4ecd\u9700\u5e94\u5bf9\u4ee5\u4e0b\u6311\u6218\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u9690\u79c1\u4e0e\u5408\u89c4\u98ce\u9669<\/strong>\uff1a\u65c1\u8def\u91c7\u96c6\u53ef\u80fd\u6d89\u53ca\u654f\u611f\u4fe1\u606f\uff08\u5982\u7528\u6237\u8bf7\u6c42\u53c2\u6570\uff09\u3002\u89e3\u51b3\u65b9\u6848\u5305\u62ec\u6570\u636e\u8131\u654f\u3001\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236\uff08RBAC\uff09\u4ee5\u53ca\u8fb9\u7f18\u4fa7\u9884\u5904\u7406\u3002\n<\/li>\n<li><strong>\u6280\u672f\u6808\u5f02\u6784\u6027<\/strong>\uff1a\u6df7\u5408\u4e91\u3001\u591a\u8bed\u8a00\u5fae\u670d\u52a1\u73af\u5883\u9700\u8981\u7edf\u4e00\u7684\u6570\u636e\u6807\u51c6\u3002\u91c7\u7528OpenTelemetry\u7b49\u8de8\u5e73\u53f0\u6846\u67b6\uff0c\u53ef\u51cf\u5c11\u6570\u636e\u683c\u5f0f\u7684\u788e\u7247\u5316\u3002\n<\/li>\n<li><strong>\u6280\u80fd\u9e3f\u6c9f<\/strong>\uff1a\u8fd0\u7ef4\u56e2\u961f\u9700\u638c\u63e1\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u57fa\u7840\u3002\u9886\u5148\u4f01\u4e1a\u901a\u8fc7\u201c\u53ef\u89c2\u6d4b\u6027\u5373\u4ee3\u7801\uff08Observability as Code\uff09\u201d\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u4f8b\u5982\u7528\u58f0\u660e\u5f0f\u8bed\u6cd5\u5b9a\u4e49\u76d1\u63a7\u7b56\u7565\u3002\n<\/li>\n<\/ul>\n<p>\u56fd\u9645\u6743\u5a01\u673a\u6784Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c70%\u7684\u4f01\u4e1a\u5c06\u91c7\u7528\u96f6\u4fb5\u6270\u6216\u4f4e\u4fb5\u6270\u7684\u53ef\u89c2\u6d4b\u6027\u65b9\u6848\u66ff\u4ee3\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u3002\u8fd9\u4e00\u8d8b\u52bf\u7684\u80cc\u540e\uff0c\u662f\u4f01\u4e1a\u5bf9<strong>\u8fd0\u7ef4\u654f\u6377\u6027<\/strong>\u4e0e<strong>\u7cfb\u7edf\u7a33\u5b9a\u6027<\/strong>\u7684\u53cc\u91cd\u8ffd\u6c42\u2014\u2014\u6bd5\u7adf\uff0c\u5728\u6570\u5b57\u5316\u7ade\u4e89\u767d\u70ed\u5316\u7684\u4eca\u5929\uff0c<em>\u201c\u770b\u4e0d\u89c1\u7684\u95ee\u9898\u201d\u624d\u662f\u6700\u5927\u7684\u6210\u672c\u9ed1\u6d1e<\/em>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7cfb\u7edf\u7684\u89c4\u6a21\u4e0e\u590d\u6742\u5ea6\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u5fae\u670d\u52a1\u67b6\u6784\u3001\u4e91\u539f\u751f\u6280\u672f\u3001\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u7684\u666e\u53ca\uff0c\u8ba9\u8fd0\u7ef4\u56e2\u961f\u9762\u4e34\u7684\u6311\u6218\u4ece\u201c\u5982\u4f55\u4fee\u590d\u6545\u969c\u201d\u5347\u7ea7\u4e3a\u201c\u5982\u4f55\u5728\u6545\u969c\u53d1\u751f\u524d\u9884\u5224\u98ce\u9669\u201d\u3002\u4f20\u7edf\u7684\u76d1\u63a7\u624b\u6bb5\u5982\u540c\u201c\u76f2\u4eba\u6478\u8c61\u201d\uff0c\u4ec5\u80fd\u901a\u8fc7\u65e5\u5fd7\u3001\u6307\u6807\u6216\u94fe\u8def\u8ffd\u8e2a\u7684\u788e\u7247\u5316\u4fe1\u606f\u62fc\u51d1\u7cfb\u7edf\u72b6\u6001\uff0c\u800c\u4fb5\u5165\u5f0f\u7684\u6570\u636e\u91c7\u96c6\u65b9\u5f0f\u751a\u81f3\u53ef\u80fd\u5f15\u53d1\u6027\u80fd\u635f\u8017\u6216\u4e8c\u6b21\u6545\u969c\u3002\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\uff08Zero-Instrumentation Observability\uff09\u7684\u5174\u8d77\uff0c\u6b63\u901a\u8fc7\u975e\u4fb5\u5165\u7684\u6570\u636e\u91c7\u96c6\u4e0e\u667a\u80fd\u5316\u7684\u5206\u6790\u80fd\u529b\uff0c\u91cd\u65b0\u5b9a\u4e49\u7cfb\u7edf\u7ef4\u62a4\u7684\u8fb9\u754c\uff0c\u8ba9\u8fd0\u7ef4\u4ece\u88ab\u52a8\u6551\u706b\u8d70\u5411\u4e3b\u52a8\u9632\u5fa1\u3002 \u4e00\u3001\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\uff1a\u91cd\u65b0\u5b9a\u4e49\u7cfb\u7edf\u53ef\u89c1\u6027 \u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u7684\u6838\u5fc3\u77db\u76fe\u5728\u4e8e\uff1a\u6570\u636e\u91c7\u96c6\u7684\u7c92\u5ea6\u8d8a\u7ec6\uff0c\u5bf9\u7cfb\u7edf\u6027\u80fd\u7684\u5e72\u6270\u8d8a\u5927\u3002\u4f8b\u5982\uff0c\u9ad8\u9891\u65e5\u5fd7\u5199\u5165\u53ef\u80fd\u5360\u7528\u78c1\u76d8I\/O\uff0c\u94fe\u8def\u8ffd\u8e2a\u7684\u57cb\u70b9\u4ee3\u7801\u53ef\u80fd\u62d6\u6162\u63a5\u53e3\u54cd\u5e94\u901f\u5ea6\u3002\u8fd9\u79cd\u201c\u4e3a\u89c2\u6d4b\u800c\u727a\u7272\u6027\u80fd\u201d\u7684\u6a21\u5f0f\uff0c\u5728\u9ad8\u5e76\u53d1\u3001\u9ad8\u53ef\u7528\u7684\u73b0\u4ee3\u7cfb\u7edf\u4e2d\u9010\u6e10\u5931\u6548\u3002 \u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u901a\u8fc7\u65e0\u4ee3\u7406\uff08Agentless\uff09\u67b6\u6784\u548c\u65c1\u8def\u5f0f\u6570\u636e\u91c7\u96c6\u6280\u672f\uff0c\u7ed5\u8fc7\u5bf9\u7cfb\u7edf\u4ee3\u7801\u6216\u8fd0\u884c\u73af\u5883\u7684\u76f4\u63a5\u4fee\u6539\u3002\u4f8b\u5982\uff0c\u5229\u7528eBPF\uff08\u6269\u5c55\u4f2f\u514b\u5229\u5305\u8fc7\u6ee4\u5668\uff09\u5728\u5185\u6838\u5c42\u9762\u6355\u83b7\u7f51\u7edc\u6d41\u91cf\u4e0e\u7cfb\u7edf\u8c03\u7528\uff0c\u6216\u901a\u8fc7\u670d\u52a1\u7f51\u683c\uff08Service Mesh\uff09\u7684Sidecar\u4ee3\u7406\u6536\u96c6\u5fae\u670d\u52a1\u95f4\u901a\u4fe1\u7684\u5143\u6570\u636e\u3002\u8fd9\u4e9b\u6280\u672f\u5c06\u6570\u636e\u91c7\u96c6\u7684\u6d88\u8017\u4ece\u201c\u5e94\u7528\u5c42\u201d\u4e0b\u6c89\u5230\u201c\u57fa\u7840\u8bbe\u65bd\u5c42\u201d\uff0c\u5728\u4e0d\u5f71\u54cd\u4e1a\u52a1\u903b\u8f91\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u5168\u6808\u3001\u5b9e\u65f6\u7684\u6570\u636e\u8986\u76d6\u3002 \u4ee5\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u5b9e\u8df5\u4e3a\u4f8b\uff0c\u5176\u6838\u5fc3\u4ea4\u6613\u7cfb\u7edf\u901a\u8fc7\u90e8\u7f72\u57fa\u4e8eeBPF\u7684\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\uff0c\u5c06CPU\u5229\u7528\u7387\u4ece\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u768415%\u964d\u4f4e\u81f33%\u4ee5\u4e0b\uff0c\u540c\u65f6\u5c06\u65e5\u5fd7\u6570\u636e\u7684\u91c7\u96c6\u5ef6\u8fdf\u4ece\u5206\u949f\u7ea7\u538b\u7f29\u5230\u6beb\u79d2\u7ea7\u3002\u8fd9\u79cd\u201c\u8f7b\u91cf\u5316\u201d\u7684\u6570\u636e\u83b7\u53d6\u65b9\u5f0f\uff0c\u4e3a\u540e\u7eed\u7684\u6df1\u5ea6\u5206\u6790\u5960\u5b9a\u4e86\u6280\u672f\u57fa\u7840\u3002 \u4e8c\u3001\u4ece\u6570\u636e\u5230\u6d1e\u5bdf\uff1a\u964d\u4f4e\u7ef4\u62a4\u590d\u6742\u6027\u7684\u4e09\u5927\u8def\u5f84 1. \u7cbe\u51c6\u5b9a\u4f4d\u6545\u969c\u6839\u56e0\uff0c\u7f29\u77ed\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09 \u590d\u6742\u7cfb\u7edf\u7684\u6545\u969c\u5f80\u5f80\u7531\u591a\u4e2a\u670d\u52a1\u7ec4\u4ef6\u7684\u8fde\u9501\u53cd\u5e94\u5f15\u53d1\u3002\u4f20\u7edf\u8fd0\u7ef4\u4f9d\u8d56\u4eba\u5de5\u6392\u67e5\u65e5\u5fd7\u4e0e\u6307\u6807\uff0c\u8017\u65f6\u4e14\u5bb9\u6613\u9057\u6f0f\u5173\u952e\u7ebf\u7d22\u3002\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u901a\u8fc7\u591a\u7ef4\u5ea6\u6570\u636e\u5173\u8054\uff0c\u81ea\u52a8\u6784\u5efa\u6545\u969c\u4f20\u64ad\u94fe\u6761\u3002\u4f8b\u5982\uff0c\u67d0\u7535\u5546\u5e73\u53f0\u7684\u8ba2\u5355\u652f\u4ed8\u5931\u8d25\u95ee\u9898\uff0c\u53ef\u88ab\u62c6\u89e3\u4e3a\u652f\u4ed8\u7f51\u5173\u5ef6\u8fdf\u3001\u5e93\u5b58\u670d\u52a1\u8d85\u65f6\u3001\u6570\u636e\u5e93\u9501\u7ade\u4e89\u7b49\u591a\u4e2a\u5173\u8054\u4e8b\u4ef6\u3002\u5e73\u53f0\u901a\u8fc7\u62d3\u6251\u56fe\u8c31\u53ef\u89c6\u5316\u4e0e\u56e0\u679c\u63a8\u7406\u7b97\u6cd5\uff0c\u5c06\u539f\u672c\u9700\u8981\u6570\u5c0f\u65f6\u7684\u6392\u67e5\u8fc7\u7a0b\u7f29\u77ed\u81f35\u5206\u949f\u5185\u3002 2. \u9884\u6d4b\u6027\u7ef4\u62a4\uff1a\u4ece\u201c\u4e8b\u540e\u8865\u6551\u201d\u5230\u201c\u4e8b\u524d\u9884\u9632\u201d \u901a\u8fc7\u6301\u7eed\u5206\u6790\u5386\u53f2\u6570\u636e\u4e0e\u5b9e\u65f6\u6d41\uff0c\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5e73\u53f0\u80fd\u591f\u8bc6\u522b\u51fa\u5f02\u5e38\u6a21\u5f0f\uff08Anomaly Patterns\uff09\u3002\u4f8b\u5982\uff0c\u67d0\u4e91\u670d\u52a1\u5546\u53d1\u73b0\uff0c\u5f53API\u8bf7\u6c42\u7684\u54cd\u5e94\u65f6\u95f4\u6807\u51c6\u5dee\u8fde\u7eed3\u6b21\u8d85\u8fc7\u9608\u503c\u65f6\uff0c\u540e\u7eed1\u5c0f\u65f6\u5185\u53d1\u751f\u670d\u52a1\u96ea\u5d29\u7684\u6982\u7387\u9ad8\u8fbe82%\u3002\u57fa\u4e8e\u6b64\u7c7b\u6d1e\u5bdf\uff0c\u8fd0\u7ef4\u56e2\u961f\u53ef\u63d0\u524d\u6269\u5bb9\u8d44\u6e90\u6216\u8c03\u6574\u8d1f\u8f7d\u5747\u8861\u7b56\u7565\uff0c\u5c06\u6545\u969c\u627c\u6740\u5728\u840c\u82bd\u9636\u6bb5\u3002\u8fd9\u79cd\u4ece\u201c\u611f\u6027\u7ecf\u9a8c\u201d\u5230\u201c\u6570\u636e\u9a71\u52a8\u201d\u7684\u8f6c\u53d8\uff0c\u76f4\u63a5\u964d\u4f4e\u4e86\u5e94\u6025\u54cd\u5e94\u7684\u9891\u7387\u4e0e\u6210\u672c\u3002 3. \u4f18\u5316\u8d44\u6e90\u5229\u7528\u7387\uff0c\u964d\u4f4e\u8fd0\u7ef4\u6210\u672c \u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u4e0d\u4ec5\u80fd\u53d1\u73b0\u6545\u969c\uff0c\u8fd8\u80fd\u63ed\u793a\u7cfb\u7edf\u8d44\u6e90\u7684\u4f4e\u6548\u4f7f\u7528\u573a\u666f\u3002\u4f8b\u5982\uff0c\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u901a\u8fc7\u5206\u6790\u5bb9\u5668\u7ea7\u522b\u7684CPU\u4e0e\u5185\u5b58\u5229\u7528\u7387\uff0c\u53d1\u73b030%\u7684Pod\u957f\u671f\u5904\u4e8e\u95f2\u7f6e\u72b6\u6001\u3002\u901a\u8fc7\u52a8\u6001\u7f29\u5bb9\u4e0e\u5f39\u6027\u8c03\u5ea6\uff0c\u5176\u4e91\u8d44\u6e90\u6210\u672c\u964d\u4f4e\u4e8618%\u3002\u8d44\u6e90\u5229\u7528\u7387\u7684\u53ef\u89c2\u6d4b\u5316\uff0c\u8ba9\u8fd0\u7ef4\u56e2\u961f\u4ece\u201c\u8fc7\u5ea6\u914d\u7f6e\u201d\u7684\u60ef\u6027\u4e2d\u89e3\u653e\u51fa\u6765\uff0c\u5b9e\u73b0\u66f4\u7cbe\u7ec6\u5316\u7684\u6210\u672c\u63a7\u5236\u3002 \u4e09\u3001\u6280\u672f\u5b9e\u73b0\uff1a\u6784\u5efa\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u4f53\u7cfb\u7684\u4e09\u4e2a\u5c42\u7ea7 1. \u6570\u636e\u91c7\u96c6\u5c42\uff1a\u8f7b\u91cf\u5316\u4e0e\u5168\u9762\u6027\u5e73\u8861 \u57fa\u7840\u8bbe\u65bd\u5c42\u91c7\u96c6\uff1a\u5229\u7528eBPF\u3001\u786c\u4ef6\u6027\u80fd\u8ba1\u6570\u5668\uff08PMC\uff09\u7b49\u5e95\u5c42\u6280\u672f\uff0c\u83b7\u53d6CPU\u8c03\u5ea6\u3001\u5185\u5b58\u5206\u914d\u3001\u7f51\u7edc\u5305\u4f20\u8f93\u7b49\u7cfb\u7edf\u7ea7\u6307\u6807\u3002 \u4e2d\u95f4\u4ef6\u65e0\u4fb5\u5165\u96c6\u6210\uff1a\u901a\u8fc7Kafka\u3001Redis\u7b49\u4e2d\u95f4\u4ef6\u7684\u7ba1\u7406\u63a5\u53e3\u63d0\u53d6\u8fd0\u884c\u72b6\u6001\uff0c\u907f\u514d\u90e8\u7f72\u989d\u5916\u63a2\u9488\u3002 \u5e94\u7528\u5c42\u900f\u660e\u5316\u76d1\u63a7\uff1a\u501f\u52a9OpenTelemetry\u7b49\u5f00\u6e90\u6807\u51c6\uff0c\u81ea\u52a8\u6ce8\u5165\u57cb\u70b9\u4ee3\u7801\u6216\u901a\u8fc7\u5b57\u8282\u7801\u589e\u5f3a\u6280\u672f\u5b9e\u73b0\u8fd0\u884c\u65f6\u8ffd\u8e2a\u3002 2. \u6570\u636e\u5904\u7406\u5c42\uff1a\u4e0a\u4e0b\u6587\u5173\u8054\u4e0e\u667a\u80fd\u964d\u566a \u539f\u59cb\u6570\u636e\u9700\u7ecf\u8fc7\u4e0a\u4e0b\u6587\u589e\u5f3a\uff08\u5982\u6dfb\u52a0\u4e1a\u52a1\u6807\u7b7e\u3001\u7528\u6237ID\uff09\u3001\u65f6\u5e8f\u6570\u636e\u5e93\u5b58\u50a8\uff08\u5982Prometheus\u3001InfluxDB\uff09\u4ee5\u53ca\u5f02\u5e38\u68c0\u6d4b\u7b97\u6cd5\uff08\u5982\u5b64\u7acb\u68ee\u6797\u3001LSTM\u795e\u7ecf\u7f51\u7edc\uff09\u5904\u7406\u3002\u67d0\u7269\u6d41\u516c\u53f8\u7684\u5b9e\u8df5\u663e\u793a\uff0c\u901a\u8fc7\u5f15\u5165\u52a8\u6001\u57fa\u7ebf\u7b97\u6cd5\uff0c\u5176\u544a\u8b66\u8bef\u62a5\u7387\u4ece45%\u4e0b\u964d\u81f37%\uff0c\u5927\u5e45\u51cf\u5c11\u4e86\u8fd0\u7ef4\u56e2\u961f\u7684\u65e0\u6548\u5de5\u4f5c\u91cf\u3002 3. \u5e94\u7528\u5c42\uff1a\u573a\u666f\u5316\u5206\u6790\u4e0e\u81ea\u52a8\u5316\u54cd\u5e94 \u5c06\u53ef\u89c2\u6d4b\u6027\u6570\u636e\u4e0e\u8fd0\u7ef4\u6d41\u7a0b\u7ed3\u5408\uff0c\u4f8b\u5982\uff1a \u81ea\u52a8\u5316\u6839\u56e0\u5206\u6790\uff08RCA\uff09\uff1a\u7ed3\u5408\u62d3\u6251\u4f9d\u8d56\u4e0e\u65e5\u5fd7\u76f8\u4f3c\u5ea6\uff0c\u81ea\u52a8\u63a8\u8350\u6545\u969c\u539f\u56e0\u3002 \u667a\u80fd\u544a\u8b66\u8def\u7531\uff1a\u6839\u636e\u670d\u52a1\u7b49\u7ea7\u534f\u8bae\uff08SLA\uff09\u4f18\u5148\u7ea7\uff0c\u5c06\u544a\u8b66\u63a8\u9001\u81f3\u5bf9\u5e94\u7684\u503c\u73ed\u4eba\u5458\u3002 \u81ea\u6108\u811a\u672c\u89e6\u53d1\uff1a\u5f53\u68c0\u6d4b\u5230\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u65f6\uff0c\u81ea\u52a8\u6267\u884c\u6269\u5bb9\u64cd\u4f5c\u5e76\u56de\u6eda\u5f02\u5e38\u4e8b\u52a1\u3002 \u56db\u3001\u5b9e\u8df5\u6311\u6218\u4e0e\u5e94\u5bf9\u7b56\u7565 \u5c3d\u7ba1\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u4f18\u52bf\u663e\u8457\uff0c\u4f46\u4f01\u4e1a\u843d\u5730\u65f6\u4ecd\u9700\u5e94\u5bf9\u4ee5\u4e0b\u6311\u6218\uff1a \u6570\u636e\u9690\u79c1\u4e0e\u5408\u89c4\u98ce\u9669\uff1a\u65c1\u8def\u91c7\u96c6\u53ef\u80fd\u6d89\u53ca\u654f\u611f\u4fe1\u606f\uff08\u5982\u7528\u6237\u8bf7\u6c42\u53c2\u6570\uff09\u3002\u89e3\u51b3\u65b9\u6848\u5305\u62ec\u6570\u636e\u8131\u654f\u3001\u57fa\u4e8e\u89d2\u8272\u7684\u8bbf\u95ee\u63a7\u5236\uff08RBAC\uff09\u4ee5\u53ca\u8fb9\u7f18\u4fa7\u9884\u5904\u7406\u3002 \u6280\u672f\u6808\u5f02\u6784\u6027\uff1a\u6df7\u5408\u4e91\u3001\u591a\u8bed\u8a00\u5fae\u670d\u52a1\u73af\u5883\u9700\u8981\u7edf\u4e00\u7684\u6570\u636e\u6807\u51c6\u3002\u91c7\u7528OpenTelemetry\u7b49\u8de8\u5e73\u53f0\u6846\u67b6\uff0c\u53ef\u51cf\u5c11\u6570\u636e\u683c\u5f0f\u7684\u788e\u7247\u5316\u3002 \u6280\u80fd\u9e3f\u6c9f\uff1a\u8fd0\u7ef4\u56e2\u961f\u9700\u638c\u63e1\u6570\u636e\u5206\u6790\u4e0e\u673a\u5668\u5b66\u4e60\u57fa\u7840\u3002\u9886\u5148\u4f01\u4e1a\u901a\u8fc7\u201c\u53ef\u89c2\u6d4b\u6027\u5373\u4ee3\u7801\uff08Observability as Code\uff09\u201d\u964d\u4f4e\u4f7f\u7528\u95e8\u69db\uff0c\u4f8b\u5982\u7528\u58f0\u660e\u5f0f\u8bed\u6cd5\u5b9a\u4e49\u76d1\u63a7\u7b56\u7565\u3002 \u56fd\u9645\u6743\u5a01\u673a\u6784Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c70%\u7684\u4f01\u4e1a\u5c06\u91c7\u7528\u96f6\u4fb5\u6270\u6216\u4f4e\u4fb5\u6270\u7684\u53ef\u89c2\u6d4b\u6027\u65b9\u6848\u66ff\u4ee3\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u3002\u8fd9\u4e00\u8d8b\u52bf\u7684\u80cc\u540e\uff0c\u662f\u4f01\u4e1a\u5bf9\u8fd0\u7ef4\u654f\u6377\u6027\u4e0e\u7cfb\u7edf\u7a33\u5b9a\u6027\u7684\u53cc\u91cd\u8ffd\u6c42\u2014\u2014\u6bd5\u7adf\uff0c\u5728\u6570\u5b57\u5316\u7ade\u4e89\u767d\u70ed\u5316\u7684\u4eca\u5929\uff0c\u201c\u770b\u4e0d\u89c1\u7684\u95ee\u9898\u201d\u624d\u662f\u6700\u5927\u7684\u6210\u672c\u9ed1\u6d1e\u3002<\/p>\n","protected":false},"author":4,"featured_media":32757,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-32756","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-product-news"],"_links":{"self":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/32756","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/users\/4"}],"replies":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/comments?post=32756"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/32756\/revisions"}],"predecessor-version":[{"id":32758,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/32756\/revisions\/32758"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/32757"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=32756"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=32756"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=32756"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}