{"id":41169,"date":"2022-12-08T02:31:52","date_gmt":"2023-01-22T17:07:55","guid":{"rendered":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8fluentd%e3%80%81elasticsearch%e5%92%8ckibana%e5%8f%af%e8%a7%86%e5%8c%96kpi%e6%97%a5%e5%bf%97%e3%80%82\/"},"modified":"2024-04-29T04:13:30","modified_gmt":"2024-04-28T20:13:30","slug":"%e4%bd%bf%e7%94%a8fluentd%e3%80%81elasticsearch%e5%92%8ckibana%e5%8f%af%e8%a7%86%e5%8c%96kpi%e6%97%a5%e5%bf%97%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.silicloud.com\/zh\/blog\/%e4%bd%bf%e7%94%a8fluentd%e3%80%81elasticsearch%e5%92%8ckibana%e5%8f%af%e8%a7%86%e5%8c%96kpi%e6%97%a5%e5%bf%97%e3%80%82\/","title":{"rendered":"\u4f7f\u7528Fluentd\u3001ElasticSearch\u548cKibana\u53ef\u89c6\u5316KPI\u65e5\u5fd7"},"content":{"rendered":"<p>\u6211\u5011\u5c07\u7701\u7565\u5b89\u88dd\u6b65\u9a5f\u548c\u57fa\u672c\u8a2d\u5b9a\u3002<br \/>\n\u4ee5\u4e0b\u662f\u4e3b\u8981\u95dc\u65bc\u4f7f\u7528Kibana\u7684\u6307\u5357\uff0c\u7528\u65bc\u53ef\u8996\u5316KPI\u65e5\u8a8c\u3002<\/p>\n<h1>\u76ee\u6807<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">KPI\u3068\u306a\u308b\u6307\u6a19\u3092\u30ed\u30b0\u51fa\u529b\u3057\u3001Kibana\u3067\u53ef\u8996\u5316\u3059\u308b<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">\u30a2\u30d7\u30ea\u30b1\u30fc\u30b7\u30e7\u30f3 =&gt; fluentd =&gt; elasticsearch &lt;- kibana<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">KPI\u306f\u8907\u6570\u8a2d\u5b9a\u3055\u308c\u3001\u6307\u6a19\u306f\u305d\u308c\u305e\u308c\u7570\u306a\u308b\u305f\u3081\u3001KPI\u306e\u7a2e\u985e\u306b\u3088\u3063\u3066\u30c7\u30fc\u30bf\u69cb\u9020\u304c\u5909\u66f4\u3067\u304d\u306a\u3051\u308c\u3070\u3044\u3051\u306a\u3044<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">1\u3064\u306eKPI\u3092\u69d8\u3005\u306a\u8ef8\u3067\u96c6\u8a08\u53ef\u80fd\u306b\u3057\u305f\u3044<\/ul>\n<h2>\u53d1\u9001\u65e5\u5fd7<\/h2>\n<p>\u8fd9\u6b21\u4f7f\u7528fluent-logger-ruby\u3002<br \/>\nhttps:\/\/github.com\/fluent\/fluent-logger-ruby<\/p>\n<p>\u6211\u4f1a\u6bcd\u8bed\u4e2d\u6587\u8fdb\u884c\u4ee5\u4e0b\u63cf\u8ff0\u3002<\/p>\n<pre class=\"post-pre\"><code><span class=\"n\">log<\/span> <span class=\"o\">=<\/span> <span class=\"no\">Fluent<\/span><span class=\"o\">::<\/span><span class=\"no\">Logger<\/span><span class=\"o\">::<\/span><span class=\"no\">FluentLogger<\/span><span class=\"p\">.<\/span><span class=\"nf\">new<\/span><span class=\"p\">(<\/span><span class=\"kp\">nil<\/span><span class=\"p\">,<\/span> <span class=\"ss\">host: <\/span><span class=\"s1\">'localhost'<\/span><span class=\"p\">,<\/span> <span class=\"ss\">port: <\/span><span class=\"mi\">24224<\/span><span class=\"p\">)<\/span>\r\n\r\n<span class=\"n\">log<\/span><span class=\"p\">.<\/span><span class=\"nf\">post<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"kpi.user_login\"<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span><span class=\"ss\">user_id: <\/span><span class=\"n\">user_id<\/span><span class=\"p\">,<\/span> <span class=\"ss\">user_email: <\/span><span class=\"n\">user_email<\/span><span class=\"p\">})<\/span>\r\n<span class=\"n\">log<\/span><span class=\"p\">.<\/span><span class=\"nf\">post<\/span><span class=\"p\">(<\/span><span class=\"s2\">\"kpi.user_register\"<\/span><span class=\"p\">,<\/span> <span class=\"p\">{<\/span><span class=\"ss\">user_id: <\/span><span class=\"n\">user_id<\/span><span class=\"p\">,<\/span> <span class=\"ss\">user_email: <\/span><span class=\"n\">user_email<\/span><span class=\"p\">})<\/span>\r\n<\/code><\/pre>\n<h2>\u6d41\u7545\u7684\u65e5\u5fd7\u8bb0\u5f55\u5668<\/h2>\n<p>\u4f7f\u7528fluent-plugin-elasticsearch\u63d2\u4ef6\u5c06\u6570\u636e\u5b58\u50a8\u5230elasticsearch\u4e2d\u3002<br \/>\n\u94fe\u63a5\uff1ahttps:\/\/github.com\/uken\/fluent-plugin-elasticsearch<\/p>\n<pre class=\"post-pre\"><code>&lt;match kpi.user_register&gt;\r\n  type copy\r\n  &lt;store&gt;\r\n    type elasticsearch\r\n\r\n    index_name kpi\r\n    type_name user_register\r\n\r\n    include_tag_key true\r\n    tag_key @log_name\r\n\r\n    host localhost\r\n    port 9200\r\n\r\n    logstash_format true\r\n    logstash_prefix kpi.user_register\r\n\r\n    flush_interval 3s\r\n  &lt;\/store&gt;\r\n\r\n  &lt;store&gt;\r\n    type file\r\n    path \/var\/log\/td-agent\/kpi.user_register.log\r\n  &lt;\/store&gt;\r\n&lt;\/match&gt;\r\n\r\n&lt;match kpi.user_login&gt;\r\n  type copy\r\n  &lt;store&gt;\r\n    type elasticsearch\r\n\r\n    index_name kpi\r\n    type_name user_login\r\n\r\n    include_tag_key true\r\n    tag_key @log_name\r\n\r\n    host localhost\r\n    port 9200\r\n\r\n    logstash_format true\r\n    logstash_prefix kpi.user_login\r\n\r\n    flush_interval 3s\r\n  &lt;\/store&gt;\r\n\r\n  &lt;store&gt;\r\n    type file\r\n    path \/var\/log\/td-agent\/kpi.user_login.log\r\n  &lt;\/store&gt;\r\n&lt;\/match&gt;\r\n<\/code><\/pre>\n<p>\u53ea\u6709\u5c06 logstash_format \u8bbe\u7f6e\u4e3a true\uff0cKibana \u624d\u4f1a\u6309\u9884\u671f\u7684\u683c\u5f0f\u663e\u793a\u3002<br \/>\n\u5982\u679c\u4e0d\u6307\u5b9a logstash_prefix\uff0cuser_register \u548c user_login \u5c06\u4ee5\u76f8\u540c\u7684\u7d22\u5f15\u548c\u67b6\u6784\u5b58\u5165\u3002<br \/>\n\u7531\u4e8e\u53ef\u4ee5\u7528\u4e8e\u8c03\u8bd5\uff0c\u53ef\u4ee5\u4f7f\u7528 type copy \u5c06\u5176\u5199\u5165 Elasticsearch \u4ee5\u5916\u7684\u53e6\u4e00\u4e2a\u6587\u4ef6\u4e2d\uff0c\u8fd9\u6837\u66f4\u65b9\u4fbf\u3002<\/p>\n<h2>\u5f39\u6027\u641c\u7d22<\/h2>\n<p>\u4f7f\u7528head\u63d2\u4ef6\u7b49\u786e\u8ba4\u6570\u636e\u5df2\u88ab\u6295\u5165\u5230elasticsearch\u4e2d\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 21.54.08.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d458c37434c4406ca2de8\/13-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 21.54.08.png\" \/><\/div>\n<p>\u6bcf\u5929\u90fd\u4f1a\u521b\u5efa\u540d\u4e3akpi.user_login-YYYY.MM.DD\u548ckpi.user_register-YYYY.MM.DD\u7684\u7d22\u5f15\u3002<\/p>\n<p>\u5f53\u65e5\u671f\u671b\u53d1\u751f\u53d8\u5316\u65f6\uff0c\u5c06\u521b\u5efa\u4e00\u4e2a\u65b0\u7684\u7d22\u5f15\uff0c\u4f46\u662f\uff0c\u8fd9\u65f6\u5982\u679c JSON \u6570\u636e\u53d1\u751f\u53d8\u5316\uff0c\u5c31\u4f1a\u5bfc\u81f4\u6a21\u5f0f\u53d1\u751f\u53d8\u5316\uff0c\u4ece\u800c\u5bfc\u81f4\u5728 Kibana \u4eea\u8868\u677f\u4e0a\u4f7f\u7528\u7684\u5c5e\u6027\u88ab\u66f4\u6539\u6216\u5220\u9664\uff0c\u56e0\u6b64\u9700\u8981\u6ce8\u610f\u4e0d\u80fd\u518d\u67e5\u770b\u4eea\u8868\u677f\u3002<\/p>\n<p>\u5982\u679c\u60f3\u8981\u66f4\u6539Logstash\u7684\u65e5\u671f\u7c92\u5ea6\uff0c\u53ef\u4ee5\u53c2\u8003\u4e0b\u9762\u7684\u6587\u7ae0\uff1ahttp:\/\/y-ken.hatenablog.com\/entry\/fluentd-elasticsearch-kibana-index-partitioning<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 21.58.26.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d458c37434c4406ca2de8\/17-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 21.58.26.png\" \/><\/div>\n<p>\u5f53\u5728head\u63d2\u4ef6\u7684\u6d4f\u89c8\u5668\u9009\u9879\u5361\u4e2d\u6307\u5b9aindex\/type\u540e\uff0c\u53ef\u4ee5\u67e5\u770b\u6570\u636e\u4ee5\u4fbf\u8f7b\u677e\u786e\u8ba4\u6a21\u5f0f\u662f\u5426\u6b63\u5e38\u521b\u5efa\u3002<\/p>\n<h2>Kibana \u53ef\u89c6\u5316\u5206\u6790\u5de5\u5177<\/h2>\n<h3>\u7d22\u5f15\u6ce8\u518c<\/h3>\n<p>\u8bbe\u7f6e &gt; \u7d22\u5f15\u4e2d\u6307\u5b9aelasticsearch\u521b\u5efa\u7684\u7d22\u5f15\u5e76\u4fdd\u5b58\u3002<br \/>\n\u65e5\u671f\u90e8\u5206\u4f7f\u7528\u901a\u914d\u7b26\u3002<br \/>\n\u203bIndices\u662f\u7d22\u5f15\u7684\u590d\u6570\u5f62\u5f0f\uff01<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.00.10.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d458c37434c4406ca2de8\/22-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.00.10.png\" \/><\/div>\n<h3>\u641c\u7d22\u6761\u4ef6\u8bbe\u7f6e<\/h3>\n<p>\u5728&#8221;Discover&#8221;\u9009\u9879\u5361\u4e2d\u8fdb\u884c\u5bfc\u822a\u3002\u6253\u5f00\u5de6\u4e0a\u65b9\u663e\u793a\u7684\u7d22\u5f15\u901a\u914d\u7b26\u540d\u79f0\u7684\u4e0b\u62c9\u83dc\u5355\uff0c\u60a8\u53ef\u4ee5\u9009\u62e9\u53e6\u4e00\u4e2a\u7d22\u5f15\u3002\u5728\u8fd9\u91cc\uff0c\u60a8\u53ef\u4ee5\u7c97\u7565\u9009\u62e9\u7d22\u5f15\uff0c\u5e76\u5728\u6700\u4e0a\u9762\u7684\u641c\u7d22\u680f\u4e2d\u4ec5\u6307\u5b9a&#8221;*&#8221;\u6765\u8fdb\u4e00\u6b65\u7b5b\u9009\u6761\u4ef6\uff08\u672c\u6b21\u9009\u62e9\u83b7\u53d6\u5168\u90e8\u7ed3\u679c\uff09\u3002<br \/>\n\u7136\u540e\uff0c\u901a\u8fc7\u53f3\u4e0a\u65b9\u7684&#8221;Save Search&#8221;\u6309\u94ae\uff0c\u7ed9\u641c\u7d22\u7ed3\u679c\u547d\u540d\u5e76\u4fdd\u5b58\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.06.24.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d458c37434c4406ca2de8\/25-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.06.24.png\" \/><\/div>\n<p>\u53ef\u4ee5\u5728\u300c\u8bbe\u7f6e\u300d&gt;\u300c\u5bf9\u8c61\u300d&gt;\u300c\u641c\u7d22\u300d\u4e2d\u67e5\u770b\u6240\u521b\u5efa\u7684\u641c\u7d22\u6761\u4ef6\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.16.27.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d458c37434c4406ca2de8\/27-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.16.27.png\" \/><\/div>\n<h3>\u53ef\u89c6\u5316\u89c4\u5219\u6ce8\u518c<\/h3>\n<p>\u9009\u62e9\u5782\u76f4\u67f1\u72b6\u56fe\uff0c\u4ece\u5df2\u4fdd\u5b58\u7684\u641c\u7d22\u4e2d\u9009\u62e9\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.18.23.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d458c37434c4406ca2de8\/30-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.18.23.png\" \/><\/div>\n<p>Y\u8f74\uff1a\u5982\u679c\u5c06count\u4f5c\u4e3aY\u8f74\u503c\uff0c\u5219\u7b80\u5355\u5730\u5c06\u65e5\u5fd7\u603b\u6570\u4f5c\u4e3aY\u8f74\u7684\u503c\u3002<br \/>\nX\u8f74\uff1a\u5982\u679c\u5c06Aggregation\u8bbe\u7f6e\u4e3a\u201c\u65e5\u671f\u67f1\u72b6\u56fe\u201d\uff0c\u5219\u6309@timestamp\u6392\u5217X\u8f74\u3002<br \/>\n\u70b9\u51fb\u64ad\u653e\u6309\u94ae\u540e\uff0c\u56fe\u5f62\u9884\u89c8\u5c06\u66f4\u65b0\u3002<br \/>\n\u5982\u679c\u56fe\u5f62\u663e\u793a\u4e0d\u6b63\u5e38\uff0c\u8bf7\u68c0\u67e5\u53f3\u4e0a\u65b9\u7684\u65f6\u95f4\u8303\u56f4\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.21.02.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d458c37434c4406ca2de8\/32-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.21.02.png\" \/><\/div>\n<p>\u53ef\u4ee5\u50cf\u5728\u6ce8\u518c\u641c\u7d22\u6761\u4ef6\u65f6\u4e00\u6837\uff0c\u901a\u8fc7\u53f3\u4e0a\u89d2\u7684\u6309\u94ae\u7ed9\u53ef\u89c6\u5316\u547d\u540d\u5e76\u4fdd\u5b58\u3002<\/p>\n<p>\u5982\u679c\u8fd8\u6709\u5176\u4ed6\u7528\u6237\u5c5e\u6027\u7684\u8bdd\uff0c\u5f53\u7136\u4e5f\u53ef\u4ee5\u4f7f\u7528\u997c\u56fe\u6765\u76d1\u89c6\u6bd4\u4f8b\u3002<\/p>\n<h3>\u4eea\u8868\u677f\u6ce8\u518c<\/h3>\n<p>\u8bf7\u70b9\u51fb\u53f3\u4e0a\u89d2\u7684\u201c+\u201d\u6309\u94ae\uff0c\u9009\u62e9\u201cVisualize\u201d\uff0c\u5e76\u5c06\u5176\u653e\u7f6e\u5728\u60a8\u559c\u6b22\u7684\u4f4d\u7f6e\u3002<br \/>\n\u4ee5\u540c\u6837\u7684\u65b9\u5f0f\u4e3a\u4eea\u8868\u677f\u547d\u540d\uff0c\u5e76\u4fdd\u5b58\u3002<\/p>\n<div><img decoding=\"async\" class=\"post-images\" title=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.41.46.png\" src=\"https:\/\/cdn.silicloud.com\/blog-img\/blog\/img\/657d458c37434c4406ca2de8\/36-0.png\" alt=\"\u30b9\u30af\u30ea\u30fc\u30f3\u30b7\u30e7\u30c3\u30c8 2015-08-24 22.41.46.png\" \/><\/div>\n<h1>\u53c2\u8003\u8d44\u6599<\/h1>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">http:\/\/inokara.hateblo.jp\/entry\/2013\/11\/30\/104023<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">http:\/\/www.fluentd.org\/guides\/recipes\/elasticsearch-and-s3<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">http:\/\/shiro-16.hatenablog.com\/entry\/2014\/11\/30\/214439<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">\n<li style=\"list-style-type: none;\">\n<ul class=\"post-ul\">https:\/\/github.com\/uken\/fluent-plugin-elasticsearch<\/ul>\n<\/li>\n<\/ul>\n<p>&nbsp;<\/p>\n<ul class=\"post-ul\">http:\/\/y-ken.hatenablog.com\/entry\/fluentd-elasticsearch-kibana-index-partitioning<\/ul>\n","protected":false},"excerpt":{"rendered":"<p>\u6211\u5011\u5c07\u7701\u7565\u5b89\u88dd\u6b65\u9a5f\u548c\u57fa\u672c\u8a2d\u5b9a\u3002 \u4ee5\u4e0b\u662f\u4e3b\u8981\u95dc\u65bc\u4f7f\u7528Kibana\u7684\u6307\u5357\uff0c\u7528\u65bc\u53ef\u8996\u5316KPI\u65e5\u8a8c\u3002 \u76ee\u6807 KPI\u3068\u306a [&hellip;]<\/p>\n","protected":false},"author":11,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[1],"tags":[],"class_list":["post-41169","post","type-post","status-publish","format-standard","hentry","category-uncategorized"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.5 (Yoast SEO v21.5) - 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