{"id":35675,"date":"2025-03-19T10:23:42","date_gmt":"2025-03-19T02:23:42","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35675"},"modified":"2025-03-19T10:23:42","modified_gmt":"2025-03-19T02:23:42","slug":"%e5%85%a8%e6%a0%88%e5%8f%af%e8%a7%82%e6%b5%8b%e6%80%a7%e5%a6%82%e4%bd%95%e5%b8%ae%e5%8a%a9%e8%af%86%e5%88%ab%e5%92%8c%e9%a2%84%e9%98%b2%e6%bd%9c%e5%9c%a8%e7%9a%84%e7%b3%bb%e7%bb%9f%e9%a3%8e%e9%99%a9","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35675.html","title":{"rendered":"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u5e2e\u52a9\u8bc6\u522b\u548c\u9884\u9632\u6f5c\u5728\u7684\u7cfb\u7edf\u98ce\u9669\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/fqAZ3v01.jpg\" alt=\"\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u5e2e\u52a9\u8bc6\u522b\u548c\u9884\u9632\u6f5c\u5728\u7684\u7cfb\u7edf\u98ce\u9669\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7684\u4e1a\u52a1\u7cfb\u7edf\u6b63\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\uff1a\u5fae\u670d\u52a1\u67b6\u6784\u3001\u4e91\u539f\u751f\u6280\u672f\u3001\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u2026\u2026\u8fd9\u4e9b\u521b\u65b0\u6280\u672f\u867d\u7136\u63d0\u5347\u4e86\u6548\u7387\uff0c\u4f46\u4e5f\u8ba9\u7cfb\u7edf\u7a33\u5b9a\u6027\u9762\u4e34\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u3002\u4e00\u6b21\u6beb\u79d2\u7ea7\u7684\u5ef6\u8fdf\u6ce2\u52a8\u53ef\u80fd\u5bfc\u81f4\u5343\u4e07\u7ea7\u635f\u5931\uff0c\u4e00\u6b21\u672a\u88ab\u5bdf\u89c9\u7684\u63a5\u53e3\u5f02\u5e38\u53ef\u80fd\u6f14\u53d8\u4e3a\u5168\u7f51\u6545\u969c\u3002<strong>\u5f53\u7cfb\u7edf\u590d\u6742\u5ea6\u7a81\u7834\u4eba\u5de5\u76d1\u63a7\u7684\u6781\u9650\u65f6\uff0c<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\uff08Full-Stack Observability\uff09\u6b63\u6210\u4e3a\u4f01\u4e1a\u6280\u672f\u56e2\u961f\u62b5\u5fa1\u98ce\u9669\u7684\u6838\u5fc3\u6b66\u5668<\/strong>\u3002<\/p>\n<h3 id=\"\u4e00-\u5168\u6808\u53ef\u89c2\u6d4b\u6027-\u7a7f\u900f\u6280\u672f\u6808\u7684-x\u5149\u673a\">\u4e00\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u6808\u53ef\u89c2\u6d4b<\/a>\u6027\uff1a\u7a7f\u900f\u6280\u672f\u6808\u7684\u201cX\u5149\u673a\u201d<\/h3>\n<p>\u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5f80\u5f80\u805a\u7126\u4e8e\u5355\u4e00\u5c42\u7ea7\u2014\u2014\u6bd4\u5982\u670d\u52a1\u5668CPU\u4f7f\u7528\u7387\u3001\u6570\u636e\u5e93\u54cd\u5e94\u65f6\u95f4\u6216\u5e94\u7528\u9519\u8bef\u65e5\u5fd7\u3002\u7136\u800c\uff0c\u73b0\u4ee3\u7cfb\u7edf\u6545\u969c\u7684\u6839\u6e90\u901a\u5e38\u662f\u8de8\u5c42\u7ea7\u7684\uff1a\u4e00\u6b21\u524d\u7aef\u9875\u9762\u52a0\u8f7d\u7f13\u6162\uff0c\u53ef\u80fd\u7531\u4e2d\u95f4\u4ef6\u7ebf\u7a0b\u963b\u585e\u5f15\u53d1\uff0c\u800c\u7ebf\u7a0b\u963b\u585e\u53c8\u6e90\u4e8e\u5e95\u5c42\u5b58\u50a8\u7cfb\u7edf\u7684I\/O\u74f6\u9888\u3002<strong>\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u901a\u8fc7\u805a\u5408\u65e5\u5fd7\uff08Logs\uff09\u3001\u6307\u6807\uff08Metrics\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u4e09\u5927\u6838\u5fc3\u6570\u636e\uff0c\u6784\u5efa\u7aef\u5230\u7aef\u7684\u53ef\u89c6\u5316\u5730\u56fe<\/strong>\uff0c\u8ba9\u6280\u672f\u4eba\u5458\u80fd\u591f\u50cf\u4f7f\u7528\u201cX\u5149\u673a\u201d\u4e00\u6837\u900f\u89c6\u6574\u4e2a\u6280\u672f\u6808\u3002<\/p>\n<p>\u4ee5\u67d0\u7535\u5546\u5e73\u53f0\u7684\u201c\u53cc\u5341\u4e00\u201d\u5927\u4fc3\u4e3a\u4f8b\uff0c\u5176\u6280\u672f\u56e2\u961f\u901a\u8fc7\u5168\u6808\u89c2\u6d4b\u5de5\u5177\u53d1\u73b0\uff0c\u8ba2\u5355\u652f\u4ed8\u6210\u529f\u7387\u7684\u6ce2\u52a8\u4e0e\u98ce\u63a7\u670d\u52a1\u7684API\u8c03\u7528\u5ef6\u8fdf\u5b58\u5728\u5f3a\u76f8\u5173\u6027\u3002\u8fdb\u4e00\u6b65\u8ffd\u8e2a\u53d1\u73b0\uff0c\u98ce\u63a7\u670d\u52a1\u7684\u7ebf\u7a0b\u6c60\u914d\u7f6e\u65e0\u6cd5\u5e94\u5bf9\u77ac\u65f6\u6d41\u91cf\u9ad8\u5cf0\uff0c\u5bfc\u81f4\u8bf7\u6c42\u5806\u79ef\u3002<strong>\u8fd9\u79cd\u8de8\u670d\u52a1\u3001\u8de8\u7ec4\u4ef6\u7684\u5173\u8054\u5206\u6790\uff0c\u6b63\u662f\u4f20\u7edf\u76d1\u63a7\u624b\u6bb5\u96be\u4ee5\u5b9e\u73b0\u7684<\/strong>\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u4ece\u98ce\u9669\u8bc6\u522b\u5230\u4e3b\u52a8\u9632\u5fa1-\u5168\u6808\u89c2\u6d4b\u7684\u95ed\u73af\u4ef7\u503c\">\u4e8c\u3001\u4ece\u98ce\u9669\u8bc6\u522b\u5230\u4e3b\u52a8\u9632\u5fa1\uff1a\u5168\u6808\u89c2\u6d4b\u7684\u95ed\u73af\u4ef7\u503c<\/h3>\n<h4 id=\"1-\u98ce\u9669\u8bc6\u522b-\u4ece-\u4e8b\u540e\u706d\u706b-\u5230-\u4e8b\u524d\u9884\u8b66\">1. <strong>\u98ce\u9669\u8bc6\u522b\uff1a\u4ece\u201c\u4e8b\u540e\u706d\u706b\u201d\u5230\u201c\u4e8b\u524d\u9884\u8b66\u201d<\/strong><\/h4>\n<p>\u5728\u5206\u5e03\u5f0f\u7cfb\u7edf\u4e2d\uff0c\u6545\u969c\u4f20\u64ad\u901f\u5ea6\u8fdc\u8d85\u4eba\u5de5\u54cd\u5e94\u80fd\u529b\u3002\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u901a\u8fc7\u4e24\u7c7b\u5173\u952e\u6280\u672f\u5b9e\u73b0\u98ce\u9669\u524d\u7f6e\u8bc6\u522b\uff1a<\/p>\n<ul>\n<li><strong>\u5f02\u5e38\u6a21\u5f0f\u68c0\u6d4b<\/strong>\uff1a\u5229\u7528\u673a\u5668\u5b66\u4e60\u5206\u6790\u5386\u53f2\u6570\u636e\uff0c\u5efa\u7acb\u6b63\u5e38\u6d41\u91cf\u3001\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\u7684\u57fa\u7ebf\u6a21\u578b\u3002\u5f53API\u54cd\u5e94\u65f6\u95f4\u504f\u79bb\u57fa\u7ebf20%\u65f6\uff0c\u7cfb\u7edf\u4f1a\u81ea\u52a8\u89e6\u53d1\u544a\u8b66\uff0c\u800c\u975e\u7b49\u5f85\u9608\u503c\u88ab\u7a81\u7834\u3002\n<\/li>\n<li><strong>\u4f9d\u8d56\u94fe\u8def\u5206\u6790<\/strong>\uff1a\u81ea\u52a8\u7ed8\u5236\u670d\u52a1\u8c03\u7528\u62d3\u6251\u56fe\uff0c\u8bc6\u522b\u5173\u952e\u8def\u5f84\u4e2d\u7684\u8106\u5f31\u8282\u70b9\u3002\u4f8b\u5982\uff0c\u67d0\u4e2a\u88ab10\u4e2a\u6838\u5fc3\u670d\u52a1\u4f9d\u8d56\u7684Redis\u96c6\u7fa4\u4e00\u65e6\u51fa\u73b0\u6ce2\u52a8\uff0c\u89c2\u6d4b\u5e73\u53f0\u4f1a\u7acb\u5373\u6807\u8bb0\u5176\u4e3a\u9ad8\u98ce\u9669\u5bf9\u8c61\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u91d1\u878d\u4f01\u4e1a\u7684\u5b9e\u8df5\u663e\u793a\uff0c\u901a\u8fc7\u5b9e\u65f6\u5206\u6790\u5168\u94fe\u8def\u8ffd\u8e2a\u6570\u636e\uff0c\u5176\u7cfb\u7edf\u6545\u969c\u7684\u5e73\u5747\u53d1\u73b0\u65f6\u95f4\uff08MTTD\uff09\u4ece15\u5206\u949f\u7f29\u77ed\u81f347\u79d2\u3002<\/p>\n<h4 id=\"2-\u6839\u56e0\u5b9a\u4f4d-\u6253\u7834\u6570\u636e\u5b64\u5c9b-\u52a0\u901f\u6545\u969c\u6536\u655b\">2. <strong>\u6839\u56e0\u5b9a\u4f4d\uff1a\u6253\u7834\u6570\u636e\u5b64\u5c9b\uff0c\u52a0\u901f\u6545\u969c\u6536\u655b<\/strong><\/h4>\n<p>\u5f53\u7cfb\u7edf\u544a\u8b66\u89e6\u53d1\u65f6\uff0c\u6280\u672f\u4eba\u5458\u5e38\u9762\u4e34\u201c\u6570\u636e\u6d2a\u6d41\u201d\u7684\u56f0\u6270\uff1a\u65e5\u5fd7\u5e73\u53f0\u663e\u793a\u6570\u636e\u5e93\u6162\u67e5\u8be2\u6fc0\u589e\uff0c\u6307\u6807\u4eea\u8868\u76d8\u5374\u663e\u793a\u670d\u52a1\u5668\u8d44\u6e90\u5145\u8db3\uff0c\u7528\u6237\u6295\u8bc9\u53cd\u9988\u9875\u9762\u52a0\u8f7d\u5361\u987f\u2026\u2026<strong>\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u901a\u8fc7\u7edf\u4e00\u6570\u636e\u6a21\u578b\uff0c\u5c06\u788e\u7247\u5316\u4fe1\u606f\u5173\u8054\u4e3a\u56e0\u679c\u94fe<\/strong>\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u7528\u6237ID\u4e3aX\u7684\u8bf7\u6c42\u5728\u7f51\u5173\u5c42\u8017\u65f6\u589e\u52a0 \u2192 \u8ffd\u8e2a\u6570\u636e\u6307\u5411\u8ba4\u8bc1\u670d\u52a1\u54cd\u5e94\u5ef6\u8fdf \u2192 \u65e5\u5fd7\u663e\u793a\u8be5\u670d\u52a1\u6b63\u5728\u7b49\u5f85\u67d0\u4e2a\u7b2c\u4e09\u65b9API\u8fd4\u56de \u2192 \u6307\u6807\u8bc1\u5b9e\u8be5API\u7684P99\u5ef6\u8fdf\u4e0a\u5347\u4e86300%\n<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u8de8\u5c42\u3001\u8de8\u7ec4\u4ef6\u7684\u5173\u8054\u5206\u6790\uff0c\u53ef\u5c06\u6839\u56e0\u5b9a\u4f4d\u65f6\u95f4\u51cf\u5c1160%\u4ee5\u4e0a\u3002<\/p>\n<h4 id=\"3-\u98ce\u9669\u9884\u9632-\u7528\u6570\u636e\u9a71\u52a8\u67b6\u6784\u4f18\u5316\">3. <strong>\u98ce\u9669\u9884\u9632\uff1a\u7528\u6570\u636e\u9a71\u52a8\u67b6\u6784\u4f18\u5316<\/strong><\/h4>\n<p>\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u7684\u4ef7\u503c\u4e0d\u4ec5\u4f53\u73b0\u5728\u6545\u969c\u5904\u7406\uff0c\u66f4\u5728\u4e8e\u901a\u8fc7\u6301\u7eed\u7684\u6570\u636e\u53cd\u9988\u4f18\u5316\u7cfb\u7edf\u8bbe\u8ba1\uff1a<\/p>\n<ul>\n<li><strong>\u5bb9\u91cf\u89c4\u5212<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6d41\u91cf\u548c\u8d44\u6e90\u6d88\u8017\u8d8b\u52bf\uff0c\u9884\u6d4b\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u3001\u6d88\u606f\u961f\u5217\u7b49\u5173\u952e\u7ec4\u4ef6\u7684\u5bb9\u91cf\u9700\u6c42\u3002\n<\/li>\n<li><strong>\u67b6\u6784\u97e7\u6027\u589e\u5f3a<\/strong>\uff1a\u901a\u8fc7\u5206\u6790<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u670d\u52a1\u8c03\u7528\u94fe<\/a>\u8def\u7684\u5f3a\u5f31\u4f9d\u8d56\u5173\u7cfb\uff0c\u63a8\u52a8\u6838\u5fc3\u670d\u52a1\u5b9e\u73b0\u7194\u65ad\u3001\u964d\u7ea7\u3001\u5197\u4f59\u7b49\u5bb9\u9519\u673a\u5236\u3002\n<\/li>\n<li><strong>\u53d8\u66f4\u98ce\u9669\u8bc4\u4f30<\/strong>\uff1a\u5728\u53d1\u5e03\u65b0\u7248\u672c\u524d\uff0c\u5229\u7528\u5f71\u5b50\u6d4b\u8bd5\uff08Shadow Testing\uff09\u5bf9\u6bd4\u65b0\u65e7\u7248\u672c\u7684\u5168\u94fe\u8def\u6027\u80fd\u6307\u6807\uff0c\u63d0\u524d\u53d1\u73b0\u6f5c\u5728\u517c\u5bb9\u6027\u95ee\u9898\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u51fa\u884c\u5e73\u53f0\u901a\u8fc7\u89c2\u6d4b\u6570\u636e\u5206\u6790\u53d1\u73b0\uff0c\u5176\u6d3e\u5355\u670d\u52a1\u7684\u7f13\u5b58\u547d\u4e2d\u7387\u6bcf\u4e0b\u964d1%\uff0c\u8ba2\u5355\u53d6\u6d88\u7387\u5c31\u4f1a\u4e0a\u53470.8%\u3002\u57fa\u4e8e\u6b64\uff0c\u56e2\u961f\u4f18\u5316\u4e86\u7f13\u5b58\u7b56\u7565\uff0c\u4f7f\u4e1a\u52a1\u635f\u5931\u7387\u964d\u4f4e\u4e8634%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u6280\u672f\u843d\u5730\u7684\u5173\u952e\u8def\u5f84\">\u4e09\u3001\u6280\u672f\u843d\u5730\u7684\u5173\u952e\u8def\u5f84<\/h3>\n<p>\u8981\u5b9e\u73b0\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u7684\u98ce\u9669\u9632\u63a7\u4ef7\u503c\uff0c\u4f01\u4e1a\u9700\u8de8\u8d8a\u4e09\u5927\u5b9e\u65bd\u95e8\u69db\uff1a<\/p>\n<h4 id=\"1-\u6570\u636e\u91c7\u96c6-\u8986\u76d6\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\u7684\u5e73\u8861\">1. <strong>\u6570\u636e\u91c7\u96c6\uff1a\u8986\u76d6\u5e7f\u5ea6\u4e0e\u6df1\u5ea6\u7684\u5e73\u8861<\/strong><\/h4>\n<ul>\n<li><strong>\u5e7f\u5ea6<\/strong>\uff1a\u8986\u76d6\u57fa\u7840\u8bbe\u65bd\u3001\u4e2d\u95f4\u4ef6\u3001\u5e94\u7528\u4ee3\u7801\u3001\u7528\u6237\u4f53\u9a8c\u7b49\u6240\u6709\u5c42\u7ea7\u3002\u4f8b\u5982\uff0c\u524d\u7aef\u57cb\u70b9\u6355\u83b7\u9875\u9762\u52a0\u8f7d\u6027\u80fd\uff0c\u670d\u52a1\u7aef\u8ffd\u8e2a\u8bb0\u5f55\u5fae<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u670d\u52a1\u8c03\u7528\u94fe<\/a>\uff0c\u57fa\u7840\u8bbe\u65bd\u76d1\u63a7\u91c7\u96c6\u4e3b\u673a\u7f51\u7edc\u6307\u6807\u3002\n<\/li>\n<li><strong>\u6df1\u5ea6<\/strong>\uff1a\u786e\u4fdd\u6570\u636e\u7c92\u5ea6\u6ee1\u8db3\u5206\u6790\u9700\u6c42\u3002\u4f8b\u5982\uff0c\u6570\u636e\u5e93\u76d1\u63a7\u4e0d\u4ec5\u8981\u8bb0\u5f55\u67e5\u8be2\u8017\u65f6\uff0c\u8fd8\u9700\u5173\u8054\u5177\u4f53SQL\u8bed\u53e5\u3001\u6267\u884c\u8ba1\u5212\u548c\u9501\u7b49\u5f85\u72b6\u6001\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u6570\u636e\u5173\u8054-\u6784\u5efa\u7edf\u4e00\u7684\u5206\u6790\u4e0a\u4e0b\u6587\">2. <strong>\u6570\u636e\u5173\u8054\uff1a\u6784\u5efa\u7edf\u4e00\u7684\u5206\u6790\u4e0a\u4e0b\u6587<\/strong><\/h4>\n<p>\u4e0d\u540c\u89c2\u6d4b\u6570\u636e\u9700\u901a\u8fc7\u7edf\u4e00\u7684\u6807\u8bc6\uff08\u5982TraceID\u3001UserID\uff09\u5efa\u7acb\u5173\u8054\u3002\u4f8b\u5982\uff0c\u5c06\u67d0\u6b21\u7528\u6237\u767b\u5f55\u5931\u8d25\u7684\u524d\u7aef\u9519\u8bef\u65e5\u5fd7\u3001\u8ba4\u8bc1\u670d\u52a1\u7684\u5f02\u5e38\u6307\u6807\u3001\u6570\u636e\u5e93\u6162\u67e5\u8be2\u8ffd\u8e2a\u5408\u5e76\u4e3a\u5b8c\u6574\u4e8b\u4ef6\u6d41\u3002<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a>\u7b49\u5f00\u6e90\u6807\u51c6\u6b63\u6210\u4e3a\u89e3\u51b3\u6570\u636e\u5b64\u5c9b\u95ee\u9898\u7684\u5173\u952e\u6280\u672f<\/strong>\u3002<\/p>\n<h4 id=\"3-\u667a\u80fd\u5206\u6790-\u4ece\u6570\u636e\u5230\u51b3\u7b56\u7684\u8f6c\u5316\">3. <strong>\u667a\u80fd\u5206\u6790\uff1a\u4ece\u6570\u636e\u5230\u51b3\u7b56\u7684\u8f6c\u5316<\/strong><\/h4>\n<ul>\n<li><strong>\u81ea\u52a8\u5316\u57fa\u7ebf\u8ba1\u7b97<\/strong>\uff1a\u6839\u636e\u4e0d\u540c\u65f6\u95f4\u6bb5\uff08\u5de5\u4f5c\u65e5\/\u8282\u5047\u65e5\uff09\u3001\u4e1a\u52a1\u573a\u666f\uff08\u4fc3\u9500\u6d3b\u52a8\/\u65e5\u5e38\u8fd0\u8425\uff09\u52a8\u6001\u8c03\u6574\u6b63\u5e38\u6ce2\u52a8\u8303\u56f4\u3002\n<\/li>\n<li><strong>\u6839\u56e0\u63a8\u8350\u5f15\u64ce<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6545\u969c\u5e93\u548c\u62d3\u6251\u5173\u7cfb\uff0c\u5bf9\u5f53\u524d\u5f02\u5e38\u7ed9\u51fa\u53ef\u80fd\u6027\u6392\u5e8f\u3002\u4f8b\u5982\uff0c\u201c\u8be5API\u9519\u8bef\u7387\u4e0a\u534780%\u7684\u53ef\u80fd\u539f\u56e0\uff1a1. \u4e0b\u6e38\u670d\u52a1\u8d85\u65f6\uff1b2. \u6570\u636e\u5e93\u8fde\u63a5\u6c60\u8017\u5c3d\u201d\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u5b9e\u6218\u6848\u4f8b-\u89c2\u6d4b\u6027\u9a71\u52a8\u7684\u98ce\u9669\u9632\u5fa1\u4f53\u7cfb\">\u56db\u3001\u5b9e\u6218\u6848\u4f8b\uff1a\u89c2\u6d4b\u6027\u9a71\u52a8\u7684\u98ce\u9669\u9632\u5fa1\u4f53\u7cfb<\/h3>\n<p>\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u66fe\u906d\u9047\u7a81\u53d1\u6027\u5361\u987f\u6295\u8bc9\u3002\u901a\u8fc7\u5168\u6808\u89c2\u6d4b\u5e73\u53f0\uff0c\u56e2\u961f\u53d1\u73b0\uff1a<\/p>\n<ol>\n<li>\u7528\u6237\u8bbe\u5907\u65e5\u5fd7\u663e\u793a\u64ad\u653e\u5668\u7f13\u51b2\u65f6\u95f4\u589e\u52a0\uff1b\n<\/li>\n<li>CDN\u8282\u70b9\u6307\u6807\u663e\u793a\u5e26\u5bbd\u5229\u7528\u7387\u8fbe95%\uff1b\n<\/li>\n<li>\u533a\u57df\u7f51\u7edc\u63a2\u9488\u68c0\u6d4b\u5230\u67d0\u8fd0\u8425\u5546\u7f51\u7edc\u51fa\u73b0\u4e22\u5305\uff1b\n<\/li>\n<li>\u81ea\u52a8\u6269\u7f29\u5bb9\u7cfb\u7edf\u56e0\u914d\u7f6e\u9608\u503c\u8fc7\u9ad8\u672a\u53ca\u65f6\u6269\u5bb9\u3002\n<\/li>\n<\/ol>\n<p>\u57fa\u4e8e\u8fd9\u4e9b\u5173\u8054\u6570\u636e\uff0c\u56e2\u961f\u572815\u5206\u949f\u5185\u5b8c\u6210CDN\u6d41\u91cf\u8c03\u5ea6\u548c\u6269\u5bb9\u7b56\u7565\u8c03\u6574\uff0c\u540c\u65f6\u63a8\u52a8\u7f51\u7edc\u4f9b\u5e94\u5546\u4fee\u590d\u7ebf\u8def\u95ee\u9898\u3002<strong>\u6b64\u6b21\u4e8b\u4ef6\u540e\uff0c\u5e73\u53f0\u5c06\u89c2\u6d4b\u6570\u636e\u63a5\u5165AIOps\u7cfb\u7edf\uff0c\u5b9e\u73b0\u4e86\u5bb9\u91cf\u4e0d\u8db3\u98ce\u9669\u7684\u81ea\u52a8\u9884\u6d4b\u4e0e\u5f39\u6027\u6269\u7f29\u5bb9<\/strong>\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u6f14\u8fdb-\u89c2\u6d4b\u6027\u4e0e\u53ef\u7f16\u7a0b\u6027\u7684\u878d\u5408\">\u4e94\u3001\u672a\u6765\u6f14\u8fdb\uff1a\u89c2\u6d4b\u6027\u4e0e\u53ef\u7f16\u7a0b\u6027\u7684\u878d\u5408<\/h3>\n<p>\u968f\u7740\u6df7\u6c8c\u5de5\u7a0b\u3001AIOps\u7b49\u6280\u672f\u7684\u6210\u719f\uff0c\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u6b63\u4ece\u201c\u88ab\u52a8\u9632\u5fa1\u201d\u8f6c\u5411\u201c\u4e3b\u52a8\u514d\u75ab\u201d\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u6545\u969c\u6ce8\u5165\u81ea\u52a8\u5316<\/strong>\uff1a\u5728\u89c2\u6d4b\u5e73\u53f0\u4e2d\u96c6\u6210\u6df7\u6c8c\u5b9e\u9a8c\u5de5\u5177\uff0c\u6a21\u62df\u6570\u636e\u5e93\u5b95\u673a\u3001\u7f51\u7edc\u5ef6\u8fdf\u7b49\u573a\u666f\uff0c\u9a8c\u8bc1\u7cfb\u7edf\u7684\u5bb9\u9519\u80fd\u529b\u3002\n<\/li>\n<li><strong>\u667a\u80fd\u4fee\u590d\u5efa\u8bae<\/strong>\uff1a\u5f53\u7cfb\u7edf\u68c0\u6d4b\u5230\u5185\u5b58\u6cc4\u6f0f\u6a21\u5f0f\u65f6\uff0c\u81ea\u52a8\u63a8\u8350JVM\u53c2\u6570\u8c03\u4f18\u65b9\u6848\u6216\u89e6\u53d1\u670d\u52a1\u91cd\u542f\u3002\n<\/li>\n<\/ul>\n<p>Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c70%\u7684\u4f01\u4e1a\u5c06\u901a\u8fc7\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u5b9e\u73b0\u4e1a\u52a1\u98ce\u9669\u7684\u9884\u6d4b\u6027\u7ba1\u7406\u3002\u5bf9\u4e8e\u8ffd\u6c42\u96f6\u4fe1\u4efb\u3001\u9ad8\u53ef\u7528\u7684\u7ec4\u7ec7\u800c\u8a00\uff0c\u8fd9\u4e0d\u518d\u662f\u4e00\u79cd\u6280\u672f\u9009\u9879\uff0c\u800c\u662f\u6570\u5b57\u65f6\u4ee3\u7684\u751f\u5b58\u6cd5\u5219\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6d6a\u6f6e\u4e2d\uff0c\u4f01\u4e1a\u7684\u4e1a\u52a1\u7cfb\u7edf\u6b63\u53d8\u5f97\u8d8a\u6765\u8d8a\u590d\u6742\uff1a\u5fae\u670d\u52a1\u67b6\u6784\u3001\u4e91\u539f\u751f\u6280\u672f\u3001\u5206\u5e03\u5f0f\u6570\u636e\u5e93\u2026\u2026\u8fd9\u4e9b\u521b\u65b0\u6280\u672f\u867d\u7136\u63d0\u5347\u4e86\u6548\u7387\uff0c\u4f46\u4e5f\u8ba9\u7cfb\u7edf\u7a33\u5b9a\u6027\u9762\u4e34\u524d\u6240\u672a\u6709\u7684\u6311\u6218\u3002\u4e00\u6b21\u6beb\u79d2\u7ea7\u7684\u5ef6\u8fdf\u6ce2\u52a8\u53ef\u80fd\u5bfc\u81f4\u5343\u4e07\u7ea7\u635f\u5931\uff0c\u4e00\u6b21\u672a\u88ab\u5bdf\u89c9\u7684\u63a5\u53e3\u5f02\u5e38\u53ef\u80fd\u6f14\u53d8\u4e3a\u5168\u7f51\u6545\u969c\u3002\u5f53\u7cfb\u7edf\u590d\u6742\u5ea6\u7a81\u7834\u4eba\u5de5\u76d1\u63a7\u7684\u6781\u9650\u65f6\uff0c\u5168\u6808\u53ef\u89c2\u6d4b\u6027\uff08Full-Stack Observability\uff09\u6b63\u6210\u4e3a\u4f01\u4e1a\u6280\u672f\u56e2\u961f\u62b5\u5fa1\u98ce\u9669\u7684\u6838\u5fc3\u6b66\u5668\u3002 \u4e00\u3001\u5168\u6808\u53ef\u89c2\u6d4b\u6027\uff1a\u7a7f\u900f\u6280\u672f\u6808\u7684\u201cX\u5149\u673a\u201d \u4f20\u7edf\u76d1\u63a7\u5de5\u5177\u5f80\u5f80\u805a\u7126\u4e8e\u5355\u4e00\u5c42\u7ea7\u2014\u2014\u6bd4\u5982\u670d\u52a1\u5668CPU\u4f7f\u7528\u7387\u3001\u6570\u636e\u5e93\u54cd\u5e94\u65f6\u95f4\u6216\u5e94\u7528\u9519\u8bef\u65e5\u5fd7\u3002\u7136\u800c\uff0c\u73b0\u4ee3\u7cfb\u7edf\u6545\u969c\u7684\u6839\u6e90\u901a\u5e38\u662f\u8de8\u5c42\u7ea7\u7684\uff1a\u4e00\u6b21\u524d\u7aef\u9875\u9762\u52a0\u8f7d\u7f13\u6162\uff0c\u53ef\u80fd\u7531\u4e2d\u95f4\u4ef6\u7ebf\u7a0b\u963b\u585e\u5f15\u53d1\uff0c\u800c\u7ebf\u7a0b\u963b\u585e\u53c8\u6e90\u4e8e\u5e95\u5c42\u5b58\u50a8\u7cfb\u7edf\u7684I\/O\u74f6\u9888\u3002\u5168\u6808\u53ef\u89c2\u6d4b\u6027\u901a\u8fc7\u805a\u5408\u65e5\u5fd7\uff08Logs\uff09\u3001\u6307\u6807\uff08Metrics\uff09\u3001\u8ffd\u8e2a\uff08Traces\uff09\u4e09\u5927\u6838\u5fc3\u6570\u636e\uff0c\u6784\u5efa\u7aef\u5230\u7aef\u7684\u53ef\u89c6\u5316\u5730\u56fe\uff0c\u8ba9\u6280\u672f\u4eba\u5458\u80fd\u591f\u50cf\u4f7f\u7528\u201cX\u5149\u673a\u201d\u4e00\u6837\u900f\u89c6\u6574\u4e2a\u6280\u672f\u6808\u3002 \u4ee5\u67d0\u7535\u5546\u5e73\u53f0\u7684\u201c\u53cc\u5341\u4e00\u201d\u5927\u4fc3\u4e3a\u4f8b\uff0c\u5176\u6280\u672f\u56e2\u961f\u901a\u8fc7\u5168\u6808\u89c2\u6d4b\u5de5\u5177\u53d1\u73b0\uff0c\u8ba2\u5355\u652f\u4ed8\u6210\u529f\u7387\u7684\u6ce2\u52a8\u4e0e\u98ce\u63a7\u670d\u52a1\u7684API\u8c03\u7528\u5ef6\u8fdf\u5b58\u5728\u5f3a\u76f8\u5173\u6027\u3002\u8fdb\u4e00\u6b65\u8ffd\u8e2a\u53d1\u73b0\uff0c\u98ce\u63a7\u670d\u52a1\u7684\u7ebf\u7a0b\u6c60\u914d\u7f6e\u65e0\u6cd5\u5e94\u5bf9\u77ac\u65f6\u6d41\u91cf\u9ad8\u5cf0\uff0c\u5bfc\u81f4\u8bf7\u6c42\u5806\u79ef\u3002\u8fd9\u79cd\u8de8\u670d\u52a1\u3001\u8de8\u7ec4\u4ef6\u7684\u5173\u8054\u5206\u6790\uff0c\u6b63\u662f\u4f20\u7edf\u76d1\u63a7\u624b\u6bb5\u96be\u4ee5\u5b9e\u73b0\u7684\u3002 \u4e8c\u3001\u4ece\u98ce\u9669\u8bc6\u522b\u5230\u4e3b\u52a8\u9632\u5fa1\uff1a\u5168\u6808\u89c2\u6d4b\u7684\u95ed\u73af\u4ef7\u503c 1. 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