{"id":33539,"date":"2025-03-07T10:42:20","date_gmt":"2025-03-07T02:42:20","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=33539"},"modified":"2025-03-07T10:42:20","modified_gmt":"2025-03-07T02:42:20","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%e5%ae%9e%e7%8e%b0%e5%8e%86%e5%8f%b2%e6%95%b0%e6%8d%ae%e5%88%86%e6%9e%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/33539.html","title":{"rendered":"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u5386\u53f2\u6570\u636e\u5206\u6790\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/www.yunshan.net\/blog\/wp-content\/uploads\/2025\/03\/5qvYVjv.jpg\" alt=\"\u5168\u666f\u6027\u80fd\u76d1\u63a7\u5982\u4f55\u5b9e\u73b0\u5386\u53f2\u6570\u636e\u5206\u6790\uff1f\" ><\/p>\n<\/p>\n<p><strong>\u524d\u8a00<\/strong><br 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Monitoring\uff09\u9010\u6e10\u6210\u4e3a\u4f01\u4e1a\u6280\u672f\u67b6\u6784\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\u3002\u7136\u800c\uff0c\u4ec5\u4f9d\u8d56\u5b9e\u65f6\u76d1\u63a7\u663e\u7136\u4e0d\u591f\u2014\u2014<strong>\u5386\u53f2\u6570\u636e\u5206\u6790<\/strong>\u624d\u662f\u89e3\u9501\u7cfb\u7edf\u6f5c\u80fd\u3001\u9884\u6d4b\u672a\u6765\u98ce\u9669\u7684\u6838\u5fc3\u94a5\u5319\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u5386\u53f2\u6570\u636e\u6316\u6398\uff0c\u8ba9\u6027\u80fd\u76d1\u63a7\u4ece\u201c\u88ab\u52a8\u6551\u706b\u201d\u5347\u7ea7\u4e3a\u201c\u4e3b\u52a8\u9632\u5fa1\u201d\uff0c\u5e76\u4e3a\u4e1a\u52a1\u51b3\u7b56\u63d0\u4f9b\u575a\u5b9e\u7684\u6570\u636e\u652f\u6491\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-\u5168\u666f\u6027\u80fd\u76d1\u63a7\u4e0e\u5386\u53f2\u6570\u636e\u7684\u5173\u7cfb-\u4ece-\u770b\u89c1-\u5230-\u9884\u89c1\">\u4e00\u3001<strong><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u5168\u666f\u6027\u80fd\u76d1\u63a7<\/a>\u4e0e\u5386\u53f2\u6570\u636e\u7684\u5173\u7cfb\uff1a\u4ece\u201c\u770b\u89c1\u201d\u5230\u201c\u9884\u89c1\u201d<\/strong><\/h3>\n<p>\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u6838\u5fc3\u76ee\u6807\uff0c\u662f\u901a\u8fc7\u591a\u7ef4\u5ea6\u7684\u6307\u6807\u91c7\u96c6\uff08\u5982\u670d\u52a1\u5668\u8d1f\u8f7d\u3001\u7f51\u7edc\u5ef6\u8fdf\u3001\u5e94\u7528\u54cd\u5e94\u65f6\u95f4\u7b49\uff09\uff0c\u6784\u5efa\u7cfb\u7edf\u5065\u5eb7\u7684\u5b8c\u6574\u753b\u50cf\u3002\u7136\u800c\uff0c\u5b9e\u65f6\u76d1\u63a7\u4ec5\u80fd\u53cd\u6620\u5f53\u4e0b\u72b6\u6001\uff0c\u800c<strong>\u5386\u53f2\u6570\u636e<\/strong>\u5219\u8bb0\u5f55\u4e86\u7cfb\u7edf\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u884c\u4e3a\u6a21\u5f0f\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li><strong>\u8d8b\u52bf\u5206\u6790<\/strong>\uff1a\u901a\u8fc7\u5bf9\u6bd4\u8fc7\u53bb\u4e09\u4e2a\u6708\u7684CPU\u4f7f\u7528\u7387\uff0c\u53ef\u4ee5\u53d1\u73b0\u8d44\u6e90\u6d88\u8017\u662f\u5426\u5448\u73b0\u5468\u671f\u6027\u589e\u957f\uff0c\u8fdb\u800c\u9884\u5224\u6269\u5bb9\u9700\u6c42\uff1b\n<\/li>\n<li><strong>\u5f02\u5e38\u5b9a\u4f4d<\/strong>\uff1a\u5f53\u67d0\u6b21\u670d\u52a1\u5b95\u673a\u53d1\u751f\u65f6\uff0c\u56de\u6eaf\u5386\u53f2\u6570\u636e\u4e2d\u7684\u76f8\u4f3c\u4e8b\u4ef6\uff0c\u80fd\u5feb\u901f\u7f29\u5c0f\u6545\u969c\u6392\u67e5\u8303\u56f4\uff1b\n<\/li>\n<li><strong>\u5bb9\u91cf\u89c4\u5212<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u5cf0\u503c\u6570\u636e\u6a21\u62df\u538b\u529b\u6d4b\u8bd5\uff0c\u907f\u514d\u8d44\u6e90\u6d6a\u8d39\u6216\u7a81\u53d1\u6d41\u91cf\u5bfc\u81f4\u7684\u7cfb\u7edf\u5d29\u6e83\u3002\n<\/li>\n<\/ul>\n<p><em>\u6b63\u5982Gartner\u62a5\u544a\u6307\u51fa\uff1a\u201c\u4f01\u4e1a\u82e5\u80fd\u5c06\u5386\u53f2\u6027\u80fd\u6570\u636e\u4e0e\u5b9e\u65f6\u76d1\u63a7\u7ed3\u5408\uff0c\u5176\u7cfb\u7edf\u53ef\u7528\u6027\u53ef\u63d0\u534740%\u4ee5\u4e0a\u3002\u201d<\/em> 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<strong>\u6570\u636e\u5b58\u50a8\u4e0e\u805a\u5408\uff1a\u6784\u5efa\u53ef\u56de\u6eaf\u7684\u201c\u6570\u636e\u4ed3\u5e93\u201d<\/strong><\/h4>\n<p>\u5168\u666f\u76d1\u63a7\u4ea7\u751f\u7684\u6570\u636e\u91cf\u5e9e\u5927\u4e14\u7c7b\u578b\u591a\u6837\uff08\u5982\u65e5\u5fd7\u3001\u6307\u6807\u3001\u94fe\u8def\u8ffd\u8e2a\uff09\u3002\u4e3a\u5b9e\u73b0\u9ad8\u6548\u5206\u6790\uff0c\u9700\u91c7\u7528\u5206\u5c42\u5b58\u50a8\u7b56\u7565\uff1a<\/p>\n<ul>\n<li><strong>\u70ed\u5b58\u50a8<\/strong>\uff1a\u4fdd\u7559\u6700\u8fd17\u5929\u7684\u6570\u636e\uff0c\u652f\u6301\u5b9e\u65f6\u67e5\u8be2\u4e0e\u53ef\u89c6\u5316\uff1b\n<\/li>\n<li><strong>\u51b7\u5b58\u50a8<\/strong>\uff1a\u5f52\u6863\u5386\u53f2\u6570\u636e\u81f3\u4f4e\u6210\u672c\u6570\u636e\u5e93\uff08\u5982ClickHouse\u3001Elasticsearch\uff09\uff0c\u901a\u8fc7\u538b\u7f29\u4e0e\u7d22\u5f15\u4f18\u5316\u67e5\u8be2\u901f\u5ea6\u3002<br \/>\n<em>\u5173\u952e\u70b9\u5728\u4e8e\u5b9a\u4e49\u6e05\u6670\u7684\u6570\u636e\u4fdd\u7559\u7b56\u7565<\/em>\uff0c\u4f8b\u5982\u4ea4\u6613\u7c7b\u7cfb\u7edf\u9700\u4fdd\u7559\u81f3\u5c11\u4e00\u5e74\u7684\u6570\u636e\u4ee5\u7b26\u5408\u5ba1\u8ba1\u8981\u6c42\uff0c\u800c\u6d4b\u8bd5\u73af\u5883\u53ef\u80fd\u4ec5\u9700\u4fdd\u7559\u6570\u5468\u3002\n<\/li>\n<\/ul>\n<h4 id=\"2-\u65f6\u5e8f\u6570\u636e\u5206\u6790-\u6316\u6398\u9690\u85cf\u7684-\u65f6\u95f4\u5bc6\u7801\">2. <strong>\u65f6\u5e8f\u6570\u636e\u5206\u6790\uff1a\u6316\u6398\u9690\u85cf\u7684\u201c\u65f6\u95f4\u5bc6\u7801\u201d<\/strong><\/h4>\n<p>\u6027\u80fd\u6307\u6807\u672c\u8d28\u662f\u65f6\u95f4\u5e8f\u5217\u6570\u636e\uff08Time Series Data\uff09\uff0c\u5206\u6790\u65f6\u9700\u91c7\u7528\u4e13\u7528\u5de5\u5177\uff08\u5982<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a>\u3001InfluxDB\uff09\u4e0e\u7b97\u6cd5\uff1a<\/p>\n<ul>\n<li><strong>\u6ed1\u52a8\u7a97\u53e3\u7edf\u8ba1<\/strong>\uff1a\u8ba1\u7b97\u8fc7\u53bb1\u5c0f\u65f6\u5185API\u7684\u5e73\u5747\u54cd\u5e94\u65f6\u95f4\uff0c\u8bc6\u522b\u6162\u8bf7\u6c42\u7684\u805a\u96c6\u65f6\u6bb5\uff1b\n<\/li>\n<li><strong>\u5b63\u8282\u6027\u5206\u89e3<\/strong>\uff1a\u5206\u79bb\u6570\u636e\u4e2d\u7684\u8d8b\u52bf\u3001\u5468\u671f\u4e0e\u6b8b\u5dee\u6210\u5206\uff0c\u9884\u6d4b\u672a\u6765\u8d44\u6e90\u4f7f\u7528\u7387\uff1b\n<\/li>\n<li><strong>\u5f02\u5e38\u68c0\u6d4b<\/strong>\uff1a\u901a\u8fc7\u673a\u5668\u5b66\u4e60\u6a21\u578b\uff08\u5982Facebook Prophet\u6216LSTM\u7f51\u7edc\uff09\u81ea\u52a8\u8bc6\u522b\u504f\u79bb\u5386\u53f2\u6a21\u5f0f\u7684\u5f02\u5e38\u70b9\u3002<br 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style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\uff08RCA\uff09\uff1a\u4ece\u201c\u75c7\u72b6\u201d\u5230\u201c\u75c5\u56e0\u201d\u7684\u667a\u80fd\u5173\u8054<\/strong><\/h4>\n<p>\u5f53\u7cfb\u7edf\u51fa\u73b0\u6027\u80fd\u74f6\u9888\u65f6\uff0c\u5386\u53f2\u6570\u636e\u80fd\u5e2e\u52a9\u5efa\u7acb\u4e8b\u4ef6\u4e4b\u95f4\u7684\u56e0\u679c\u5173\u7cfb\u94fe\u3002\u4f8b\u5982\uff1a<\/p>\n<ul>\n<li>\u901a\u8fc7\u5bf9\u6bd4\u6545\u969c\u524d\u540e\u65e5\u5fd7\u4e2d\u7684\u9519\u8bef\u7801\u5206\u5e03\uff0c\u5feb\u901f\u9501\u5b9a\u95ee\u9898\u6a21\u5757\uff1b\n<\/li>\n<li>\u7ed3\u5408\u5386\u53f2\u544a\u8b66\u8bb0\u5f55\uff0c\u8bc6\u522b\u9ad8\u9891\u51fa\u73b0\u7684\u5173\u8054\u6027\u4e8b\u4ef6\uff08\u5982\u5185\u5b58\u6cc4\u6f0f\u5e38\u4f34\u968fCPU\u4f7f\u7528\u7387\u7f13\u6162\u4e0a\u5347\uff09\uff1b\n<\/li>\n<li>\u4f7f\u7528\u56fe\u6570\u636e\u5e93\uff08Neo4j\uff09\u6784\u5efa\u8d44\u6e90\u4f9d\u8d56\u62d3\u6251\uff0c\u53ef\u89c6\u5316\u6545\u969c\u4f20\u64ad\u8def\u5f84\u3002<br \/>\n<em>\u8fd9\u4e00\u8fc7\u7a0b\u79bb\u4e0d\u5f00AIOps\u5de5\u5177\u7684\u8f85\u52a9<\/em>\uff0c\u4f8b\u5982\u817e\u8baf\u7684\u667a\u80fd\u8fd0\u7ef4\u5e73\u53f0\u5df2\u80fd\u901a\u8fc7\u5386\u53f2\u6570\u636e\u8bad\u7ec3\u6a21\u578b\uff0c\u5b9e\u73b085%\u4ee5\u4e0a\u7684\u6839\u56e0\u81ea\u52a8\u5b9a\u4f4d\u51c6\u786e\u7387\u3002\n<\/li>\n<\/ul>\n<hr>\n<h3 id=\"\u4e09-\u6311\u6218\u4e0e\u89e3\u51b3\u65b9\u6848-\u6253\u7834\u5386\u53f2\u6570\u636e\u5e94\u7528\u7684-\u9690\u5f62\u58c1\u5792\">\u4e09\u3001<strong>\u6311\u6218\u4e0e\u89e3\u51b3\u65b9\u6848\uff1a\u6253\u7834\u5386\u53f2\u6570\u636e\u5e94\u7528\u7684\u201c\u9690\u5f62\u58c1\u5792\u201d<\/strong><\/h3>\n<p>\u5c3d\u7ba1\u5386\u53f2\u6570\u636e\u4ef7\u503c\u663e\u8457\uff0c\u4f46\u5728\u5b9e\u9645\u5e94\u7528\u4e2d\uff0c\u4f01\u4e1a\u5e38\u9762\u4e34\u4ee5\u4e0b\u6311\u6218\uff1a<\/p>\n<ol>\n<li>\n<p><strong>\u6570\u636e\u5b64\u5c9b\u95ee\u9898<\/strong><br \/>\n\u76d1\u63a7\u5de5\u5177\u3001\u65e5\u5fd7\u7cfb\u7edf\u4e0e\u4e1a\u52a1\u6570\u636e\u5e93\u5f80\u5f80\u72ec\u7acb\u8fd0\u4f5c\uff0c\u5bfc\u81f4\u6570\u636e\u788e\u7247\u5316\u3002<em>\u89e3\u51b3\u65b9\u6848<\/em>\uff1a\u5efa\u7acb\u7edf\u4e00\u7684\u6570\u636e\u6e56\uff08Data Lake\uff09\uff0c\u5e76\u901a\u8fc7ETL\u5de5\u5177\uff08\u5982Apache NiFi\uff09\u5b9e\u73b0\u8de8\u6e90\u6570\u636e\u6574\u5408\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u67e5\u8be2\u6027\u80fd\u74f6\u9888<\/strong><br \/>\n\u6d77\u91cf\u5386\u53f2\u6570\u636e\u7684\u5373\u5e2d\u67e5\u8be2\u53ef\u80fd\u8017\u65f6\u8fc7\u957f\u3002<em>\u89e3\u51b3\u65b9\u6848<\/em>\uff1a\u91c7\u7528\u5217\u5f0f\u5b58\u50a8\u3001\u9884\u805a\u5408\uff08\u5982Druid\u7684Roll-up\u529f\u80fd\uff09\u4e0e\u5206\u5e03\u5f0f\u8ba1\u7b97\u6846\u67b6\uff08Apache Spark\uff09\u3002<\/p>\n<\/li>\n<li>\n<p><strong>\u5206\u6790\u7ef4\u5ea6\u5355\u4e00<\/strong><br \/>\n\u4f20\u7edf\u76d1\u63a7\u4ec5\u5173\u6ce8\u6280\u672f\u6307\u6807\uff0c\u5ffd\u89c6\u4e1a\u52a1\u4e0a\u4e0b\u6587\u3002<em>\u89e3\u51b3\u65b9\u6848<\/em>\uff1a\u5c06\u4e1a\u52a1KPI\uff08\u5982\u8ba2\u5355\u8f6c\u5316\u7387\uff09\u4e0e\u6027\u80fd\u6570\u636e\u5173\u8054\uff0c\u4f8b\u5982\u53d1\u73b0\u9875\u9762\u52a0\u8f7d\u65f6\u95f4\u6bcf\u589e\u52a01\u79d2\uff0c\u7528\u6237\u8df3\u51fa\u7387\u4e0a\u53475%\u3002<\/p>\n<\/li>\n<\/ol>\n<hr>\n<h3 id=\"\u56db-\u6700\u4f73\u5b9e\u8df5-\u4ece\u6570\u636e\u5230\u51b3\u7b56\u7684\u95ed\u73af\">\u56db\u3001<strong>\u6700\u4f73\u5b9e\u8df5\uff1a\u4ece\u6570\u636e\u5230\u51b3\u7b56\u7684\u95ed\u73af<\/strong><\/h3>\n<p>\u4e3a\u5b9e\u73b0\u5386\u53f2\u6570\u636e\u7684\u6700\u5927\u5316\u5229\u7528\uff0c\u5efa\u8bae\u9075\u5faa\u4ee5\u4e0b\u6b65\u9aa4\uff1a<\/p>\n<ol>\n<li><strong>\u5b9a\u4e49\u5173\u952e\u6307\u6807<\/strong>\uff1a\u6839\u636e\u4e1a\u52a1\u76ee\u6807\u7b5b\u9009\u6838\u5fc3\u6307\u6807\uff08\u5982\u7535\u5546\u5173\u6ce8\u652f\u4ed8\u63a5\u53e3\u6210\u529f\u7387\uff0c\u89c6\u9891\u5e73\u53f0\u805a\u7126\u9996\u5e27\u6e32\u67d3\u65f6\u95f4\uff09\uff1b\n<\/li>\n<li><strong>\u81ea\u52a8\u5316\u57fa\u7ebf\u751f\u6210<\/strong>\uff1a\u57fa\u4e8e\u5386\u53f2\u6570\u636e\u52a8\u6001\u8ba1\u7b97\u6307\u6807\u6b63\u5e38\u8303\u56f4\uff0c\u51cf\u5c11\u8bef\u544a\u8b66\uff1b\n<\/li>\n<li><strong>\u6784\u5efa\u9884\u6d4b\u6a21\u578b<\/strong>\uff1a\u5229\u7528ARIMA\u6216\u968f\u673a\u68ee\u6797\u7b97\u6cd5\u9884\u6d4b\u672a\u6765\u8d1f\u8f7d\uff0c\u6307\u5bfc\u5f39\u6027\u6269\u7f29\u5bb9\uff1b\n<\/li>\n<li><strong>\u5efa\u7acb\u53cd\u9988\u673a\u5236<\/strong>\uff1a\u5c06\u5206\u6790\u7ed3\u679c\u53cd\u54fa\u81f3\u76d1\u63a7\u7b56\u7565\uff0c\u4f8b\u5982\u589e\u52a0\u5bf9\u9ad8\u9891\u5f02\u5e38\u6307\u6807\u7684\u91c7\u6837\u9891\u7387\u3002\n<\/li>\n<\/ol>\n<p><em>\u4ee5\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u4e3a\u4f8b\uff0c\u5176\u901a\u8fc7\u5206\u6790\u5386\u53f2\u4ea4\u6613\u5cf0\u503c\u6570\u636e\uff0c\u4f18\u5316\u4e86\u4e91\u8ba1\u7b97\u8d44\u6e90\u7684\u6309\u9700\u5206\u914d\u7b56\u7565\uff0c\u5e74\u8fd0\u7ef4\u6210\u672c\u964d\u4f4e30%\u3002<\/em><\/p>\n<hr>\n<h3 id=\"\u4e94-\u5de5\u5177\u9009\u578b\u6307\u5357-\u5339\u914d\u9700\u6c42\u7684\u6280\u672f\u6808\">\u4e94\u3001<strong>\u5de5\u5177\u9009\u578b\u6307\u5357\uff1a\u5339\u914d\u9700\u6c42\u7684\u6280\u672f\u6808<\/strong><\/h3>\n<ul>\n<li><strong>\u8f7b\u91cf\u7ea7\u573a\u666f<\/strong>\uff1a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">Prometheus<\/a> + Grafana\uff08\u5f00\u6e90\u7ec4\u5408\uff0c\u9002\u5408\u4e2d\u5c0f\u56e2\u961f\u5feb\u901f\u642d\u5efa\uff09\uff1b\n<\/li>\n<li><strong>\u4f01\u4e1a\u7ea7\u9700\u6c42<\/strong>\uff1aDatadog\u6216New Relic\uff08\u652f\u6301\u591a\u6e90\u6570\u636e\u96c6\u6210\u4e0eAI\u5206\u6790\uff0c\u4f46\u6210\u672c\u8f83\u9ad8\uff09\uff1b\n<\/li>\n<li><strong>\u5b9a\u5236\u5316\u5206\u6790<\/strong>\uff1aELK Stack\uff08Elasticsearch + Logstash + Kibana\uff09\u642d\u914d\u81ea\u5b9a\u4e49\u63d2\u4ef6\uff0c\u7075\u6d3b\u6027\u66f4\u5f3a\u3002\n<\/li>\n<\/ul>\n<p><em>\u9009\u62e9\u65f6\u9700\u6743\u8861\u6570\u636e\u89c4\u6a21\u3001\u5b9e\u65f6\u6027\u8981\u6c42\u4e0e\u56e2\u961f\u6280\u672f\u80fd\u529b\uff0c\u907f\u514d\u8fc7\u5ea6\u8bbe\u8ba1\u3002<\/em><\/p>\n<hr>\n<p>\u901a\u8fc7\u4e0a\u8ff0\u63a2\u8ba8\u53ef\u89c1\uff0c<strong>\u5386\u53f2\u6570\u636e\u5206\u6790\u4e0d\u4ec5\u662f\u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u5ef6\u4f38\uff0c\u66f4\u662f\u667a\u80fd\u8fd0\u7ef4\u7684\u57fa\u77f3<\/strong>\u3002\u5728\u6570\u636e\u91cf\u7206\u70b8\u5f0f\u589e\u957f\u7684\u65f6\u4ee3\uff0c\u4f01\u4e1a\u552f\u6709\u5c06\u201c\u8fc7\u53bb\u201d\u4e0e\u201c\u73b0\u5728\u201d\u6253\u901a\uff0c\u624d\u80fd\u5728\u77ac\u606f\u4e07\u53d8\u7684\u6280\u672f\u6d6a\u6f6e\u4e2d\u62a2\u5360\u5148\u673a\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u524d\u8a00 \u5728\u6570\u5b57\u5316\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u4f01\u4e1a\u7cfb\u7edf\u7684\u590d\u6742\u6027\u4e0e\u65e5\u4ff1\u589e\u3002\u65e0\u8bba\u662f\u7535\u5546\u5e73\u53f0\u7684\u77ac\u65f6\u6d41\u91cf\u9ad8\u5cf0\uff0c\u8fd8\u662f\u91d1\u878d\u4ea4\u6613\u7684\u6beb\u79d2\u7ea7\u5ef6\u8fdf\uff0c\u6027\u80fd\u95ee\u9898\u90fd\u53ef\u80fd\u76f4\u63a5\u5bfc\u81f4\u7528\u6237\u4f53\u9a8c\u4e0b\u964d\u751a\u81f3\u4e1a\u52a1\u635f\u5931\u3002\u9762\u5bf9\u8fd9\u79cd\u6311\u6218\uff0c\u5168\u666f\u6027\u80fd\u76d1\u63a7\uff08Comprehensive Performance Monitoring\uff09\u9010\u6e10\u6210\u4e3a\u4f01\u4e1a\u6280\u672f\u67b6\u6784\u4e2d\u4e0d\u53ef\u6216\u7f3a\u7684\u4e00\u73af\u3002\u7136\u800c\uff0c\u4ec5\u4f9d\u8d56\u5b9e\u65f6\u76d1\u63a7\u663e\u7136\u4e0d\u591f\u2014\u2014\u5386\u53f2\u6570\u636e\u5206\u6790\u624d\u662f\u89e3\u9501\u7cfb\u7edf\u6f5c\u80fd\u3001\u9884\u6d4b\u672a\u6765\u98ce\u9669\u7684\u6838\u5fc3\u94a5\u5319\u3002\u672c\u6587\u5c06\u6df1\u5165\u63a2\u8ba8\u5982\u4f55\u901a\u8fc7\u5386\u53f2\u6570\u636e\u6316\u6398\uff0c\u8ba9\u6027\u80fd\u76d1\u63a7\u4ece\u201c\u88ab\u52a8\u6551\u706b\u201d\u5347\u7ea7\u4e3a\u201c\u4e3b\u52a8\u9632\u5fa1\u201d\uff0c\u5e76\u4e3a\u4e1a\u52a1\u51b3\u7b56\u63d0\u4f9b\u575a\u5b9e\u7684\u6570\u636e\u652f\u6491\u3002 \u4e00\u3001\u5168\u666f\u6027\u80fd\u76d1\u63a7\u4e0e\u5386\u53f2\u6570\u636e\u7684\u5173\u7cfb\uff1a\u4ece\u201c\u770b\u89c1\u201d\u5230\u201c\u9884\u89c1\u201d \u5168\u666f\u6027\u80fd\u76d1\u63a7\u7684\u6838\u5fc3\u76ee\u6807\uff0c\u662f\u901a\u8fc7\u591a\u7ef4\u5ea6\u7684\u6307\u6807\u91c7\u96c6\uff08\u5982\u670d\u52a1\u5668\u8d1f\u8f7d\u3001\u7f51\u7edc\u5ef6\u8fdf\u3001\u5e94\u7528\u54cd\u5e94\u65f6\u95f4\u7b49\uff09\uff0c\u6784\u5efa\u7cfb\u7edf\u5065\u5eb7\u7684\u5b8c\u6574\u753b\u50cf\u3002\u7136\u800c\uff0c\u5b9e\u65f6\u76d1\u63a7\u4ec5\u80fd\u53cd\u6620\u5f53\u4e0b\u72b6\u6001\uff0c\u800c\u5386\u53f2\u6570\u636e\u5219\u8bb0\u5f55\u4e86\u7cfb\u7edf\u5728\u65f6\u95f4\u7ef4\u5ea6\u4e0a\u7684\u884c\u4e3a\u6a21\u5f0f\u3002\u4f8b\u5982\uff1a \u8d8b\u52bf\u5206\u6790\uff1a\u901a\u8fc7\u5bf9\u6bd4\u8fc7\u53bb\u4e09\u4e2a\u6708\u7684CPU\u4f7f\u7528\u7387\uff0c\u53ef\u4ee5\u53d1\u73b0\u8d44\u6e90\u6d88\u8017\u662f\u5426\u5448\u73b0\u5468\u671f\u6027\u589e\u957f\uff0c\u8fdb\u800c\u9884\u5224\u6269\u5bb9\u9700\u6c42\uff1b \u5f02\u5e38\u5b9a\u4f4d\uff1a\u5f53\u67d0\u6b21\u670d\u52a1\u5b95\u673a\u53d1\u751f\u65f6\uff0c\u56de\u6eaf\u5386\u53f2\u6570\u636e\u4e2d\u7684\u76f8\u4f3c\u4e8b\u4ef6\uff0c\u80fd\u5feb\u901f\u7f29\u5c0f\u6545\u969c\u6392\u67e5\u8303\u56f4\uff1b \u5bb9\u91cf\u89c4\u5212\uff1a\u57fa\u4e8e\u5386\u53f2\u5cf0\u503c\u6570\u636e\u6a21\u62df\u538b\u529b\u6d4b\u8bd5\uff0c\u907f\u514d\u8d44\u6e90\u6d6a\u8d39\u6216\u7a81\u53d1\u6d41\u91cf\u5bfc\u81f4\u7684\u7cfb\u7edf\u5d29\u6e83\u3002 \u6b63\u5982Gartner\u62a5\u544a\u6307\u51fa\uff1a\u201c\u4f01\u4e1a\u82e5\u80fd\u5c06\u5386\u53f2\u6027\u80fd\u6570\u636e\u4e0e\u5b9e\u65f6\u76d1\u63a7\u7ed3\u5408\uff0c\u5176\u7cfb\u7edf\u53ef\u7528\u6027\u53ef\u63d0\u534740%\u4ee5\u4e0a\u3002\u201d \u8fd9\u79cd\u201c\u6570\u636e\u9a71\u52a8\u201d\u7684\u8fd0\u7ef4\u6a21\u5f0f\uff0c\u6b63\u5728\u91cd\u65b0\u5b9a\u4e49\u6280\u672f\u56e2\u961f\u7684\u5de5\u4f5c\u6548\u7387\u3002 \u4e8c\u3001\u5386\u53f2\u6570\u636e\u5206\u6790\u7684\u4e09\u5927\u6280\u672f\u5b9e\u73b0\u8def\u5f84 1. \u6570\u636e\u5b58\u50a8\u4e0e\u805a\u5408\uff1a\u6784\u5efa\u53ef\u56de\u6eaf\u7684\u201c\u6570\u636e\u4ed3\u5e93\u201d \u5168\u666f\u76d1\u63a7\u4ea7\u751f\u7684\u6570\u636e\u91cf\u5e9e\u5927\u4e14\u7c7b\u578b\u591a\u6837\uff08\u5982\u65e5\u5fd7\u3001\u6307\u6807\u3001\u94fe\u8def\u8ffd\u8e2a\uff09\u3002\u4e3a\u5b9e\u73b0\u9ad8\u6548\u5206\u6790\uff0c\u9700\u91c7\u7528\u5206\u5c42\u5b58\u50a8\u7b56\u7565\uff1a \u70ed\u5b58\u50a8\uff1a\u4fdd\u7559\u6700\u8fd17\u5929\u7684\u6570\u636e\uff0c\u652f\u6301\u5b9e\u65f6\u67e5\u8be2\u4e0e\u53ef\u89c6\u5316\uff1b \u51b7\u5b58\u50a8\uff1a\u5f52\u6863\u5386\u53f2\u6570\u636e\u81f3\u4f4e\u6210\u672c\u6570\u636e\u5e93\uff08\u5982ClickHouse\u3001Elasticsearch\uff09\uff0c\u901a\u8fc7\u538b\u7f29\u4e0e\u7d22\u5f15\u4f18\u5316\u67e5\u8be2\u901f\u5ea6\u3002 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