{"id":34228,"date":"2025-03-10T16:55:25","date_gmt":"2025-03-10T08:55:25","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=34228"},"modified":"2025-03-10T16:55:25","modified_gmt":"2025-03-10T08:55:25","slug":"%e5%be%ae%e6%9c%8d%e5%8a%a1%e7%9b%91%e6%8e%a7%e4%b8%ad%e5%a6%82%e4%bd%95%e5%a4%84%e7%90%86%e6%95%b0%e6%8d%ae%e9%87%8f%e5%a4%a7%e7%9a%84%e6%83%85%e5%86%b5%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/34228.html","title":{"rendered":"\u5fae\u670d\u52a1\u76d1\u63a7\u4e2d\u5982\u4f55\u5904\u7406\u6570\u636e\u91cf\u5927\u7684\u60c5\u51b5\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/4QfJ5Mt.jpg\" alt=\"\u5fae\u670d\u52a1\u76d1\u63a7\u4e2d\u5982\u4f55\u5904\u7406\u6570\u636e\u91cf\u5927\u7684\u60c5\u51b5\uff1f\" ><\/p>\n<\/p>\n<hr>\n<p>\u5728\u4e91\u8ba1\u7b97\u4e0e\u5bb9\u5668\u5316\u6280\u672f\u84ec\u52c3\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u5fae\u670d\u52a1\u67b6\u6784\u5df2\u6210\u4e3a\u4f01\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6838\u5fc3\u5f15\u64ce\u3002\u5f53\u5355\u4f53\u5e94\u7528\u88ab\u62c6\u5206\u6210\u6570\u767e\u4e2a\u72ec\u7acb\u670d\u52a1\u65f6\uff0c\u6bcf\u79d2\u4ea7\u751f\u7684\u65e5\u5fd7\u3001\u6307\u6807\u4e0e\u8ffd\u8e2a\u6570\u636e\u5448\u73b0\u6307\u6570\u7ea7\u589e\u957f\u2014\u2014\u67d0\u77e5\u540d\u4e91\u670d\u52a1\u5546\u7684\u76d1\u6d4b\u62a5\u544a\u663e\u793a\uff0c\u5176\u5ba2\u6237\u7cfb\u7edf\u7684\u76d1\u63a7\u6570\u636e\u541e\u5410\u91cf\u5e73\u5747\u8fbe\u5230\u6bcf\u79d2<strong>12\u4e07\u6761<\/strong>\uff0c\u5cf0\u503c\u65f6\u671f\u751a\u81f3\u7a81\u7834\u767e\u4e07\u91cf\u7ea7\u3002\u9762\u5bf9\u8fd9\u79cd\u6570\u636e\u6d2a\u6d41\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u4f53\u7cfb\u5982\u540c\u7528\u6e14\u7f51\u62e6\u622a\u7011\u5e03\uff0c\u4e0d\u4ec5\u9020\u6210\u8d44\u6e90\u6d6a\u8d39\uff0c\u66f4\u53ef\u80fd\u9519\u8fc7\u5173\u952e\u6545\u969c\u4fe1\u53f7\u3002<strong>\u5982\u4f55\u5728\u5fae\u670d\u52a1\u76d1\u63a7\u4e2d\u6784\u5efa\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u65f6\u7684\u6570\u636e\u5904\u7406\u7ba1\u9053\uff0c\u5df2\u6210\u4e3a\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u5fc5\u987b\u8de8\u8d8a\u7684\u6280\u672f\u9e3f\u6c9f<\/strong>\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u6570\u636e\u6d2a\u6d41\u4e0b\u7684\u76d1\u63a7\u56f0\u5883\"><strong>\u4e00\u3001\u6570\u636e\u6d2a\u6d41\u4e0b\u7684\u76d1\u63a7\u56f0\u5883<\/strong><\/h3>\n<p>\u5fae\u670d\u52a1\u67b6\u6784\u5929\u7136\u5e26\u6765\u6570\u636e\u91cf\u7684\u7206\u53d1\u5f0f\u589e\u957f\uff1a\u6bcf\u4e2aAPI\u8c03\u7528\u751f\u6210\u8c03\u7528\u94fe\u6570\u636e\uff0c\u6bcf\u4e2a\u5bb9\u5668\u8282\u70b9\u6301\u7eed\u4e0a\u62a5\u8d44\u6e90\u6307\u6807\uff0c\u6bcf\u9879\u4e1a\u52a1\u64cd\u4f5c\u89e6\u53d1\u65e5\u5fd7\u8bb0\u5f55\u3002\u5f53\u7cfb\u7edf\u89c4\u6a21\u6269\u5c55\u5230\u6570\u767e\u4e2a\u5fae\u670d\u52a1\u65f6\uff0c\u76d1\u63a7\u7cfb\u7edf\u5f80\u5f80\u9762\u4e34\u4e09\u91cd\u6311\u6218\uff1a<\/p>\n<ol>\n<li><strong>\u91c7\u96c6\u7aef\u8d44\u6e90\u6324\u5360<\/strong>\uff1a\u4f20\u7edf\u4ee3\u7406\u6a21\u5f0f\uff08Agent\uff09\u53ef\u80fd\u6d88\u8017\u8282\u70b930%\u4ee5\u4e0a\u7684CPU\u8d44\u6e90\uff0c\u7279\u522b\u662f\u5728Java\u5e94\u7528\u573a\u666f\u4e2d\uff0c\u8fc7\u5ea6\u91c7\u6837\u4f1a\u5bfc\u81f4\u4e25\u91cd\u7684\u6027\u80fd\u8870\u51cf\n<\/li>\n<li><strong>\u5b58\u50a8\u6210\u672c\u5931\u63a7<\/strong>\uff1a\u67d0\u7535\u5546\u5e73\u53f0\u66fe\u56e0\u5168\u91cf\u5b58\u50a8\u8c03\u7528\u94fe\u6570\u636e\uff0c6\u4e2a\u6708\u5185\u76d1\u63a7\u5b58\u50a8\u8d39\u7528\u66b4\u6da8470%\uff0c\u6700\u7ec8\u88ab\u8feb\u5220\u9664\u5386\u53f2\u6570\u636e\n<\/li>\n<li><strong>\u5b9e\u65f6\u5206\u6790\u5931\u6548<\/strong>\uff1a\u5f53\u544a\u8b66\u89c4\u5219\u9700\u8981\u57285\u79d2\u5185\u5904\u740610\u4e07\u6761\u6307\u6807\u65f6\uff0c\u57fa\u4e8e\u6279\u5904\u7406\u7684\u8ba1\u7b97\u5f15\u64ce\u4f1a\u4ea7\u751f\u5206\u949f\u7ea7\u5ef6\u8fdf\uff0c\u4e27\u5931\u6545\u969c\u5feb\u901f\u54cd\u5e94\u80fd\u529b\n<\/li>\n<\/ol>\n<p>\u8fd9\u4e9b\u75db\u70b9\u8feb\u4f7f\u6280\u672f\u56e2\u961f\u91cd\u65b0\u8bbe\u8ba1\u76d1\u63a7\u4f53\u7cfb\u7684\u6838\u5fc3\u67b6\u6784\u3002\u6b63\u5982CNCF\u300a\u4e91\u539f\u751f\u53ef\u89c2\u6d4b\u6027\u767d\u76ae\u4e66\u300b\u6307\u51fa\u7684\uff1a\u201c<strong>\u4e0b\u4e00\u4ee3\u76d1\u63a7\u7cfb\u7edf\u5fc5\u987b\u540c\u65f6\u5177\u5907\u6570\u636e\u8fc7\u6ee4\u3001\u5f39\u6027\u6269\u5c55\u4e0e\u667a\u80fd\u5904\u7406\u4e09\u91cd\u80fd\u529b<\/strong>\u201d\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6784\u5efa\u9ad8\u6548\u6570\u636e\u7ba1\u9053\u7684\u56db\u5927\u7b56\u7565\"><strong>\u4e8c\u3001\u6784\u5efa\u9ad8\u6548\u6570\u636e\u7ba1\u9053\u7684\u56db\u5927\u7b56\u7565<\/strong><\/h3>\n<h4 id=\"1-\u667a\u80fd\u91c7\u6837-\u5728\u6570\u636e\u6e90\u5934\u63a7\u5236\u6d41\u91cf\"><strong>1. \u667a\u80fd\u91c7\u6837\uff1a\u5728\u6570\u636e\u6e90\u5934\u63a7\u5236\u6d41\u91cf<\/strong><\/h4>\n<p>\u5728Kubernetes\u96c6\u7fa4\u4e2d\u90e8\u7f72<em>\u52a8\u6001\u91c7\u6837\u63a7\u5236\u5668<\/em>\uff0c\u6839\u636e\u4e1a\u52a1\u4f18\u5148\u7ea7\u5b9e\u65bd\u5dee\u5f02\u5316\u91c7\u96c6\uff1a<\/p>\n<ul>\n<li>\u6838\u5fc3\u652f\u4ed8\u670d\u52a1\u4fdd\u6301100%\u91c7\u6837\u7387\n<\/li>\n<li>\u5185\u90e8\u7ba1\u7406API\u91c7\u752810%\u968f\u673a\u91c7\u6837\n<\/li>\n<li>\u6d4b\u8bd5\u73af\u5883\u4ec5\u8bb0\u5f55\u9519\u8bef\u65e5\u5fd7\n<\/li>\n<\/ul>\n<p>\u901a\u8fc7<em>\u81ea\u9002\u5e94\u91c7\u6837\u7b97\u6cd5<\/em>\uff0c\u67d0\u91d1\u878d\u7cfb\u7edf\u6210\u529f\u5c06\u91c7\u96c6\u6570\u636e\u91cf\u964d\u4f4e68%\uff0c\u540c\u65f6\u4fdd\u8bc199.7%\u7684\u5f02\u5e38\u8bf7\u6c42\u88ab\u6355\u83b7\u3002\u5173\u952e\u6280\u672f\u70b9\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u57fa\u4e8e\u670d\u52a1\u62d3\u6251\u7684\u91c7\u6837\u51b3\u7b56<\/strong>\uff08\u4f18\u5148\u91c7\u96c6\u5173\u952e\u8def\u5f84\uff09\n<\/li>\n<li><strong>\u5f02\u5e38\u6d41\u91cf\u81ea\u52a8\u5168\u91c7\u6837<\/strong>\uff08\u5f53\u9519\u8bef\u7387\u7a81\u589e\u65f6\u89e6\u53d1\uff09\n<\/li>\n<li><strong>\u5143\u6570\u636e\u6807\u8bb0<\/strong>\uff08\u533a\u5206\u751f\u4ea7\/\u6d4b\u8bd5\u73af\u5883\u6570\u636e\uff09\n<\/li>\n<\/ul>\n<h4 id=\"2-\u5206\u5c42\u5b58\u50a8-\u6253\u7834\u6570\u636e\u5b58\u50a8\u7684-\u6210\u672c\u5899\"><strong>2. \u5206\u5c42\u5b58\u50a8\uff1a\u6253\u7834\u6570\u636e\u5b58\u50a8\u7684\u201c\u6210\u672c\u5899\u201d<\/strong><\/h4>\n<p>\u91c7\u7528<em>\u51b7\u70ed\u5206\u79bb\u5b58\u50a8\u67b6\u6784<\/em>\uff0c\u7ed3\u5408\u65f6\u5e8f\u6570\u636e\u5e93\u7279\u6027\u8bbe\u8ba1\u5b58\u50a8\u7b56\u7565\uff1a<\/p>\n<table>\n<thead>\n<tr>\n<th>\u6570\u636e\u7c7b\u578b<\/th>\n<th>\u5b58\u50a8\u5468\u671f<\/th>\n<th>\u538b\u7f29\u7b97\u6cd5<\/th>\n<th>\u67e5\u8be2\u63a5\u53e3<\/th>\n<\/tr>\n<\/thead>\n<tbody>\n<tr>\n<td>\u5b9e\u65f6\u6307\u6807<\/td>\n<td>7\u5929<\/td>\n<td>Gorilla<\/td>\n<td>PromQL<\/td>\n<\/tr>\n<tr>\n<td>\u8c03\u7528\u94fe\u660e\u7ec6<\/td>\n<td>3\u5929<\/td>\n<td>Zstandard<\/td>\n<td>Jaeger API<\/td>\n<\/tr>\n<tr>\n<td>\u805a\u5408\u7edf\u8ba1<\/td>\n<td>1\u5e74<\/td>\n<td>Delta\u7f16\u7801<\/td>\n<td>Grafana\u63d2\u4ef6<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>\u67d0\u793e\u4ea4\u5e73\u53f0\u901a\u8fc7\u8be5\u65b9\u6848\u5c06\u5e74\u5ea6\u5b58\u50a8\u6210\u672c\u964d\u4f4e83%\uff0c\u540c\u65f6\u6ee1\u8db3\u6838\u5fc3\u76d1\u63a7\u6570\u636e\u7684\u79d2\u7ea7\u67e5\u8be2\u9700\u6c42\u3002\u5173\u952e\u521b\u65b0\u70b9\u5728\u4e8e\uff1a<\/p>\n<ul>\n<li><strong>\u5217\u5f0f\u5b58\u50a8\u4f18\u5316<\/strong>\uff08ClickHouse\u5904\u7406\u5343\u4ebf\u7ea7\u6307\u6807\u67e5\u8be2\uff09\n<\/li>\n<li><strong>\u5bf9\u8c61\u5b58\u50a8\u96c6\u6210<\/strong>\uff08\u5c06\u5386\u53f2\u6570\u636e\u81ea\u52a8\u5f52\u6863\u81f3S3\uff09\n<\/li>\n<li><strong>\u6570\u636e\u751f\u547d\u5468\u671fAPI<\/strong>\uff08\u901a\u8fc7CRD\u5b9a\u4e49\u7559\u5b58\u7b56\u7565\uff09\n<\/li>\n<\/ul>\n<h4 id=\"3-\u6d41\u5f0f\u5904\u7406-\u91cd\u5851\u5b9e\u65f6\u5206\u6790\u5f15\u64ce\"><strong>3. \u6d41\u5f0f\u5904\u7406\uff1a\u91cd\u5851\u5b9e\u65f6\u5206\u6790\u5f15\u64ce<\/strong><\/h4>\n<p>\u66ff\u6362\u4f20\u7edf\u7684\u6279\u5904\u7406\u6846\u67b6\uff0c\u6784\u5efa\u57fa\u4e8e*Flink+ Kafka*\u7684\u6d41\u5904\u7406\u7ba1\u9053\uff1a<\/p>\n<pre><code class=\"language-plaintext\">[\u6570\u636e\u6e90] -&gt; Kafka -&gt; Flink(\u7a97\u53e3\u8ba1\u7b97) -&gt; \u5b9e\u65f6\u544a\u8b66\u5f15\u64ce  \r\n-&gt; Elasticsearch(\u65e5\u5fd7\u7d22\u5f15)  \r\n-&gt; \u673a\u5668\u5b66\u4e60\u6a21\u578b(\u5f02\u5e38\u68c0\u6d4b)  \r\n<\/code><\/pre>\n<p>\u67d0\u7f51\u7ea6\u8f66\u5e73\u53f0\u91c7\u7528\u8be5\u67b6\u6784\u540e\uff0c\u884c\u7a0b\u5f02\u5e38\u68c0\u6d4b\u5ef6\u8fdf\u4ece\u5206\u949f\u7ea7\u538b\u7f29\u5230800\u6beb\u79d2\uff0c\u6bcf\u65e5\u5904\u740620\u4ebf\u6761GPS\u5b9a\u4f4d\u6570\u636e\u3002\u6838\u5fc3\u4f18\u5316\u624b\u6bb5\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u65f6\u95f4\u7a97\u53e3\u5206\u7247<\/strong>\uff08\u907f\u514d\u5927\u7a97\u53e3\u5bfc\u81f4\u5185\u5b58\u6ea2\u51fa\uff09\n<\/li>\n<li><strong>\u72b6\u6001\u540e\u7aef\u8c03\u4f18<\/strong>\uff08RocksDB\u66ff\u4ee3Heap State\uff09\n<\/li>\n<li><strong>\u80cc\u538b\u81ea\u52a8\u8c03\u8282<\/strong>\uff08\u52a8\u6001\u8c03\u6574Kafka\u6d88\u8d39\u901f\u7387\uff09\n<\/li>\n<\/ul>\n<h4 id=\"4-\u667a\u80fd\u964d\u566a-\u8ba9\u5173\u952e\u4fe1\u53f7\u6d6e\u51fa\u6c34\u9762\"><strong>4. \u667a\u80fd\u964d\u566a\uff1a\u8ba9\u5173\u952e\u4fe1\u53f7\u6d6e\u51fa\u6c34\u9762<\/strong><\/h4>\n<p>\u5f15\u5165*\u673a\u5668\u5b66\u4e60\u6a21\u578b*\u6784\u5efa\u4e09\u7ea7\u544a\u8b66\u8fc7\u6ee4\u673a\u5236\uff1a<\/p>\n<ol>\n<li><strong>\u57fa\u7ebf\u9884\u6d4b<\/strong>\uff1a\u901a\u8fc7ARIMA\u7b97\u6cd5\u9884\u6d4b\u6307\u6807\u6b63\u5e38\u6ce2\u52a8\u8303\u56f4\n<\/li>\n<li><strong>\u5173\u8054\u5206\u6790<\/strong>\uff1a\u8bc6\u522b\u544a\u8b66\u95f4\u7684\u56e0\u679c\u5173\u7cfb\uff08\u5982\u6570\u636e\u5e93\u6545\u969c\u5f15\u53d1\u670d\u52a1\u8d85\u65f6\uff09\n<\/li>\n<li><strong>\u6839\u56e0\u5b9a\u4f4d<\/strong>\uff1a\u57fa\u4e8e\u670d\u52a1\u4f9d\u8d56\u56fe\u8fdb\u884c\u5f02\u5e38\u4f20\u64ad\u8def\u5f84\u8ffd\u8e2a\n<\/li>\n<\/ol>\n<p>\u67d0\u89c6\u9891\u7f51\u7ad9\u5e94\u7528\u8be5\u65b9\u6848\u540e\uff0c\u6bcf\u65e5\u65e0\u6548\u544a\u8b66\u51cf\u5c1192%\uff0cMTTR\uff08\u5e73\u5747\u4fee\u590d\u65f6\u95f4\uff09\u7f29\u77ed\u81f3\u539f\u6765\u76841\/5\u3002\u5173\u952e\u6280\u672f\u7a81\u7834\u70b9\u5728\u4e8e\uff1a<\/p>\n<ul>\n<li><strong>\u591a\u7ef4\u5ea6\u7279\u5f81\u5de5\u7a0b<\/strong>\uff08\u7ed3\u5408\u4e1a\u52a1SLA\u3001\u670d\u52a1\u7b49\u7ea7\u7b49\uff09\n<\/li>\n<li><strong>\u5728\u7ebf\u5b66\u4e60\u673a\u5236<\/strong>\uff08\u52a8\u6001\u9002\u5e94\u7cfb\u7edf\u53d8\u66f4\uff09\n<\/li>\n<li><strong>\u53ef\u89c6\u5316\u89e3\u91ca<\/strong>\uff08\u751f\u6210\u53ef\u7406\u89e3\u7684<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u62a5\u544a\uff09\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e09-\u6280\u672f\u9009\u578b\u7684\u5e73\u8861\u827a\u672f\"><strong>\u4e09\u3001\u6280\u672f\u9009\u578b\u7684\u5e73\u8861\u827a\u672f<\/strong><\/h3>\n<p>\u5f53\u9762\u5bf9<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u3001ELK\u3001<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a>\u7b49\u5f00\u6e90\u65b9\u6848\u65f6\uff0c\u9700\u6839\u636e\u4e1a\u52a1\u7279\u5f81\u8fdb\u884c<em>\u67b6\u6784\u9002\u914d\u6027\u8bc4\u4f30<\/em>\uff1a<\/p>\n<ul>\n<li><strong>\u4e2d\u5c0f\u89c4\u6a21\u96c6\u7fa4<\/strong>\uff1a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u8054\u90a6\u96c6\u7fa4+Thanos\u957f\u671f\u5b58\u50a8\n<\/li>\n<li><strong>\u6df7\u5408\u4e91\u73af\u5883<\/strong>\uff1aOpenTelemetry\u6807\u51c6\u91c7\u96c6+\u5546\u4e1a\u53ef\u89c2\u6d4b\u5e73\u53f0\n<\/li>\n<li><strong>\u91d1\u878d\u7ea7\u65f6\u5ef6\u8981\u6c42<\/strong>\uff1a\u81ea\u7814Rust\u8bed\u8a00\u91c7\u96c6\u5668+FPGA\u52a0\u901f\u8ba1\u7b97\n<\/li>\n<\/ul>\n<p>\u67d0\u8de8\u56fd\u96f6\u552e\u4f01\u4e1a\u7684\u5b9e\u8df5\u8868\u660e\uff0c\u91c7\u7528<em>\u7edf\u4e00\u91c7\u96c6\u89c4\u8303<\/em>\uff08\u5982OTel\u534f\u8bae\uff09\u6bd4\u5de5\u5177\u5806\u780c\u65b9\u6848\u8282\u770140%\u7684\u8fd0\u7ef4\u4eba\u529b\u3002\u5173\u952e\u51b3\u7b56\u8981\u7d20\u5305\u62ec\uff1a<\/p>\n<ul>\n<li><strong>\u6570\u636eSchema\u6807\u51c6\u5316<\/strong>\uff08\u907f\u514d\u5b57\u6bb5\u7c7b\u578b\u51b2\u7a81\uff09\n<\/li>\n<li><strong>\u534f\u8bae\u517c\u5bb9\u6027<\/strong>\uff08\u652f\u6301gRPC\u3001HTTP\/2\u7b49\u4f20\u8f93\u5c42\uff09\n<\/li>\n<li><strong>\u8d44\u6e90\u9694\u79bb\u673a\u5236<\/strong>\uff08\u4fdd\u969c\u91c7\u96c6\u8fdb\u7a0b\u7a33\u5b9a\u6027\uff09\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u56db-\u672a\u6765\u6f14\u8fdb\u65b9\u5411\"><strong>\u56db\u3001\u672a\u6765\u6f14\u8fdb\u65b9\u5411<\/strong><\/h3>\n<p>\u968f\u7740eBPF\u3001WebAssembly\u7b49\u65b0\u6280\u672f\u6210\u719f\uff0c\u76d1\u63a7\u4f53\u7cfb\u6b63\u5728\u53d1\u751f\u6839\u672c\u6027\u53d8\u9769\uff1a<\/p>\n<ul>\n<li><strong>\u96f6\u4fb5\u5165\u91c7\u96c6<\/strong>\uff1a\u901a\u8fc7eBPF\u5b9e\u73b0\u5185\u6838\u7ea7\u6570\u636e\u6355\u83b7\uff0c\u907f\u514d\u4ee3\u7801\u63d2\u6869\n<\/li>\n<li><strong>\u8fb9\u7f18\u8ba1\u7b97<\/strong>\uff1a\u5728KubeEdge\u8282\u70b9\u6267\u884c\u521d\u6b65\u6570\u636e\u5206\u6790\n<\/li>\n<li><strong>AIOps\u6df1\u5ea6\u6574\u5408<\/strong>\uff1a\u5c06\u76d1\u63a7\u6570\u636e\u76f4\u63a5\u8f93\u5165\u81ea\u52a8\u5316\u4fee\u590d\u7cfb\u7edf\n<\/li>\n<\/ul>\n<p>\u67d0\u667a\u80fd\u9a7e\u9a76\u516c\u53f8\u5df2\u8bd5\u70b9\u201c\u76d1\u63a7-\u8bca\u65ad-\u4fee\u590d\u201d\u95ed\u73af\u7cfb\u7edf\uff0c\u5728\u786c\u4ef6\u6545\u969c\u53d1\u751f\u65f6\uff0c\u7cfb\u7edf\u80fd\u5728200ms\u5185\u81ea\u52a8\u5207\u6362\u5197\u4f59\u5355\u5143\u5e76\u521b\u5efa\u7ef4\u4fee\u5de5\u5355\u3002\u8fd9\u9884\u793a\u7740\u672a\u6765\u7684\u76d1\u63a7\u7cfb\u7edf\u5c06\u4e0d\u518d\u662f\u201c\u6570\u636e\u5c55\u793a\u5c4f\u201d\uff0c\u800c\u662f\u8fdb\u5316\u4e3a<strong>\u5177\u6709\u81ea\u6108\u80fd\u529b\u7684\u667a\u80fd\u4e2d\u67a2<\/strong>\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u4e91\u8ba1\u7b97\u4e0e\u5bb9\u5668\u5316\u6280\u672f\u84ec\u52c3\u53d1\u5c55\u7684\u4eca\u5929\uff0c\u5fae\u670d\u52a1\u67b6\u6784\u5df2\u6210\u4e3a\u4f01\u4e1a\u6570\u5b57\u5316\u8f6c\u578b\u7684\u6838\u5fc3\u5f15\u64ce\u3002\u5f53\u5355\u4f53\u5e94\u7528\u88ab\u62c6\u5206\u6210\u6570\u767e\u4e2a\u72ec\u7acb\u670d\u52a1\u65f6\uff0c\u6bcf\u79d2\u4ea7\u751f\u7684\u65e5\u5fd7\u3001\u6307\u6807\u4e0e\u8ffd\u8e2a\u6570\u636e\u5448\u73b0\u6307\u6570\u7ea7\u589e\u957f\u2014\u2014\u67d0\u77e5\u540d\u4e91\u670d\u52a1\u5546\u7684\u76d1\u6d4b\u62a5\u544a\u663e\u793a\uff0c\u5176\u5ba2\u6237\u7cfb\u7edf\u7684\u76d1\u63a7\u6570\u636e\u541e\u5410\u91cf\u5e73\u5747\u8fbe\u5230\u6bcf\u79d212\u4e07\u6761\uff0c\u5cf0\u503c\u65f6\u671f\u751a\u81f3\u7a81\u7834\u767e\u4e07\u91cf\u7ea7\u3002\u9762\u5bf9\u8fd9\u79cd\u6570\u636e\u6d2a\u6d41\uff0c\u4f20\u7edf\u7684\u76d1\u63a7\u4f53\u7cfb\u5982\u540c\u7528\u6e14\u7f51\u62e6\u622a\u7011\u5e03\uff0c\u4e0d\u4ec5\u9020\u6210\u8d44\u6e90\u6d6a\u8d39\uff0c\u66f4\u53ef\u80fd\u9519\u8fc7\u5173\u952e\u6545\u969c\u4fe1\u53f7\u3002\u5982\u4f55\u5728\u5fae\u670d\u52a1\u76d1\u63a7\u4e2d\u6784\u5efa\u9ad8\u541e\u5410\u3001\u4f4e\u5ef6\u65f6\u7684\u6570\u636e\u5904\u7406\u7ba1\u9053\uff0c\u5df2\u6210\u4e3a\u8fd0\u7ef4\u5de5\u7a0b\u5e08\u5fc5\u987b\u8de8\u8d8a\u7684\u6280\u672f\u9e3f\u6c9f\u3002 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\u6d4b\u8bd5\u73af\u5883\u4ec5\u8bb0\u5f55\u9519\u8bef\u65e5\u5fd7 \u901a\u8fc7\u81ea\u9002\u5e94\u91c7\u6837\u7b97\u6cd5\uff0c\u67d0\u91d1\u878d\u7cfb\u7edf\u6210\u529f\u5c06\u91c7\u96c6\u6570\u636e\u91cf\u964d\u4f4e68%\uff0c\u540c\u65f6\u4fdd\u8bc199.7%\u7684\u5f02\u5e38\u8bf7\u6c42\u88ab\u6355\u83b7\u3002\u5173\u952e\u6280\u672f\u70b9\u5305\u62ec\uff1a \u57fa\u4e8e\u670d\u52a1\u62d3\u6251\u7684\u91c7\u6837\u51b3\u7b56\uff08\u4f18\u5148\u91c7\u96c6\u5173\u952e\u8def\u5f84\uff09 \u5f02\u5e38\u6d41\u91cf\u81ea\u52a8\u5168\u91c7\u6837\uff08\u5f53\u9519\u8bef\u7387\u7a81\u589e\u65f6\u89e6\u53d1\uff09 \u5143\u6570\u636e\u6807\u8bb0\uff08\u533a\u5206\u751f\u4ea7\/\u6d4b\u8bd5\u73af\u5883\u6570\u636e\uff09 2. \u5206\u5c42\u5b58\u50a8\uff1a\u6253\u7834\u6570\u636e\u5b58\u50a8\u7684\u201c\u6210\u672c\u5899\u201d \u91c7\u7528\u51b7\u70ed\u5206\u79bb\u5b58\u50a8\u67b6\u6784\uff0c\u7ed3\u5408\u65f6\u5e8f\u6570\u636e\u5e93\u7279\u6027\u8bbe\u8ba1\u5b58\u50a8\u7b56\u7565\uff1a 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\u66ff\u6362\u4f20\u7edf\u7684\u6279\u5904\u7406\u6846\u67b6\uff0c\u6784\u5efa\u57fa\u4e8e*Flink+ Kafka*\u7684\u6d41\u5904\u7406\u7ba1\u9053\uff1a [\u6570\u636e\u6e90] -&gt; Kafka -&gt; Flink(\u7a97\u53e3\u8ba1\u7b97) -&gt; \u5b9e\u65f6\u544a\u8b66\u5f15\u64ce -&gt; Elasticsearch(\u65e5\u5fd7\u7d22\u5f15) 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