{"id":34979,"date":"2025-03-11T15:08:34","date_gmt":"2025-03-11T07:08:34","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34979"},"modified":"2025-03-11T15:08:34","modified_gmt":"2025-03-11T07:08:34","slug":"%e5%85%a8%e6%99%af%e6%80%a7%e8%83%bd%e7%9b%91%e6%8e%a7%e5%a6%82%e4%bd%95%e6%8f%90%e5%8d%87%e5%9f%ba%e7%a1%80%e8%ae%be%e6%96%bd%e6%95%88%e7%8e%87%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34979.html","title":{"rendered":"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u63d0\u5347\u57fa\u7840\u8bbe\u65bd\u6548\u7387\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/5C8H1Ju78.jpg\" alt=\"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u63d0\u5347\u57fa\u7840\u8bbe\u65bd\u6548\u7387\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br \/>\n\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u57fa\u7840\u8bbe\u65bd\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4ece\u4e91\u8ba1\u7b97\u96c6\u7fa4\u5230\u7269\u8054\u7f51\u7ec8\u7aef\uff0c\u4ece\u6570\u636e\u4e2d\u5fc3\u5230\u8fb9\u7f18\u8282\u70b9\uff0c\u6bcf\u4e00\u73af\u8282\u7684\u6027\u80fd\u6ce2\u52a8\u90fd\u53ef\u80fd\u5f15\u53d1\u8fde\u9501\u53cd\u5e94\u3002\u636eGartner\u6570\u636e\u663e\u793a\uff0c<strong>80%\u7684\u4f01\u4e1a\u56e0\u6027\u80fd\u74f6\u9888\u6bcf\u5e74\u635f\u5931\u8d85\u767e\u4e07\u7f8e\u5143<\/strong>\u3002\u5982\u4f55\u4ece\u5168\u5c40\u89c6\u89d2\u628a\u63a7\u7cfb\u7edf\u5065\u5eb7\u5ea6\uff1f\u5982\u4f55\u901a\u8fc7\u7cbe\u51c6\u6d1e\u5bdf\u4f18\u5316\u8d44\u6e90\u5206\u914d\uff1f\u7b54\u6848\u6b63\u6307\u5411\u4e00\u79cd\u9769\u65b0\u6027\u65b9\u6848\u2014\u2014<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a><\/strong>\u3002\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u8fd9\u4e00\u6280\u672f\u5982\u4f55\u6253\u7834\u6570\u636e\u5b64\u5c9b\u3001\u9a71\u52a8\u51b3\u7b56\u95ed\u73af\uff0c\u6700\u7ec8\u6210\u4e3a\u63d0\u5347\u57fa\u7840\u8bbe\u65bd\u6548\u7387\u7684\u6838\u5fc3\u5f15\u64ce\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5168\u666f\u6027\u80fd\u76d1\u63a7-\u91cd\u65b0\u5b9a\u4e49\u8fd0\u7ef4\u7684-\u4e0a\u5e1d\u89c6\u89d2\"><strong>\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\uff1a\u91cd\u65b0\u5b9a\u4e49\u8fd0\u7ef4\u7684\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d<\/strong><\/h3>\n<p>\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5f80\u5f80\u805a\u7126\u5355\u4e00\u6307\u6807\uff0c\u5982CPU\u5229\u7528\u7387\u6216\u7f51\u7edc\u5ef6\u8fdf\uff0c\u5374\u96be\u4ee5\u63ed\u793a\u8de8\u7cfb\u7edf\u7684\u5173\u8054\u6027\u95ee\u9898\u3002\u800c<strong>\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff08Full-stack Performance Monitoring\uff09<\/strong>\u901a\u8fc7\u6574\u5408\u57fa\u7840\u8bbe\u65bd\u3001\u5e94\u7528\u5c42\u3001\u7528\u6237\u4f53\u9a8c\u7b49\u591a\u7ef4\u5ea6\u6570\u636e\uff0c\u6784\u5efa\u8d77\u8986\u76d6\u7aef\u5230\u7aef\u7684\u53ef\u89c6\u5316\u56fe\u8c31\u3002\u5176\u6838\u5fc3\u5728\u4e8e\uff1a<\/p>\n<ol>\n<li><strong>\u5168\u94fe\u8def\u8ffd\u8e2a<\/strong>\uff1a\u4ece\u7528\u6237\u8bf7\u6c42\u53d1\u8d77\u5230\u540e\u7aef\u670d\u52a1\u54cd\u5e94\uff0c\u5b8c\u6574\u8bb0\u5f55\u6bcf\u4e2a\u73af\u8282\u7684\u72b6\u6001\u4e0e\u8017\u65f6\uff1b\n<\/li>\n<li><strong>\u591a\u7ef4\u6570\u636e\u878d\u5408<\/strong>\uff1a\u5c06\u670d\u52a1\u5668\u65e5\u5fd7\u3001\u5bb9\u5668\u6307\u6807\u3001\u6570\u636e\u5e93\u6027\u80fd\u3001API\u8c03\u7528\u7b49\u5f02\u6784\u6570\u636e\u7edf\u4e00\u5206\u6790\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\u501f\u52a9\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u81ea\u52a8\u5b9a\u4f4d\u5f02\u5e38\u6e90\u5934\u800c\u975e\u4ec5\u5448\u73b0\u8868\u8c61\u3002\n<\/li>\n<\/ol>\n<p>\u67d0\u7535\u5546\u5e73\u53f0\u901a\u8fc7\u5f15\u5165\u5168\u666f\u76d1\u63a7\uff0c\u53d1\u73b0\u5176\u8d2d\u7269\u8f66\u9875\u9762\u5ef6\u8fdf\u5e76\u975e\u6e90\u4e8e\u670d\u52a1\u5668\u8d1f\u8f7d\uff0c\u800c\u662f\u7b2c\u4e09\u65b9\u652f\u4ed8\u63a5\u53e3\u7684\u5076\u53d1\u6027\u8d85\u65f6\u3002\u8fd9\u79cd\u6df1\u5ea6\u5173\u8054\u5206\u6790\u80fd\u529b\uff0c\u4f7f\u5f97\u8fd0\u7ef4\u56e2\u961f\u80fd\u5feb\u901f\u9501\u5b9a<strong>20%\u7684\u5173\u952e\u95ee\u9898\u70b9<\/strong>\uff0c\u907f\u514d\u201c\u5934\u75db\u533b\u5934\u201d\u7684\u8d44\u6e90\u6d6a\u8d39\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6548\u7387\u63d0\u5347\u7684\u4e09\u91cd\u7a81\u7834\u70b9\"><strong>\u4e8c\u3001\u6548\u7387\u63d0\u5347\u7684\u4e09\u91cd\u7a81\u7834\u70b9<\/strong><\/h3>\n<h4 id=\"1-\u8d44\u6e90\u5229\u7528\u7387\u4f18\u5316-\u4ece-\u76f2\u76ee\u6269\u5bb9-\u5230-\u7cbe\u51c6\u4f9b\u7ed9\"><strong>1. \u8d44\u6e90\u5229\u7528\u7387\u4f18\u5316\uff1a\u4ece\u201c\u76f2\u76ee\u6269\u5bb9\u201d\u5230\u201c\u7cbe\u51c6\u4f9b\u7ed9\u201d<\/strong><\/h4>\n<p>\u57fa\u7840\u8bbe\u65bd\u7684\u8fc7\u5ea6\u914d\u7f6e\u662f\u6548\u7387\u6d41\u5931\u7684\u91cd\u707e\u533a\u3002IDC\u62a5\u544a\u6307\u51fa\uff0c<strong>\u5168\u7403\u6570\u636e\u4e2d\u5fc3\u5e73\u5747\u8d44\u6e90\u95f2\u7f6e\u7387\u9ad8\u8fbe35%<\/strong>\u3002\u5168\u666f\u76d1\u63a7\u901a\u8fc7\u5b9e\u65f6\u91c7\u96c6CPU\u3001\u5185\u5b58\u3001\u5b58\u50a8\u53ca\u7f51\u7edc\u6d41\u91cf\u6570\u636e\uff0c\u7ed3\u5408\u5386\u53f2\u8d8b\u52bf\u9884\u6d4b\u8d1f\u8f7d\u6ce2\u52a8\u3002<\/p>\n<p>\u4ee5\u67d0\u91d1\u878d\u4f01\u4e1a\u4e3a\u4f8b\uff0c\u5176\u5229\u7528\u76d1\u63a7\u7cfb\u7edf\u8bc6\u522b\u51fa\u4ea4\u6613\u7cfb\u7edf\u7684\u5185\u5b58\u4f7f\u7528\u5b58\u5728\u5468\u671f\u6027\u9ad8\u5cf0\uff0c\u9042\u5c06\u865a\u62df\u673a\u914d\u7f6e\u4ece\u56fa\u5b9a\u5206\u914d\u6539\u4e3a\u5f39\u6027\u4f38\u7f29\u3002\u8fd9\u4e00\u8c03\u6574\u4f7f<strong>\u786c\u4ef6\u91c7\u8d2d\u6210\u672c\u964d\u4f4e28%<\/strong>\uff0c\u540c\u65f6\u4fdd\u969c\u4e86\u4e1a\u52a1\u9ad8\u5cf0\u671f\u7684\u7a33\u5b9a\u6027\u3002<\/p>\n<h4 id=\"2-\u6545\u969c\u54cd\u5e94\u63d0\u901f-\u4ece-\u6551\u706b\u5f0f\u8fd0\u7ef4-\u5230-\u9884\u9632\u6027\u5e72\u9884\"><strong>2. \u6545\u969c\u54cd\u5e94\u63d0\u901f\uff1a\u4ece\u201c\u6551\u706b\u5f0f\u8fd0\u7ef4\u201d\u5230\u201c\u9884\u9632\u6027\u5e72\u9884\u201d<\/strong><\/h4>\n<p>\u4f20\u7edf\u8fd0\u7ef4\u6a21\u5f0f\u4e0b\uff0c70%\u7684\u6545\u969c\u5904\u7406\u65f6\u95f4\u6d88\u8017\u5728\u95ee\u9898\u5b9a\u4f4d\u73af\u8282\u3002\u5168\u666f\u76d1\u63a7\u901a\u8fc7\u8bbe\u7f6e\u52a8\u6001\u57fa\u7ebf\u9608\u503c\uff0c\u80fd\u591f\u5728\u6307\u6807\u504f\u79bb\u6b63\u5e38\u8303\u56f4\u524d\u53d1\u51fa\u9884\u8b66\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5176<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09\u5f15\u64ce<\/strong>\u53ef\u81ea\u52a8\u5173\u8054\u65e5\u5fd7\u9519\u8bef\u3001\u670d\u52a1\u4f9d\u8d56\u5f02\u5e38\u7b49\u7ebf\u7d22\uff0c\u5c06\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u7f29\u77ed60%\u4ee5\u4e0a\u3002<\/p>\n<p>\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u7684\u5b9e\u8df5\u663e\u793a\uff0c\u901a\u8fc7\u76d1\u63a7\u7cfb\u7edf\u9884\u6d4bCDN\u8282\u70b9\u8d1f\u8f7d\u5e76\u63d0\u524d\u8c03\u5ea6\u8d44\u6e90\uff0c\u7f13\u51b2\u4e2d\u65ad\u7387\u4e0b\u964d42%\uff0c\u7528\u6237\u7559\u5b58\u7387\u63d0\u534717%\u3002<\/p>\n<h4 id=\"3-\u80fd\u6548\u7ba1\u7406\u5347\u7ea7-\u4ece-\u7c97\u653e\u7528\u7535-\u5230-\u7eff\u8272\u8ba1\u7b97\"><strong>3. \u80fd\u6548\u7ba1\u7406\u5347\u7ea7\uff1a\u4ece\u201c\u7c97\u653e\u7528\u7535\u201d\u5230\u201c\u7eff\u8272\u8ba1\u7b97\u201d<\/strong><\/h4>\n<p>\u968f\u7740\u201c\u53cc\u78b3\u201d\u76ee\u6807\u63a8\u8fdb\uff0c\u57fa\u7840\u8bbe\u65bd\u7684\u80fd\u8017\u7ba1\u63a7\u6210\u4e3a\u521a\u9700\u3002\u5168\u666f\u76d1\u63a7\u53ef\u5b9e\u65f6\u8ffd\u8e2a\u673a\u67dc\u6e29\u5ea6\u3001PUE\uff08\u80fd\u6e90\u4f7f\u7528\u6548\u7387\uff09\u503c\u3001\u8bbe\u5907\u529f\u8017\u7b49\u6307\u6807\uff0c\u7ed3\u5408AI\u7b97\u6cd5\u4f18\u5316\u51b7\u5374\u7cfb\u7edf\u8fd0\u884c\u7b56\u7565\u3002Google\u66fe\u900f\u9732\uff0c\u5176\u6570\u636e\u4e2d\u5fc3\u901a\u8fc7\u7c7b\u4f3c\u6280\u672f\u5b9e\u73b0<strong>15%\u7684\u5236\u51b7\u80fd\u8017\u524a\u51cf<\/strong>\uff0c\u76f8\u5f53\u4e8e\u6bcf\u5e74\u51cf\u5c11\u767e\u4e07\u5428\u7ea7\u78b3\u6392\u653e\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6280\u672f\u843d\u5730\u7684\u56db\u5927\u5b9e\u8df5\u573a\u666f\"><strong>\u4e09\u3001\u6280\u672f\u843d\u5730\u7684\u56db\u5927\u5b9e\u8df5\u573a\u666f<\/strong><\/h3>\n<h4 id=\"\u573a\u666f1-\u6df7\u5408\u4e91\u73af\u5883\u7684\u7edf\u4e00\u6cbb\u7406\"><strong>\u573a\u666f1\uff1a\u6df7\u5408\u4e91\u73af\u5883\u7684\u7edf\u4e00\u6cbb\u7406<\/strong><\/h4>\n<p>\u4f01\u4e1a\u91c7\u7528\u591a\u4e91\u67b6\u6784\u65f6\uff0c\u5e38\u9762\u4e34\u76d1\u63a7\u5de5\u5177\u5206\u6563\u3001\u6570\u636e\u6807\u51c6\u4e0d\u4e00\u7684\u6311\u6218\u3002\u5168\u666f\u76d1\u63a7\u901a\u8fc7\u5f00\u653eAPI\u5bf9\u63a5AWS CloudWatch\u3001Azure Monitor\u7b49\u5e73\u53f0\uff0c\u6784\u5efa\u8de8\u4e91\u7edf\u4e00\u89c6\u56fe\u3002\u67d0\u8de8\u56fd\u96f6\u552e\u4f01\u4e1a\u501f\u6b64\u5b9e\u73b0\u5168\u740323\u4e2a\u533a\u57df\u8d44\u6e90\u7684\u81ea\u52a8\u5747\u8861\u8c03\u5ea6\uff0c\u8fd0\u7ef4\u4eba\u529b\u6210\u672c\u964d\u4f4e35%\u3002<\/p>\n<h4 id=\"\u573a\u666f2-\u5fae\u670d\u52a1\u67b6\u6784\u7684\u6548\u80fd\u900f\u89c6\"><strong>\u573a\u666f2\uff1a\u5fae\u670d\u52a1\u67b6\u6784\u7684\u6548\u80fd\u900f\u89c6<\/strong><\/h4>\n<p>\u5728\u5bb9\u5668\u5316\u90e8\u7f72\u7684\u5fae\u670d\u52a1\u4f53\u7cfb\u4e2d\uff0c\u670d\u52a1\u7f51\u683c\u7684\u8c03\u7528\u5173\u7cfb\u9519\u7efc\u590d\u6742\u3002\u901a\u8fc7\u6ce8\u5165\u5f0f\u63a2\u9488\uff08\u5982OpenTelemetry\uff09\uff0c\u5168\u666f\u76d1\u63a7\u53ef\u7ed8\u5236\u670d\u52a1\u4f9d\u8d56\u62d3\u6251\u56fe\uff0c\u7cbe\u786e\u7edf\u8ba1\u5404\u5fae\u670d\u52a1\u7684\u541e\u5410\u91cf\u3001\u9519\u8bef\u7387\u53ca\u5ef6\u8fdf\u767e\u5206\u4f4d\u6570\u3002\u67d0\u793e\u4ea4\u5e73\u53f0\u901a\u8fc7\u6b64\u6280\u672f\u53d1\u73b0\u67d0\u63a8\u8350\u670d\u52a1\u768499\u7ebf\u5ef6\u8fdf\uff08P99\uff09\u5f02\u5e38\uff0c\u4f18\u5316\u540e\u63a5\u53e3\u6027\u80fd\u63d0\u53474\u500d\u3002<\/p>\n<h4 id=\"\u573a\u666f3-\u8fb9\u7f18\u8ba1\u7b97\u7684\u53ef\u9760\u6027\u4fdd\u969c\"><strong>\u573a\u666f3\uff1a\u8fb9\u7f18\u8ba1\u7b97\u7684\u53ef\u9760\u6027\u4fdd\u969c<\/strong><\/h4>\n<p>\u5de5\u4e1a\u7269\u8054\u7f51\u573a\u666f\u4e0b\uff0c\u8fb9\u7f18\u8bbe\u5907\u5e38\u53d7\u7f51\u7edc\u6ce2\u52a8\u5f71\u54cd\u3002\u5168\u666f\u76d1\u63a7\u652f\u6301\u79bb\u7ebf\u6570\u636e\u7f13\u5b58\u4e0e\u589e\u91cf\u540c\u6b65\uff0c\u7ed3\u5408\u8fb9\u7f18\u8282\u70b9\u7684\u8f7b\u91cf\u5316\u4ee3\u7406\u7a0b\u5e8f\uff0c\u5b9e\u73b0\u7aef\u4fa7\u5f02\u5e38\u68c0\u6d4b\u3002\u67d0\u667a\u80fd\u5236\u9020\u4f01\u4e1a\u90e8\u7f72\u540e\uff0c\u8bbe\u5907\u79bb\u7ebf\u6545\u969c\u6392\u67e5\u6548\u7387\u63d0\u534770%\uff0c\u4ea7\u7ebf\u505c\u673a\u65f6\u95f4\u51cf\u5c1155%\u3002<\/p>\n<h4 id=\"\u573a\u666f4-\u7528\u6237\u4f53\u9a8c\u7684\u91cf\u5316\u6539\u8fdb\"><strong>\u573a\u666f4\uff1a\u7528\u6237\u4f53\u9a8c\u7684\u91cf\u5316\u6539\u8fdb<\/strong><\/h4>\n<p>\u524d\u7aef\u6027\u80fd\u95ee\u9898\u5bf9\u4e1a\u52a1\u8f6c\u5316\u7387\u7684\u5f71\u54cd\u5e38\u88ab\u4f4e\u4f30\u3002\u901a\u8fc7\u5408\u6210\u76d1\u63a7\uff08Synthetic Monitoring\uff09\u6a21\u62df\u7528\u6237\u64cd\u4f5c\u8def\u5f84\uff0c\u7ed3\u5408\u771f\u5b9e\u7528\u6237\u76d1\u63a7\uff08RUM\uff09\u91c7\u96c6\u9875\u9762\u52a0\u8f7d\u8017\u65f6\u3001JS\u9519\u8bef\u7b49\u6570\u636e\uff0c\u4f01\u4e1a\u53ef\u91cf\u5316\u4f53\u9a8c\u77ed\u677f\u3002\u67d0\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\u4f18\u5316\u9996\u5c4f\u6e32\u67d3\u901f\u5ea60.5\u79d2\uff0c\u5e26\u6765\u6ce8\u518c\u8f6c\u5316\u738711%\u7684\u63d0\u5347\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u5b9e\u65bd\u8def\u5f84\u4e0e\u5173\u952e\u6311\u6218\"><strong>\u56db\u3001\u5b9e\u65bd\u8def\u5f84\u4e0e\u5173\u952e\u6311\u6218<\/strong><\/h3>\n<p>\u6210\u529f\u90e8\u7f72\u5168\u666f\u6027\u80fd\u76d1\u63a7\u9700\u9075\u5faa<strong>\u201c\u4e09\u6b65\u8d70\u201d\u7b56\u7565<\/strong>\uff1a<\/p>\n<ol>\n<li><strong>\u6570\u636e\u5c42\u6574\u5408<\/strong>\uff1a\u5efa\u7acb\u7edf\u4e00\u7684\u6570\u636e\u6e56\uff0c\u517c\u5bb9<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u3001ELK\u3001Jaeger\u7b49\u4e3b\u6d41\u5de5\u5177\u7684\u8f93\u51fa\u683c\u5f0f\uff1b\n<\/li>\n<li><strong>\u5206\u6790\u5c42\u5f3a\u5316<\/strong>\uff1a\u5f15\u5165\u65f6\u5e8f\u6570\u636e\u5e93\uff08\u5982InfluxDB\uff09\u63d0\u5347\u67e5\u8be2\u6548\u7387\uff0c\u5229\u7528Spark\/Flink\u5b9e\u73b0\u5b9e\u65f6\u6d41\u5904\u7406\uff1b\n<\/li>\n<li><strong>\u5e94\u7528\u5c42\u95ed\u73af<\/strong>\uff1a\u5c06\u76d1\u63a7\u6d1e\u5bdf\u4e0eCMDB\u3001ITSM\u7cfb\u7edf\u8054\u52a8\uff0c\u81ea\u52a8\u89e6\u53d1\u6269\u7f29\u5bb9\u6216\u5de5\u5355\u6d3e\u53d1\u3002\n<\/li>\n<\/ol>\n<p>\u4f01\u4e1a\u9700\u8b66\u60d5\u4e24\u5927\u9677\u9631\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636e\u8fc7\u8f7d<\/strong>\uff1a\u907f\u514d\u65e0\u5dee\u522b\u6536\u96c6\u6240\u6709\u6307\u6807\uff0c\u5e94\u57fa\u4e8e\u4e1a\u52a1\u76ee\u6807\u5b9a\u4e49\u5173\u952e\u6027\u80fd\u6307\u6807\uff08KPI\uff09\uff1b\n<\/li>\n<li><strong>\u5de5\u5177\u4f9d\u8d56<\/strong>\uff1a\u6280\u672f\u53ea\u662f\u624b\u6bb5\uff0c\u9700\u914d\u5957\u7ec4\u7ec7\u6d41\u7a0b\u53d8\u9769\uff0c\u5982\u5efa\u7acbSRE\uff08\u7ad9\u70b9\u53ef\u9760\u6027\u5de5\u7a0b\uff09\u56e2\u961f\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u5546\u4e1a\u94f6\u884c\u7684\u6559\u8bad\u5370\u8bc1\u4e86\u8fd9\u70b9\uff1a\u5176\u521d\u671f\u6295\u5165\u767e\u4e07\u91c7\u8d2d\u76d1\u63a7\u5e73\u53f0\uff0c\u4f46\u56e0\u672a\u91cd\u6784\u8fd0\u7ef4\u6d41\u7a0b\uff0c\u544a\u8b66\u54cd\u5e94\u7387\u53cd\u800c\u4e0b\u964d\u3002\u7ecf\u8c03\u6574\u540e\uff0c\u901a\u8fc7\u8bbe\u7acb\u4e13\u804c\u7684\u201c\u76d1\u63a7\u6d1e\u5bdf\u5c0f\u7ec4\u201d\uff0c\u6545\u969c\u9884\u9632\u6709\u6548\u6027\u63d0\u534790%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u8d8b\u52bf-\u4ece-\u76d1\u63a7-\u5230-\u81ea\u6cbb-\u7684\u8fdb\u5316\"><strong>\u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u201c\u76d1\u63a7\u201d\u5230\u201c\u81ea\u6cbb\u201d\u7684\u8fdb\u5316<\/strong><\/h3>\n<p>\u968f\u7740AIOps\u6280\u672f\u6210\u719f\uff0c\u5168\u666f\u76d1\u63a7\u6b63\u671d\u7740\u81ea\u4e3b\u51b3\u7b56\u65b9\u5411\u6f14\u8fdb\u3002Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c<strong>50%\u7684\u4f01\u4e1a\u5c06\u4f7f\u7528AI\u81ea\u52a8\u4fee\u590d\u81f3\u5c1125%\u7684\u57fa\u7840\u8bbe\u65bd\u6545\u969c<\/strong>\u3002\u4f8b\u5982\uff0cKubernetes\u96c6\u7fa4\u5df2\u80fd\u57fa\u4e8e\u76d1\u63a7\u6570\u636e\u81ea\u52a8\u6267\u884cPod\u91cd\u542f\u6216\u8282\u70b9\u8fc1\u79fb\u3002<\/p>\n<p>\u66f4\u524d\u6cbf\u7684\u63a2\u7d22\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u5b57\u5b6a\u751f\u4eff\u771f<\/strong>\uff1a\u5728\u865a\u62df\u73af\u5883\u4e2d\u9884\u6f14\u6269\u5bb9\u65b9\u6848\u7684\u6548\u679c\uff1b\n<\/li>\n<li><strong>\u56e0\u679c\u63a8\u7406\u5f15\u64ce<\/strong>\uff1a\u7a81\u7834\u4f20\u7edf\u76f8\u5173\u6027\u5206\u6790\uff0c\u63ed\u793a\u53d8\u91cf\u95f4\u7684\u56e0\u679c\u94fe\uff1b\n<\/li>\n<li><strong>\u9690\u79c1\u8ba1\u7b97\u96c6\u6210<\/strong>\uff1a\u5728\u4fdd\u969c\u6570\u636e\u5b89\u5168\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u8de8\u4f01\u4e1a\u76d1\u63a7\u534f\u4f5c\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u521b\u65b0\u5c06\u8fdb\u4e00\u6b65\u91ca\u653e\u57fa\u7840\u8bbe\u65bd\u7684\u6f5c\u80fd\uff0c\u8ba9\u201c\u6548\u7387\u8fdb\u5316\u201d\u6210\u4e3a\u6301\u7eed\u5e38\u6001\u800c\u975e\u9636\u6bb5\u6027\u76ee\u6807\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u57fa\u7840\u8bbe\u65bd\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u3002\u4ece\u4e91\u8ba1\u7b97\u96c6\u7fa4\u5230\u7269\u8054\u7f51\u7ec8\u7aef\uff0c\u4ece\u6570\u636e\u4e2d\u5fc3\u5230\u8fb9\u7f18\u8282\u70b9\uff0c\u6bcf\u4e00\u73af\u8282\u7684\u6027\u80fd\u6ce2\u52a8\u90fd\u53ef\u80fd\u5f15\u53d1\u8fde\u9501\u53cd\u5e94\u3002\u636eGartner\u6570\u636e\u663e\u793a\uff0c80%\u7684\u4f01\u4e1a\u56e0\u6027\u80fd\u74f6\u9888\u6bcf\u5e74\u635f\u5931\u8d85\u767e\u4e07\u7f8e\u5143\u3002\u5982\u4f55\u4ece\u5168\u5c40\u89c6\u89d2\u628a\u63a7\u7cfb\u7edf\u5065\u5eb7\u5ea6\uff1f\u5982\u4f55\u901a\u8fc7\u7cbe\u51c6\u6d1e\u5bdf\u4f18\u5316\u8d44\u6e90\u5206\u914d\uff1f\u7b54\u6848\u6b63\u6307\u5411\u4e00\u79cd\u9769\u65b0\u6027\u65b9\u6848\u2014\u2014\u5168\u666f\u6027\u80fd\u76d1\u63a7\u3002\u672c\u6587\u5c06\u6df1\u5165\u89e3\u6790\u8fd9\u4e00\u6280\u672f\u5982\u4f55\u6253\u7834\u6570\u636e\u5b64\u5c9b\u3001\u9a71\u52a8\u51b3\u7b56\u95ed\u73af\uff0c\u6700\u7ec8\u6210\u4e3a\u63d0\u5347\u57fa\u7840\u8bbe\u65bd\u6548\u7387\u7684\u6838\u5fc3\u5f15\u64ce\u3002 \u4e00\u3001\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff1a\u91cd\u65b0\u5b9a\u4e49\u8fd0\u7ef4\u7684\u201c\u4e0a\u5e1d\u89c6\u89d2\u201d \u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5f80\u5f80\u805a\u7126\u5355\u4e00\u6307\u6807\uff0c\u5982CPU\u5229\u7528\u7387\u6216\u7f51\u7edc\u5ef6\u8fdf\uff0c\u5374\u96be\u4ee5\u63ed\u793a\u8de8\u7cfb\u7edf\u7684\u5173\u8054\u6027\u95ee\u9898\u3002\u800c\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff08Full-stack Performance Monitoring\uff09\u901a\u8fc7\u6574\u5408\u57fa\u7840\u8bbe\u65bd\u3001\u5e94\u7528\u5c42\u3001\u7528\u6237\u4f53\u9a8c\u7b49\u591a\u7ef4\u5ea6\u6570\u636e\uff0c\u6784\u5efa\u8d77\u8986\u76d6\u7aef\u5230\u7aef\u7684\u53ef\u89c6\u5316\u56fe\u8c31\u3002\u5176\u6838\u5fc3\u5728\u4e8e\uff1a \u5168\u94fe\u8def\u8ffd\u8e2a\uff1a\u4ece\u7528\u6237\u8bf7\u6c42\u53d1\u8d77\u5230\u540e\u7aef\u670d\u52a1\u54cd\u5e94\uff0c\u5b8c\u6574\u8bb0\u5f55\u6bcf\u4e2a\u73af\u8282\u7684\u72b6\u6001\u4e0e\u8017\u65f6\uff1b \u591a\u7ef4\u6570\u636e\u878d\u5408\uff1a\u5c06\u670d\u52a1\u5668\u65e5\u5fd7\u3001\u5bb9\u5668\u6307\u6807\u3001\u6570\u636e\u5e93\u6027\u80fd\u3001API\u8c03\u7528\u7b49\u5f02\u6784\u6570\u636e\u7edf\u4e00\u5206\u6790\uff1b \u667a\u80fd\u6839\u56e0\u5206\u6790\uff1a\u501f\u52a9\u673a\u5668\u5b66\u4e60\u7b97\u6cd5\uff0c\u81ea\u52a8\u5b9a\u4f4d\u5f02\u5e38\u6e90\u5934\u800c\u975e\u4ec5\u5448\u73b0\u8868\u8c61\u3002 \u67d0\u7535\u5546\u5e73\u53f0\u901a\u8fc7\u5f15\u5165\u5168\u666f\u76d1\u63a7\uff0c\u53d1\u73b0\u5176\u8d2d\u7269\u8f66\u9875\u9762\u5ef6\u8fdf\u5e76\u975e\u6e90\u4e8e\u670d\u52a1\u5668\u8d1f\u8f7d\uff0c\u800c\u662f\u7b2c\u4e09\u65b9\u652f\u4ed8\u63a5\u53e3\u7684\u5076\u53d1\u6027\u8d85\u65f6\u3002\u8fd9\u79cd\u6df1\u5ea6\u5173\u8054\u5206\u6790\u80fd\u529b\uff0c\u4f7f\u5f97\u8fd0\u7ef4\u56e2\u961f\u80fd\u5feb\u901f\u9501\u5b9a20%\u7684\u5173\u952e\u95ee\u9898\u70b9\uff0c\u907f\u514d\u201c\u5934\u75db\u533b\u5934\u201d\u7684\u8d44\u6e90\u6d6a\u8d39\u3002 \u4e8c\u3001\u6548\u7387\u63d0\u5347\u7684\u4e09\u91cd\u7a81\u7834\u70b9 1. \u8d44\u6e90\u5229\u7528\u7387\u4f18\u5316\uff1a\u4ece\u201c\u76f2\u76ee\u6269\u5bb9\u201d\u5230\u201c\u7cbe\u51c6\u4f9b\u7ed9\u201d \u57fa\u7840\u8bbe\u65bd\u7684\u8fc7\u5ea6\u914d\u7f6e\u662f\u6548\u7387\u6d41\u5931\u7684\u91cd\u707e\u533a\u3002IDC\u62a5\u544a\u6307\u51fa\uff0c\u5168\u7403\u6570\u636e\u4e2d\u5fc3\u5e73\u5747\u8d44\u6e90\u95f2\u7f6e\u7387\u9ad8\u8fbe35%\u3002\u5168\u666f\u76d1\u63a7\u901a\u8fc7\u5b9e\u65f6\u91c7\u96c6CPU\u3001\u5185\u5b58\u3001\u5b58\u50a8\u53ca\u7f51\u7edc\u6d41\u91cf\u6570\u636e\uff0c\u7ed3\u5408\u5386\u53f2\u8d8b\u52bf\u9884\u6d4b\u8d1f\u8f7d\u6ce2\u52a8\u3002 \u4ee5\u67d0\u91d1\u878d\u4f01\u4e1a\u4e3a\u4f8b\uff0c\u5176\u5229\u7528\u76d1\u63a7\u7cfb\u7edf\u8bc6\u522b\u51fa\u4ea4\u6613\u7cfb\u7edf\u7684\u5185\u5b58\u4f7f\u7528\u5b58\u5728\u5468\u671f\u6027\u9ad8\u5cf0\uff0c\u9042\u5c06\u865a\u62df\u673a\u914d\u7f6e\u4ece\u56fa\u5b9a\u5206\u914d\u6539\u4e3a\u5f39\u6027\u4f38\u7f29\u3002\u8fd9\u4e00\u8c03\u6574\u4f7f\u786c\u4ef6\u91c7\u8d2d\u6210\u672c\u964d\u4f4e28%\uff0c\u540c\u65f6\u4fdd\u969c\u4e86\u4e1a\u52a1\u9ad8\u5cf0\u671f\u7684\u7a33\u5b9a\u6027\u3002 2. \u6545\u969c\u54cd\u5e94\u63d0\u901f\uff1a\u4ece\u201c\u6551\u706b\u5f0f\u8fd0\u7ef4\u201d\u5230\u201c\u9884\u9632\u6027\u5e72\u9884\u201d \u4f20\u7edf\u8fd0\u7ef4\u6a21\u5f0f\u4e0b\uff0c70%\u7684\u6545\u969c\u5904\u7406\u65f6\u95f4\u6d88\u8017\u5728\u95ee\u9898\u5b9a\u4f4d\u73af\u8282\u3002\u5168\u666f\u76d1\u63a7\u901a\u8fc7\u8bbe\u7f6e\u52a8\u6001\u57fa\u7ebf\u9608\u503c\uff0c\u80fd\u591f\u5728\u6307\u6807\u504f\u79bb\u6b63\u5e38\u8303\u56f4\u524d\u53d1\u51fa\u9884\u8b66\u3002\u66f4\u5173\u952e\u7684\u662f\uff0c\u5176\u6839\u56e0\u5206\u6790\uff08RCA\uff09\u5f15\u64ce\u53ef\u81ea\u52a8\u5173\u8054\u65e5\u5fd7\u9519\u8bef\u3001\u670d\u52a1\u4f9d\u8d56\u5f02\u5e38\u7b49\u7ebf\u7d22\uff0c\u5c06\u5e73\u5747\u6545\u969c\u4fee\u590d\u65f6\u95f4\uff08MTTR\uff09\u7f29\u77ed60%\u4ee5\u4e0a\u3002 \u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u7684\u5b9e\u8df5\u663e\u793a\uff0c\u901a\u8fc7\u76d1\u63a7\u7cfb\u7edf\u9884\u6d4bCDN\u8282\u70b9\u8d1f\u8f7d\u5e76\u63d0\u524d\u8c03\u5ea6\u8d44\u6e90\uff0c\u7f13\u51b2\u4e2d\u65ad\u7387\u4e0b\u964d42%\uff0c\u7528\u6237\u7559\u5b58\u7387\u63d0\u534717%\u3002 3. \u80fd\u6548\u7ba1\u7406\u5347\u7ea7\uff1a\u4ece\u201c\u7c97\u653e\u7528\u7535\u201d\u5230\u201c\u7eff\u8272\u8ba1\u7b97\u201d \u968f\u7740\u201c\u53cc\u78b3\u201d\u76ee\u6807\u63a8\u8fdb\uff0c\u57fa\u7840\u8bbe\u65bd\u7684\u80fd\u8017\u7ba1\u63a7\u6210\u4e3a\u521a\u9700\u3002\u5168\u666f\u76d1\u63a7\u53ef\u5b9e\u65f6\u8ffd\u8e2a\u673a\u67dc\u6e29\u5ea6\u3001PUE\uff08\u80fd\u6e90\u4f7f\u7528\u6548\u7387\uff09\u503c\u3001\u8bbe\u5907\u529f\u8017\u7b49\u6307\u6807\uff0c\u7ed3\u5408AI\u7b97\u6cd5\u4f18\u5316\u51b7\u5374\u7cfb\u7edf\u8fd0\u884c\u7b56\u7565\u3002Google\u66fe\u900f\u9732\uff0c\u5176\u6570\u636e\u4e2d\u5fc3\u901a\u8fc7\u7c7b\u4f3c\u6280\u672f\u5b9e\u73b015%\u7684\u5236\u51b7\u80fd\u8017\u524a\u51cf\uff0c\u76f8\u5f53\u4e8e\u6bcf\u5e74\u51cf\u5c11\u767e\u4e07\u5428\u7ea7\u78b3\u6392\u653e\u3002 \u4e09\u3001\u6280\u672f\u843d\u5730\u7684\u56db\u5927\u5b9e\u8df5\u573a\u666f \u573a\u666f1\uff1a\u6df7\u5408\u4e91\u73af\u5883\u7684\u7edf\u4e00\u6cbb\u7406 \u4f01\u4e1a\u91c7\u7528\u591a\u4e91\u67b6\u6784\u65f6\uff0c\u5e38\u9762\u4e34\u76d1\u63a7\u5de5\u5177\u5206\u6563\u3001\u6570\u636e\u6807\u51c6\u4e0d\u4e00\u7684\u6311\u6218\u3002\u5168\u666f\u76d1\u63a7\u901a\u8fc7\u5f00\u653eAPI\u5bf9\u63a5AWS CloudWatch\u3001Azure Monitor\u7b49\u5e73\u53f0\uff0c\u6784\u5efa\u8de8\u4e91\u7edf\u4e00\u89c6\u56fe\u3002\u67d0\u8de8\u56fd\u96f6\u552e\u4f01\u4e1a\u501f\u6b64\u5b9e\u73b0\u5168\u740323\u4e2a\u533a\u57df\u8d44\u6e90\u7684\u81ea\u52a8\u5747\u8861\u8c03\u5ea6\uff0c\u8fd0\u7ef4\u4eba\u529b\u6210\u672c\u964d\u4f4e35%\u3002 \u573a\u666f2\uff1a\u5fae\u670d\u52a1\u67b6\u6784\u7684\u6548\u80fd\u900f\u89c6 \u5728\u5bb9\u5668\u5316\u90e8\u7f72\u7684\u5fae\u670d\u52a1\u4f53\u7cfb\u4e2d\uff0c\u670d\u52a1\u7f51\u683c\u7684\u8c03\u7528\u5173\u7cfb\u9519\u7efc\u590d\u6742\u3002\u901a\u8fc7\u6ce8\u5165\u5f0f\u63a2\u9488\uff08\u5982OpenTelemetry\uff09\uff0c\u5168\u666f\u76d1\u63a7\u53ef\u7ed8\u5236\u670d\u52a1\u4f9d\u8d56\u62d3\u6251\u56fe\uff0c\u7cbe\u786e\u7edf\u8ba1\u5404\u5fae\u670d\u52a1\u7684\u541e\u5410\u91cf\u3001\u9519\u8bef\u7387\u53ca\u5ef6\u8fdf\u767e\u5206\u4f4d\u6570\u3002\u67d0\u793e\u4ea4\u5e73\u53f0\u901a\u8fc7\u6b64\u6280\u672f\u53d1\u73b0\u67d0\u63a8\u8350\u670d\u52a1\u768499\u7ebf\u5ef6\u8fdf\uff08P99\uff09\u5f02\u5e38\uff0c\u4f18\u5316\u540e\u63a5\u53e3\u6027\u80fd\u63d0\u53474\u500d\u3002 \u573a\u666f3\uff1a\u8fb9\u7f18\u8ba1\u7b97\u7684\u53ef\u9760\u6027\u4fdd\u969c \u5de5\u4e1a\u7269\u8054\u7f51\u573a\u666f\u4e0b\uff0c\u8fb9\u7f18\u8bbe\u5907\u5e38\u53d7\u7f51\u7edc\u6ce2\u52a8\u5f71\u54cd\u3002\u5168\u666f\u76d1\u63a7\u652f\u6301\u79bb\u7ebf\u6570\u636e\u7f13\u5b58\u4e0e\u589e\u91cf\u540c\u6b65\uff0c\u7ed3\u5408\u8fb9\u7f18\u8282\u70b9\u7684\u8f7b\u91cf\u5316\u4ee3\u7406\u7a0b\u5e8f\uff0c\u5b9e\u73b0\u7aef\u4fa7\u5f02\u5e38\u68c0\u6d4b\u3002\u67d0\u667a\u80fd\u5236\u9020\u4f01\u4e1a\u90e8\u7f72\u540e\uff0c\u8bbe\u5907\u79bb\u7ebf\u6545\u969c\u6392\u67e5\u6548\u7387\u63d0\u534770%\uff0c\u4ea7\u7ebf\u505c\u673a\u65f6\u95f4\u51cf\u5c1155%\u3002 \u573a\u666f4\uff1a\u7528\u6237\u4f53\u9a8c\u7684\u91cf\u5316\u6539\u8fdb \u524d\u7aef\u6027\u80fd\u95ee\u9898\u5bf9\u4e1a\u52a1\u8f6c\u5316\u7387\u7684\u5f71\u54cd\u5e38\u88ab\u4f4e\u4f30\u3002\u901a\u8fc7\u5408\u6210\u76d1\u63a7\uff08Synthetic Monitoring\uff09\u6a21\u62df\u7528\u6237\u64cd\u4f5c\u8def\u5f84\uff0c\u7ed3\u5408\u771f\u5b9e\u7528\u6237\u76d1\u63a7\uff08RUM\uff09\u91c7\u96c6\u9875\u9762\u52a0\u8f7d\u8017\u65f6\u3001JS\u9519\u8bef\u7b49\u6570\u636e\uff0c\u4f01\u4e1a\u53ef\u91cf\u5316\u4f53\u9a8c\u77ed\u677f\u3002\u67d0\u5728\u7ebf\u6559\u80b2\u5e73\u53f0\u4f18\u5316\u9996\u5c4f\u6e32\u67d3\u901f\u5ea60.5\u79d2\uff0c\u5e26\u6765\u6ce8\u518c\u8f6c\u5316\u738711%\u7684\u63d0\u5347\u3002 \u56db\u3001\u5b9e\u65bd\u8def\u5f84\u4e0e\u5173\u952e\u6311\u6218 \u6210\u529f\u90e8\u7f72\u5168\u666f\u6027\u80fd\u76d1\u63a7\u9700\u9075\u5faa\u201c\u4e09\u6b65\u8d70\u201d\u7b56\u7565\uff1a \u6570\u636e\u5c42\u6574\u5408\uff1a\u5efa\u7acb\u7edf\u4e00\u7684\u6570\u636e\u6e56\uff0c\u517c\u5bb9Prometheus\u3001ELK\u3001Jaeger\u7b49\u4e3b\u6d41\u5de5\u5177\u7684\u8f93\u51fa\u683c\u5f0f\uff1b \u5206\u6790\u5c42\u5f3a\u5316\uff1a\u5f15\u5165\u65f6\u5e8f\u6570\u636e\u5e93\uff08\u5982InfluxDB\uff09\u63d0\u5347\u67e5\u8be2\u6548\u7387\uff0c\u5229\u7528Spark\/Flink\u5b9e\u73b0\u5b9e\u65f6\u6d41\u5904\u7406\uff1b \u5e94\u7528\u5c42\u95ed\u73af\uff1a\u5c06\u76d1\u63a7\u6d1e\u5bdf\u4e0eCMDB\u3001ITSM\u7cfb\u7edf\u8054\u52a8\uff0c\u81ea\u52a8\u89e6\u53d1\u6269\u7f29\u5bb9\u6216\u5de5\u5355\u6d3e\u53d1\u3002 \u4f01\u4e1a\u9700\u8b66\u60d5\u4e24\u5927\u9677\u9631\uff1a \u6570\u636e\u8fc7\u8f7d\uff1a\u907f\u514d\u65e0\u5dee\u522b\u6536\u96c6\u6240\u6709\u6307\u6807\uff0c\u5e94\u57fa\u4e8e\u4e1a\u52a1\u76ee\u6807\u5b9a\u4e49\u5173\u952e\u6027\u80fd\u6307\u6807\uff08KPI\uff09\uff1b \u5de5\u5177\u4f9d\u8d56\uff1a\u6280\u672f\u53ea\u662f\u624b\u6bb5\uff0c\u9700\u914d\u5957\u7ec4\u7ec7\u6d41\u7a0b\u53d8\u9769\uff0c\u5982\u5efa\u7acbSRE\uff08\u7ad9\u70b9\u53ef\u9760\u6027\u5de5\u7a0b\uff09\u56e2\u961f\u3002 \u67d0\u5546\u4e1a\u94f6\u884c\u7684\u6559\u8bad\u5370\u8bc1\u4e86\u8fd9\u70b9\uff1a\u5176\u521d\u671f\u6295\u5165\u767e\u4e07\u91c7\u8d2d\u76d1\u63a7\u5e73\u53f0\uff0c\u4f46\u56e0\u672a\u91cd\u6784\u8fd0\u7ef4\u6d41\u7a0b\uff0c\u544a\u8b66\u54cd\u5e94\u7387\u53cd\u800c\u4e0b\u964d\u3002\u7ecf\u8c03\u6574\u540e\uff0c\u901a\u8fc7\u8bbe\u7acb\u4e13\u804c\u7684\u201c\u76d1\u63a7\u6d1e\u5bdf\u5c0f\u7ec4\u201d\uff0c\u6545\u969c\u9884\u9632\u6709\u6548\u6027\u63d0\u534790%\u3002 \u4e94\u3001\u672a\u6765\u8d8b\u52bf\uff1a\u4ece\u201c\u76d1\u63a7\u201d\u5230\u201c\u81ea\u6cbb\u201d\u7684\u8fdb\u5316 \u968f\u7740AIOps\u6280\u672f\u6210\u719f\uff0c\u5168\u666f\u76d1\u63a7\u6b63\u671d\u7740\u81ea\u4e3b\u51b3\u7b56\u65b9\u5411\u6f14\u8fdb\u3002Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c50%\u7684\u4f01\u4e1a\u5c06\u4f7f\u7528AI\u81ea\u52a8\u4fee\u590d\u81f3\u5c1125%\u7684\u57fa\u7840\u8bbe\u65bd\u6545\u969c\u3002\u4f8b\u5982\uff0cKubernetes\u96c6\u7fa4\u5df2\u80fd\u57fa\u4e8e\u76d1\u63a7\u6570\u636e\u81ea\u52a8\u6267\u884cPod\u91cd\u542f\u6216\u8282\u70b9\u8fc1\u79fb\u3002 \u66f4\u524d\u6cbf\u7684\u63a2\u7d22\u5305\u62ec\uff1a \u6570\u5b57\u5b6a\u751f\u4eff\u771f\uff1a\u5728\u865a\u62df\u73af\u5883\u4e2d\u9884\u6f14\u6269\u5bb9\u65b9\u6848\u7684\u6548\u679c\uff1b \u56e0\u679c\u63a8\u7406\u5f15\u64ce\uff1a\u7a81\u7834\u4f20\u7edf\u76f8\u5173\u6027\u5206\u6790\uff0c\u63ed\u793a\u53d8\u91cf\u95f4\u7684\u56e0\u679c\u94fe\uff1b \u9690\u79c1\u8ba1\u7b97\u96c6\u6210\uff1a\u5728\u4fdd\u969c\u6570\u636e\u5b89\u5168\u7684\u524d\u63d0\u4e0b\uff0c\u5b9e\u73b0\u8de8\u4f01\u4e1a\u76d1\u63a7\u534f\u4f5c\u3002 \u8fd9\u4e9b\u521b\u65b0\u5c06\u8fdb\u4e00\u6b65\u91ca\u653e\u57fa\u7840\u8bbe\u65bd\u7684\u6f5c\u80fd\uff0c\u8ba9\u201c\u6548\u7387\u8fdb\u5316\u201d\u6210\u4e3a\u6301\u7eed\u5e38\u6001\u800c\u975e\u9636\u6bb5\u6027\u76ee\u6807\u3002<\/p>\n","protected":false},"author":4,"featured_media":34980,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[14],"tags":[],"class_list":["post-34979","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\/34979","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=34979"}],"version-history":[{"count":1,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/34979\/revisions"}],"predecessor-version":[{"id":34981,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/posts\/34979\/revisions\/34981"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media\/34980"}],"wp:attachment":[{"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/media?parent=34979"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/categories?post=34979"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.yunshan.net\/blog\/wp-json\/wp\/v2\/tags?post=34979"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}