{"id":35765,"date":"2025-03-19T10:34:46","date_gmt":"2025-03-19T02:34:46","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=35765"},"modified":"2025-03-19T10:34:46","modified_gmt":"2025-03-19T02:34:46","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%e4%bc%98%e5%8c%96%e6%97%a5%e5%bf%97%e7%ae%a1%e7%90%86%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/35765.html","title":{"rendered":"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u4f18\u5316\u65e5\u5fd7\u7ba1\u7406\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/ExWz7C.jpg\" alt=\"\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5982\u4f55\u4f18\u5316\u65e5\u5fd7\u7ba1\u7406\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u7684\u51b2\u51fb\u4e0b\uff0c\u4f01\u4e1a\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u2014\u2014\u4ece\u5fae\u670d\u52a1\u67b6\u6784\u7684\u666e\u53ca\u5230\u6df7\u5408\u4e91\u73af\u5883\u7684\u5e38\u6001\u5316\uff0c\u6bcf\u4e00\u6b21\u6280\u672f\u8fed\u4ee3\u90fd\u5728\u589e\u52a0\u8fd0\u7ef4\u7684\u96be\u5ea6\u3002\u4f20\u7edf\u7684\u65e5\u5fd7\u7ba1\u7406\u65b9\u5f0f\u5982\u540c\u5728\u66b4\u98ce\u96e8\u4e2d\u4fee\u8865\u5e06\u8239\uff0c\u4e0d\u4ec5\u8017\u8d39\u5927\u91cf\u8d44\u6e90\uff0c\u8fd8\u53ef\u80fd\u56e0\u8fc7\u5ea6\u91c7\u96c6\u6570\u636e\u5bfc\u81f4\u7cfb\u7edf\u6027\u80fd\u4e0b\u964d\u3002<strong>\u5f53\u201c\u6570\u636e\u6d2a\u6d41\u201d\u9047\u4e0a\u201c\u4e1a\u52a1\u7a33\u5b9a\u6027\u9700\u6c42\u201d\uff0c\u5982\u4f55\u5728\u4e0d\u5e72\u6270\u7cfb\u7edf\u8fd0\u884c\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u9ad8\u6548\u65e5\u5fd7\u7ba1\u7406\uff1f<\/strong>\u8fd9\u6b63\u662f<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027<\/a>\uff08Zero-Instrumentation Observability\uff09<\/strong>\u8bd5\u56fe\u7834\u89e3\u7684\u96be\u9898\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u4f20\u7edf\u65e5\u5fd7\u7ba1\u7406\u7684\u56f0\u5883-\u6570\u636e\u8fc7\u8f7d\u4e0e\u6548\u7387\u5931\u8861\">\u4e00\u3001\u4f20\u7edf\u65e5\u5fd7\u7ba1\u7406\u7684\u56f0\u5883\uff1a\u6570\u636e\u8fc7\u8f7d\u4e0e\u6548\u7387\u5931\u8861<\/h3>\n<p>\u5728\u5178\u578b\u7684IT\u7cfb\u7edf\u4e2d\uff0c\u65e5\u5fd7\u6570\u636e\u7684\u751f\u6210\u901f\u5ea6\u65e9\u5df2\u8d85\u51fa\u4eba\u5de5\u5904\u7406\u80fd\u529b\u7684\u6781\u9650\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u6848\u4f8b\u663e\u793a\uff0c\u5176\u5206\u5e03\u5f0f\u4ea4\u6613\u7cfb\u7edf\u6bcf\u79d2\u4ea7\u751f\u8d85\u8fc7200\u4e07\u6761\u65e5\u5fd7\uff0c\u4f46\u5176\u4e2d\u4ec5\u6709<strong>5%\u7684\u6570\u636e\u771f\u6b63\u7528\u4e8e\u6545\u969c\u8bca\u65ad<\/strong>\u3002\u66f4\u4e25\u5cfb\u7684\u662f\uff0c\u4f20\u7edf\u65e5\u5fd7\u91c7\u96c6\u65b9\u5f0f\u5f80\u5f80\u4f9d\u8d56\u4ee3\u7801\u63d2\u6869\uff08Code Instrumentation\uff09\uff0c\u9700\u8981\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u690d\u5165\u76d1\u63a7\u903b\u8f91\uff0c\u8fd9\u4e0d\u4ec5\u589e\u52a0\u4e86\u4ee3\u7801\u7ef4\u62a4\u6210\u672c\uff0c\u8fd8\u53ef\u80fd\u56e0\u8d44\u6e90\u5360\u7528\u8fc7\u9ad8\u5f15\u53d1\u5ef6\u8fdf\u751a\u81f3\u5d29\u6e83\u3002<\/p>\n<p><strong>\u201c\u6211\u4eec\u4e0d\u5f97\u4e0d\u5728\u4fe1\u606f\u5b8c\u6574\u6027\u548c\u7cfb\u7edf\u6027\u80fd\u4e4b\u95f4\u505a\u53d6\u820d\u201d<\/strong>\uff0c\u4e00\u4f4d\u8fd0\u7ef4\u8d1f\u8d23\u4eba\u5766\u8a00\u3002\u8fd9\u79cd\u77db\u76fe\u66b4\u9732\u4e86\u4f20\u7edf\u65b9\u6cd5\u7684\u4e09\u5927\u77ed\u677f\uff1a<\/p>\n<ol>\n<li><strong>\u4fb5\u5165\u6027\u5f3a<\/strong>\uff1a\u4ee3\u7801\u7ea7\u4fee\u6539\u5f71\u54cd\u7cfb\u7edf\u7a33\u5b9a\u6027\uff1b\n<\/li>\n<li><strong>\u5b58\u50a8\u6210\u672c\u9ad8<\/strong>\uff1a\u5197\u4f59\u6570\u636e\u6d88\u8017\u5927\u91cf\u5b58\u50a8\u8d44\u6e90\uff1b\n<\/li>\n<li><strong>\u5206\u6790\u6ede\u540e<\/strong>\uff1a\u6279\u5904\u7406\u6a21\u5f0f\u96be\u4ee5\u53ca\u65f6\u53d1\u73b0\u95ee\u9898\u3002\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u4e8c-\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u7684\u6280\u672f\u5185\u6838\">\u4e8c\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027<\/a>\u7684\u6280\u672f\u5185\u6838<\/h3>\n<p>\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5e76\u975e\u5b8c\u5168\u53d6\u6d88\u6570\u636e\u91c7\u96c6\uff0c\u800c\u662f\u901a\u8fc7<strong>\u667a\u80fd\u6570\u636e\u6444\u53d6<\/strong>\u548c<strong>\u4e0a\u4e0b\u6587\u611f\u77e5<\/strong>\u6280\u672f\u91cd\u6784\u76d1\u63a7\u4f53\u7cfb\u3002\u5176\u6838\u5fc3\u601d\u60f3\u53ef\u6982\u62ec\u4e3a\uff1a<strong>\u201c\u4ee5\u6700\u5c0f\u5e72\u9884\u83b7\u53d6\u6700\u5927\u6d1e\u5bdf\u201d<\/strong>\u3002<\/p>\n<h4 id=\"1-\u65e0\u4ee3\u7406-agentless-\u65e5\u5fd7\u91c7\u96c6\">1. <strong>\u65e0\u4ee3\u7406\uff08Agentless\uff09\u65e5\u5fd7\u91c7\u96c6<\/strong><\/h4>\n<p>\u901a\u8fc7\u64cd\u4f5c\u7cfb\u7edf\u5185\u6838\u5c42\u6216\u5bb9\u5668\u8fd0\u884c\u65f6\u63a5\u53e3\u76f4\u63a5\u6355\u83b7\u65e5\u5fd7\u6d41\uff0c\u907f\u514d\u5728\u5e94\u7528\u5c42\u90e8\u7f72\u91c7\u96c6\u4ee3\u7406\u3002\u4f8b\u5982\uff0cKubernetes\u73af\u5883\u4e0b\u53ef\u5229\u7528<strong>Sidecar\u5bb9\u5668<\/strong>\u6355\u83b7Pod\u65e5\u5fd7\uff0c\u65e2\u5b9e\u73b0\u9694\u79bb\u91c7\u96c6\uff0c\u53c8\u4fdd\u6301\u5bbf\u4e3b\u5bb9\u5668\u7684\u7eaf\u51c0\u6027\u3002<\/p>\n<h4 id=\"2-\u52a8\u6001\u91c7\u6837\u4e0e\u4e0a\u4e0b\u6587\u5173\u8054\">2. <strong>\u52a8\u6001\u91c7\u6837\u4e0e\u4e0a\u4e0b\u6587\u5173\u8054<\/strong><\/h4>\n<p>\u5f15\u5165<strong>\u81ea\u9002\u5e94\u91c7\u6837\u7b97\u6cd5<\/strong>\uff0c\u6839\u636e\u7cfb\u7edf\u8d1f\u8f7d\u81ea\u52a8\u8c03\u8282\u65e5\u5fd7\u91c7\u96c6\u7c92\u5ea6\uff1a<\/p>\n<ul>\n<li>\u4f4e\u8d1f\u8f7d\u65f6\u8bb0\u5f55\u5b8c\u6574\u8c03\u7528\u94fe\uff1b\n<\/li>\n<li>\u9ad8\u8d1f\u8f7d\u65f6\u805a\u7126\u5f02\u5e38\u6307\u6807\uff1b\n<\/li>\n<li>\u7ed3\u5408\u670d\u52a1\u62d3\u6251\u56fe\u81ea\u52a8\u5173\u8054\u4e0a\u4e0b\u6e38\u65e5\u5fd7\uff0c\u6784\u5efa\u4e8b\u4ef6\u56e0\u679c\u5173\u7cfb\u3002\n<\/li>\n<\/ul>\n<h4 id=\"3-\u5b9e\u65f6\u6d41\u5904\u7406\u67b6\u6784\">3. <strong>\u5b9e\u65f6\u6d41\u5904\u7406\u67b6\u6784<\/strong><\/h4>\n<p>\u91c7\u7528<strong>Flink<\/strong>\u6216<strong>Kafka Streams<\/strong>\u7b49\u6d41\u5904\u7406\u5f15\u64ce\uff0c\u5728\u6570\u636e\u6444\u5165\u9636\u6bb5\u5373\u5b8c\u6210\u683c\u5f0f\u6807\u51c6\u5316\u3001\u5b57\u6bb5\u8131\u654f\u548c\u5f02\u5e38\u68c0\u6d4b\uff0c\u4f7f\u539f\u59cb\u65e5\u5fd7\u91cf\u51cf\u5c1140%-60%\u3002\u67d0\u7535\u5546\u5e73\u53f0\u5b9e\u8df5\u8868\u660e\uff0c\u8fd9\u79cd\u9884\u5904\u7406\u4f7f\u5f97\u65e5\u5747\u5b58\u50a8\u6210\u672c\u4ece3200\u7f8e\u5143\u964d\u81f31800\u7f8e\u5143\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u4f18\u5316\u65e5\u5fd7\u7ba1\u7406\u7684\u56db\u4e2a\u5173\u952e\u7b56\u7565\">\u4e09\u3001\u4f18\u5316\u65e5\u5fd7\u7ba1\u7406\u7684\u56db\u4e2a\u5173\u952e\u7b56\u7565<\/h3>\n<h4 id=\"\u7b56\u75651-\u6784\u5efa\u667a\u80fd\u5206\u7ea7\u5b58\u50a8\u4f53\u7cfb\"><strong>\u7b56\u75651\uff1a\u6784\u5efa\u667a\u80fd\u5206\u7ea7\u5b58\u50a8\u4f53\u7cfb<\/strong><\/h4>\n<ul>\n<li><strong>\u70ed\u6570\u636e\u5c42<\/strong>\uff1a\u4fdd\u7559\u6700\u8fd172\u5c0f\u65f6\u65e5\u5fd7\uff0c\u91c7\u7528\u5185\u5b58\u6570\u636e\u5e93\u5b9e\u73b0\u4e9a\u79d2\u7ea7\u67e5\u8be2\uff1b\n<\/li>\n<li><strong>\u6e29\u6570\u636e\u5c42<\/strong>\uff1a\u5b58\u50a830\u5929\u5185\u6570\u636e\uff0c\u4f7f\u7528\u5217\u5f0f\u5b58\u50a8\u538b\u7f29\u6280\u672f\uff1b\n<\/li>\n<li><strong>\u51b7\u6570\u636e\u5c42<\/strong>\uff1a\u5f52\u6863\u5386\u53f2\u6570\u636e\u81f3\u5bf9\u8c61\u5b58\u50a8\uff0c\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u9884\u6d4b\u8bbf\u95ee\u9891\u7387\uff0c\u81ea\u52a8\u4f18\u5316\u5b58\u50a8\u7b56\u7565\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u79cd\u5206\u5c42\u8bbe\u8ba1\u53ef\u4f7f\u5b58\u50a8\u6548\u7387\u63d0\u534750%\u4ee5\u4e0a\uff0c\u540c\u65f6\u4fdd\u8bc1\u5408\u89c4\u6027\u8981\u6c42\u3002<\/p>\n<h4 id=\"\u7b56\u75652-\u5b9e\u65bd\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684\u65e5\u5fd7\u964d\u566a\"><strong>\u7b56\u75652\uff1a\u5b9e\u65bd\u57fa\u4e8e\u4e0a\u4e0b\u6587\u7684\u65e5\u5fd7\u964d\u566a<\/strong><\/h4>\n<p>\u901a\u8fc7<strong>\u670d\u52a1\u4f9d\u8d56\u56fe\u8c31<\/strong>\u81ea\u52a8\u8bc6\u522b\u5173\u952e\u8def\u5f84\u65e5\u5fd7\uff1a<\/p>\n<ul>\n<li>\u5bf9\u652f\u4ed8\u7f51\u5173\u7b49\u6838\u5fc3\u670d\u52a1\u4fdd\u7559\u5168\u91cf\u65e5\u5fd7\uff1b\n<\/li>\n<li>\u5bf9\u8f85\u52a9\u670d\u52a1\u4ec5\u8bb0\u5f55\u5f02\u5e38\u4e8b\u4ef6\uff1b\n<\/li>\n<li>\u5229\u7528NLP\u6280\u672f\u81ea\u52a8\u63d0\u53d6\u65e5\u5fd7\u4e2d\u7684\u5b9e\u4f53\uff08\u5982\u8ba2\u5355ID\u3001\u7528\u6237ID\uff09\uff0c\u5efa\u7acb\u8de8\u7cfb\u7edf\u8ffd\u8e2a\u80fd\u529b\u3002\n<\/li>\n<\/ul>\n<p>\u67d0\u94f6\u884c\u91c7\u7528\u8be5\u65b9\u6cd5\u540e\uff0c\u6545\u969c\u5b9a\u4f4d\u65f6\u95f4\u4ece\u5e73\u574745\u5206\u949f\u7f29\u77ed\u81f38\u5206\u949f\u3002<\/p>\n<h4 id=\"\u7b56\u75653-\u5f3a\u5316\u5b89\u5168\u4e0e\u5408\u89c4\u8bbe\u8ba1\"><strong>\u7b56\u75653\uff1a\u5f3a\u5316\u5b89\u5168\u4e0e\u5408\u89c4\u8bbe\u8ba1<\/strong><\/h4>\n<ul>\n<li><strong>\u52a8\u6001\u8131\u654f<\/strong>\uff1a\u5728\u65e5\u5fd7\u91c7\u96c6\u7ba1\u9053\u4e2d\u96c6\u6210\u6b63\u5219\u8868\u8fbe\u5f0f\u5f15\u64ce\uff0c\u5b9e\u65f6\u906e\u853d\u4fe1\u7528\u5361\u53f7\u3001\u624b\u673a\u53f7\u7b49\u654f\u611f\u4fe1\u606f\uff1b\n<\/li>\n<li><strong>\u6743\u9650\u6c99\u7bb1<\/strong>\uff1a\u4e3a\u4e0d\u540c\u89d2\u8272\u914d\u7f6e\u7ec6\u7c92\u5ea6\u8bbf\u95ee\u63a7\u5236\uff0c\u4f8b\u5982\u4ec5\u5141\u8bb8\u5b89\u5168\u56e2\u961f\u67e5\u770b\u5b8c\u6574\u65e5\u5fd7\uff1b\n<\/li>\n<li><strong>\u5ba1\u8ba1\u8ffd\u8e2a<\/strong>\uff1a\u8bb0\u5f55\u6240\u6709\u65e5\u5fd7\u67e5\u8be2\u64cd\u4f5c\uff0c\u6ee1\u8db3GDPR\u7b49\u6cd5\u89c4\u8981\u6c42\u3002\n<\/li>\n<\/ul>\n<h4 id=\"\u7b56\u75654-\u63a8\u52a8\u8fd0\u7ef4\u667a\u80fd\u5316\u5347\u7ea7\"><strong>\u7b56\u75654\uff1a\u63a8\u52a8\u8fd0\u7ef4\u667a\u80fd\u5316\u5347\u7ea7<\/strong><\/h4>\n<ul>\n<li><strong>\u5f02\u5e38\u6a21\u5f0f\u81ea\u5b66\u4e60<\/strong>\uff1a\u91c7\u7528<strong>LSTM\u795e\u7ecf\u7f51\u7edc<\/strong>\u5206\u6790\u5386\u53f2\u65e5\u5fd7\uff0c\u5efa\u7acb\u6b63\u5e38\u884c\u4e3a\u57fa\u7ebf\uff0c\u81ea\u52a8\u6807\u8bb0\u504f\u79bb\u9608\u503c\u7684\u65e5\u5fd7\u5e8f\u5217\uff1b\n<\/li>\n<li><strong>\u6839\u56e0\u63a8\u8350\u7cfb\u7edf<\/strong>\uff1a\u5f53\u68c0\u6d4b\u5230API\u9519\u8bef\u7387\u7a81\u589e\u65f6\uff0c\u81ea\u52a8\u5173\u8054\u540c\u671f\u90e8\u7f72\u8bb0\u5f55\u3001\u57fa\u7840\u8bbe\u65bd\u6307\u6807\uff0c\u751f\u6210\u53ef\u80fd\u539f\u56e0\u5217\u8868\uff1b\n<\/li>\n<li><strong>\u9884\u6d4b\u6027\u7ef4\u62a4<\/strong>\uff1a\u901a\u8fc7\u65e5\u5fd7\u8d8b\u52bf\u9884\u6d4b\u78c1\u76d8\u5199\u6ee1\u3001\u8fde\u63a5\u6c60\u8017\u5c3d\u7b49\u6f5c\u5728\u98ce\u9669\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u5b9e\u8df5\u4e2d\u7684\u8fdb\u5316-\u4ece\u5de5\u5177\u5230\u751f\u6001\">\u56db\u3001\u5b9e\u8df5\u4e2d\u7684\u8fdb\u5316\uff1a\u4ece\u5de5\u5177\u5230\u751f\u6001<\/h3>\n<p>\u5168\u7403\u9886\u5148\u7684\u4e91\u670d\u52a1\u5546\u5df2\u5f00\u59cb\u5c06\u96f6\u4fb5\u6270\u7406\u5ff5\u878d\u5165\u4ea7\u54c1\u8bbe\u8ba1\u3002AWS X-Ray\u7684\u65e0\u4ee3\u7801<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5206\u5e03\u5f0f\u8ffd\u8e2a<\/a>\u3001Google Cloud\u7684Operations Suit\u667a\u80fd\u65e5\u5fd7\u5206\u7c7b\u529f\u80fd\uff0c\u90fd\u5728\u5370\u8bc1\u4e00\u4e2a\u8d8b\u52bf\uff1a<strong>\u53ef\u89c2\u6d4b\u6027\u6b63\u4ece\u88ab\u52a8\u76d1\u63a7\u5de5\u5177\u8fdb\u5316\u4e3a\u4e3b\u52a8\u8fd0\u7ef4\u751f\u6001<\/strong>\u3002<\/p>\n<p>\u56fd\u5185\u67d0\u5934\u90e8\u89c6\u9891\u5e73\u53f0\u7684\u5b9e\u9645\u6848\u4f8b\u66f4\u5177\u8bf4\u670d\u529b\uff1a<\/p>\n<ul>\n<li>\u901a\u8fc7<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">eBPF<\/a>\u6280\u672f<\/strong>\u5b9e\u73b0\u5185\u6838\u7ea7\u7f51\u7edc\u65e5\u5fd7\u6355\u83b7\uff0cCPU\u5360\u7528\u7387\u964d\u4f4e70%\uff1b\n<\/li>\n<li><strong>\u65e5\u5fd7\u667a\u80fd\u8def\u7531<\/strong>\u673a\u5236\u5c06\u8c03\u8bd5\u65e5\u5fd7\u81ea\u52a8\u5bfc\u5165\u5f00\u53d1\u73af\u5883\uff0c\u751f\u4ea7\u73af\u5883\u4ec5\u4fdd\u7559\u5173\u952e\u8fd0\u7ef4\u65e5\u5fd7\uff1b\n<\/li>\n<li>\u7ed3\u5408\u5f3a\u5316\u5b66\u4e60\u7b97\u6cd5\u52a8\u6001\u4f18\u5316\u91c7\u6837\u7b56\u7565\uff0c\u4f7f\u6709\u6548\u65e5\u5fd7\u8986\u76d6\u7387\u4ece32%\u63d0\u5347\u81f389%\u3002\n<\/li>\n<\/ul>\n<p>\u8fd9\u4e9b\u5b9e\u8df5\u4e0d\u4ec5\u964d\u4f4e\u4e86\u8fd0\u7ef4\u590d\u6742\u5ea6\uff0c\u66f4\u91ca\u653e\u4e86\u65e5\u5fd7\u6570\u636e\u7684\u5546\u4e1a\u4ef7\u503c\u2014\u2014\u8be5\u5e73\u53f0\u901a\u8fc7\u5206\u6790\u7528\u6237\u884c\u4e3a\u65e5\u5fd7\u4f18\u5316\u63a8\u8350\u7b97\u6cd5\uff0c\u4f7f\u89c2\u770b\u65f6\u957f\u589e\u52a0\u4e8614%\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u672a\u6765\u5c55\u671b-\u53ef\u89c2\u6d4b\u6027\u4e0e\u4e1a\u52a1\u4ef7\u503c\u7684\u6df1\u5ea6\u8026\u5408\">\u4e94\u3001\u672a\u6765\u5c55\u671b\uff1a\u53ef\u89c2\u6d4b\u6027\u4e0e\u4e1a\u52a1\u4ef7\u503c\u7684\u6df1\u5ea6\u8026\u5408<\/h3>\n<p>\u5f53\u96f6\u4fb5\u6270\u7406\u5ff5\u4e0e\u8fb9\u7f18\u8ba1\u7b97\u3001Serverless\u67b6\u6784\u7b49\u65b0\u6280\u672f\u76f8\u9047\uff0c\u65e5\u5fd7\u7ba1\u7406\u5c06\u5448\u73b0\u66f4\u591a\u53ef\u80fd\u6027\uff1a<\/p>\n<ul>\n<li><strong>\u8fb9\u7f18\u8282\u70b9\u81ea\u6cbb\u5206\u6790<\/strong>\uff1a\u5728IoT\u8bbe\u5907\u7aef\u76f4\u63a5\u8fd0\u884c\u8f7b\u91cf\u7ea7AI\u6a21\u578b\uff0c\u4ec5\u4e0a\u4f20\u5f02\u5e38\u6458\u8981\uff1b\n<\/li>\n<li><strong>\u51fd\u6570\u5373\u670d\u52a1\uff08FaaS\uff09\u4e0a\u4e0b\u6587\u6355\u6349<\/strong>\uff1a\u81ea\u52a8\u8bb0\u5f55\u65e0\u670d\u52a1\u5668\u51fd\u6570\u7684\u51b7\u542f\u52a8\u3001\u6267\u884c\u65f6\u957f\u7b49\u5173\u952e\u6307\u6807\uff1b\n<\/li>\n<li><strong>\u91cf\u5b50\u52a0\u5bc6\u65e5\u5fd7<\/strong>\uff1a\u5e94\u5bf9\u672a\u6765\u91cf\u5b50\u8ba1\u7b97\u5e26\u6765\u7684\u5b89\u5168\u5a01\u80c1\u3002\n<\/li>\n<\/ul>\n<p>Gartner\u9884\u6d4b\uff0c\u52302025\u5e74\uff0c\u91c7\u7528\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u6280\u672f\u7684\u4f01\u4e1a\u53ef\u5c06MTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u7f29\u77ed60%\uff0c\u540c\u65f6\u964d\u4f4e35%\u7684\u4e91\u8fd0\u7ef4\u6210\u672c\u3002\u8fd9\u4e0d\u4ec5\u662f\u6280\u672f\u7684\u80dc\u5229\uff0c\u66f4\u662f\u5bf9\u201c\u6570\u636e\u9a71\u52a8\u51b3\u7b56\u201d\u7406\u5ff5\u7684\u6700\u4f73\u8be0\u91ca\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u7684\u51b2\u51fb\u4e0b\uff0c\u4f01\u4e1a\u7cfb\u7edf\u7684\u590d\u6742\u6027\u5448\u6307\u6570\u7ea7\u589e\u957f\u2014\u2014\u4ece\u5fae\u670d\u52a1\u67b6\u6784\u7684\u666e\u53ca\u5230\u6df7\u5408\u4e91\u73af\u5883\u7684\u5e38\u6001\u5316\uff0c\u6bcf\u4e00\u6b21\u6280\u672f\u8fed\u4ee3\u90fd\u5728\u589e\u52a0\u8fd0\u7ef4\u7684\u96be\u5ea6\u3002\u4f20\u7edf\u7684\u65e5\u5fd7\u7ba1\u7406\u65b9\u5f0f\u5982\u540c\u5728\u66b4\u98ce\u96e8\u4e2d\u4fee\u8865\u5e06\u8239\uff0c\u4e0d\u4ec5\u8017\u8d39\u5927\u91cf\u8d44\u6e90\uff0c\u8fd8\u53ef\u80fd\u56e0\u8fc7\u5ea6\u91c7\u96c6\u6570\u636e\u5bfc\u81f4\u7cfb\u7edf\u6027\u80fd\u4e0b\u964d\u3002\u5f53\u201c\u6570\u636e\u6d2a\u6d41\u201d\u9047\u4e0a\u201c\u4e1a\u52a1\u7a33\u5b9a\u6027\u9700\u6c42\u201d\uff0c\u5982\u4f55\u5728\u4e0d\u5e72\u6270\u7cfb\u7edf\u8fd0\u884c\u7684\u524d\u63d0\u4e0b\u5b9e\u73b0\u9ad8\u6548\u65e5\u5fd7\u7ba1\u7406\uff1f\u8fd9\u6b63\u662f\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\uff08Zero-Instrumentation Observability\uff09\u8bd5\u56fe\u7834\u89e3\u7684\u96be\u9898\u3002 \u4e00\u3001\u4f20\u7edf\u65e5\u5fd7\u7ba1\u7406\u7684\u56f0\u5883\uff1a\u6570\u636e\u8fc7\u8f7d\u4e0e\u6548\u7387\u5931\u8861 \u5728\u5178\u578b\u7684IT\u7cfb\u7edf\u4e2d\uff0c\u65e5\u5fd7\u6570\u636e\u7684\u751f\u6210\u901f\u5ea6\u65e9\u5df2\u8d85\u51fa\u4eba\u5de5\u5904\u7406\u80fd\u529b\u7684\u6781\u9650\u3002\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u7684\u6848\u4f8b\u663e\u793a\uff0c\u5176\u5206\u5e03\u5f0f\u4ea4\u6613\u7cfb\u7edf\u6bcf\u79d2\u4ea7\u751f\u8d85\u8fc7200\u4e07\u6761\u65e5\u5fd7\uff0c\u4f46\u5176\u4e2d\u4ec5\u67095%\u7684\u6570\u636e\u771f\u6b63\u7528\u4e8e\u6545\u969c\u8bca\u65ad\u3002\u66f4\u4e25\u5cfb\u7684\u662f\uff0c\u4f20\u7edf\u65e5\u5fd7\u91c7\u96c6\u65b9\u5f0f\u5f80\u5f80\u4f9d\u8d56\u4ee3\u7801\u63d2\u6869\uff08Code Instrumentation\uff09\uff0c\u9700\u8981\u5728\u5e94\u7528\u7a0b\u5e8f\u4e2d\u690d\u5165\u76d1\u63a7\u903b\u8f91\uff0c\u8fd9\u4e0d\u4ec5\u589e\u52a0\u4e86\u4ee3\u7801\u7ef4\u62a4\u6210\u672c\uff0c\u8fd8\u53ef\u80fd\u56e0\u8d44\u6e90\u5360\u7528\u8fc7\u9ad8\u5f15\u53d1\u5ef6\u8fdf\u751a\u81f3\u5d29\u6e83\u3002 \u201c\u6211\u4eec\u4e0d\u5f97\u4e0d\u5728\u4fe1\u606f\u5b8c\u6574\u6027\u548c\u7cfb\u7edf\u6027\u80fd\u4e4b\u95f4\u505a\u53d6\u820d\u201d\uff0c\u4e00\u4f4d\u8fd0\u7ef4\u8d1f\u8d23\u4eba\u5766\u8a00\u3002\u8fd9\u79cd\u77db\u76fe\u66b4\u9732\u4e86\u4f20\u7edf\u65b9\u6cd5\u7684\u4e09\u5927\u77ed\u677f\uff1a \u4fb5\u5165\u6027\u5f3a\uff1a\u4ee3\u7801\u7ea7\u4fee\u6539\u5f71\u54cd\u7cfb\u7edf\u7a33\u5b9a\u6027\uff1b \u5b58\u50a8\u6210\u672c\u9ad8\uff1a\u5197\u4f59\u6570\u636e\u6d88\u8017\u5927\u91cf\u5b58\u50a8\u8d44\u6e90\uff1b \u5206\u6790\u6ede\u540e\uff1a\u6279\u5904\u7406\u6a21\u5f0f\u96be\u4ee5\u53ca\u65f6\u53d1\u73b0\u95ee\u9898\u3002 \u4e8c\u3001\u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u7684\u6280\u672f\u5185\u6838 \u96f6\u4fb5\u6270\u53ef\u89c2\u6d4b\u6027\u5e76\u975e\u5b8c\u5168\u53d6\u6d88\u6570\u636e\u91c7\u96c6\uff0c\u800c\u662f\u901a\u8fc7\u667a\u80fd\u6570\u636e\u6444\u53d6\u548c\u4e0a\u4e0b\u6587\u611f\u77e5\u6280\u672f\u91cd\u6784\u76d1\u63a7\u4f53\u7cfb\u3002\u5176\u6838\u5fc3\u601d\u60f3\u53ef\u6982\u62ec\u4e3a\uff1a\u201c\u4ee5\u6700\u5c0f\u5e72\u9884\u83b7\u53d6\u6700\u5927\u6d1e\u5bdf\u201d\u3002 1. \u65e0\u4ee3\u7406\uff08Agentless\uff09\u65e5\u5fd7\u91c7\u96c6 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