{"id":32696,"date":"2025-03-04T10:39:47","date_gmt":"2025-03-04T02:39:47","guid":{"rendered":"https:\/\/www.yunshan.net\/blog\/?p=32696"},"modified":"2025-03-04T10:39:47","modified_gmt":"2025-03-04T02:39:47","slug":"skywalking%e7%9a%84%e7%9b%91%e6%8e%a7%e6%95%b0%e6%8d%ae%e5%a6%82%e4%bd%95%e4%b8%8ebi%e5%b7%a5%e5%85%b7%e9%9b%86%e6%88%90%ef%bc%9f","status":"publish","type":"post","link":"https:\/\/www.yunshan.net\/blog\/archives\/32696.html","title":{"rendered":"SkyWalking\u7684\u76d1\u63a7\u6570\u636e\u5982\u4f55\u4e0eBI\u5de5\u5177\u96c6\u6210\uff1f"},"content":{"rendered":"<p style=\"text-align: center;\">\n<p><img decoding=\"async\" src=\"https:\/\/pic.zadbj010.com\/2025\/28a0091ca901ec8.jpg\" alt=\"SkyWalking\u7684\u76d1\u63a7\u6570\u636e\u5982\u4f55\u4e0eBI\u5de5\u5177\u96c6\u6210\uff1f\" ><\/p>\n<\/p>\n<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u4f01\u4e1a\u7cfb\u7edf\u4ea7\u751f\u7684\u76d1\u63a7\u6570\u636e\u91cf\u6b63\u4ee5\u6307\u6570\u7ea7\u589e\u957f\u3002\u5f53Apache <a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a>\u8fd9\u7c7b\u9876\u5c16APM\u5de5\u5177\u6355\u83b7\u5230\u6bcf\u79d2\u6570\u4ee5\u4e07\u8ba1\u7684\u5fae\u670d\u52a1\u6307\u6807\u65f6\uff0c\u5982\u4f55\u8ba9\u8fd9\u4e9b\u6570\u636e\u7a81\u7834\u6280\u672f\u56e2\u961f\u7684&rdquo;\u4e13\u5c5e\u9886\u57df&rdquo;\uff0c\u8f6c\u5316\u4e3a\u4f01\u4e1a\u51b3\u7b56\u5c42\u7684\u6218\u7565\u8d44\u4ea7\uff1f\u8fd9\u6b63\u662f\u5c06<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">SkyWalking<\/a>\u76d1\u63a7\u6570\u636e\u4e0e\u5546\u4e1a\u667a\u80fd\uff08BI\uff09\u5de5\u5177\u8fdb\u884c\u6df1\u5ea6\u6574\u5408\u7684\u6838\u5fc3\u4ef7\u503c\u6240\u5728\u3002\u901a\u8fc7\u6253\u901a\u6280\u672f\u76d1\u63a7\u4e0e\u5546\u4e1a\u5206\u6790\u7684&rdquo;\u4efb\u7763\u4e8c\u8109&rdquo;\uff0c\u4f01\u4e1a\u4e0d\u4ec5\u80fd\u5b9e\u65f6\u900f\u89c6\u7cfb\u7edf\u5065\u5eb7\u5ea6\uff0c\u66f4\u80fd\u4ece\u6d77\u91cf\u8fd0\u7ef4\u6570\u636e\u4e2d\u6316\u6398\u51fa\u9a71\u52a8\u4e1a\u52a1\u589e\u957f\u7684\u9ec4\u91d1\u6d1e\u5bdf\u3002<\/p>\n<hr>\n<h3 id=\"\u4e00-skywalking\u76d1\u63a7\u6570\u636e\u7684\u4ef7\u503c\u91cd\u6784\">\u4e00\u3001SkyWalking\u76d1\u63a7\u6570\u636e\u7684\u4ef7\u503c\u91cd\u6784<\/h3>\n<p>\u4f5c\u4e3a\u5206\u5e03\u5f0f\u7cfb\u7edf\u76d1\u63a7\u9886\u57df\u7684\u6807\u6746\u5de5\u5177\uff0c<strong>SkyWalking 8.9+\u7248\u672c<\/strong>\u5df2\u5177\u5907\u6bcf\u79d2\u5904\u7406\u767e\u4e07\u7ea7Span\u7684\u80fd\u529b\u3002\u5176\u91c7\u96c6\u7684\u6307\u6807\u6570\u636e\u6db5\u76d6\u4eceJVM\u6027\u80fd\u3001\u6570\u636e\u5e93\u6162\u67e5\u8be2\u5230\u670d\u52a1\u62d3\u6251\u5173\u7cfb\u7684\u5b8c\u6574\u7ef4\u5ea6\uff0c\u5f62\u6210\u5305\u542btrace\u3001metric\u3001log\u7684\u9ec4\u91d1\u6570\u636e\u4e09\u89d2\u3002\u4f46\u8fd9\u4e9b\u539f\u59cb\u6570\u636e\u5f80\u5f80\u5b58\u5728\u4e09\u4e2a\u5173\u952e\u6311\u6218\uff1a<\/p>\n<ol>\n<li>\u65f6\u95f4\u5e8f\u5217\u7279\u6027\u5bfc\u81f4\u6570\u636e\u7ef4\u5ea6\u5355\u4e00\n<\/li>\n<li>\u6280\u672f\u672f\u8bed\u6784\u5efa\u7684\u7406\u89e3\u58c1\u5792\n<\/li>\n<li>\u5b9e\u65f6\u6d41\u6570\u636e\u4e0e\u79bb\u7ebf\u5206\u6790\u7684\u5272\u88c2\n<\/li>\n<\/ol>\n<p>\u901a\u8fc7\u4e0eBI\u5de5\u5177\u7684\u96c6\u6210\uff0c\u6211\u4eec\u53ef\u4ee5\u8fd0\u7528<strong>\u6570\u636e\u6e56\u67b6\u6784<\/strong>\u5bf9\u76d1\u63a7\u6570\u636e\u8fdb\u884c\u91cd\u7ec4\uff1a\u5c06trace\u6570\u636e\u8f6c\u5316\u4e3a\u7528\u6237\u65c5\u7a0b\u5206\u6790\uff0c\u5c06\u8d44\u6e90\u5229\u7528\u7387\u6307\u6807\u6620\u5c04\u4e3a\u6210\u672c\u4f18\u5316\u6a21\u578b\uff0c\u8ba9\u539f\u672c\u4ec5\u7528\u4e8e\u6545\u969c\u6392\u67e5\u7684\u6570\u636e\uff0c\u8f6c\u53d8\u4e3a\u9a71\u52a8\u4e1a\u52a1\u51b3\u7b56\u7684\u667a\u80fd\u71c3\u6599\u3002<\/p>\n<hr>\n<h3 id=\"\u4e8c-\u6570\u636e\u5bf9\u63a5\u7684\u6280\u672f\u5b9e\u73b0\u8def\u5f84\">\u4e8c\u3001\u6570\u636e\u5bf9\u63a5\u7684\u6280\u672f\u5b9e\u73b0\u8def\u5f84<\/h3>\n<h4 id=\"2-1-\u6570\u636e\u5bfc\u51fa\u6807\u51c6\u5316\">2.1 \u6570\u636e\u5bfc\u51fa\u6807\u51c6\u5316<\/h4>\n<p>SkyWalking\u539f\u751f\u652f\u6301<strong>PromQL\u683c\u5f0f<\/strong>\u7684\u6307\u6807\u8f93\u51fa\uff0c\u8fd9\u4e3a\u5bf9\u63a5Tableau\u3001Power BI\u7b49\u4e3b\u6d41\u5de5\u5177\u63d0\u4f9b\u4e86\u5929\u7136\u63a5\u53e3\u3002\u901a\u8fc7\u914d\u7f6e<code>storage-query-graphql<\/code>\u63a5\u53e3\uff0c\u53ef\u5b9e\u73b0\uff1a<\/p>\n<pre><code class=\"language-graphql\">query {  \r\nmetrics(condition: {name: &quot;service_resp_time&quot;, entity: {scope: Service}}) {  \r\nvalues {  \r\nid  \r\nvalue  \r\n}  \r\n}  \r\n}  \r\n<\/code><\/pre>\n<p>\u5bf9\u4e8e\u9700\u8981\u6df1\u5ea6\u96c6\u6210\u7684\u573a\u666f\uff0c\u53ef\u91c7\u7528<strong>Apache Kafka\u4e2d\u95f4\u4ef6<\/strong>\u6784\u5efa\u6570\u636e\u7ba1\u9053\u3002\u5728<code>application.yml<\/code>\u4e2d\u914d\u7f6eBanyanDB exporter\uff0c\u5c06\u5b9e\u65f6\u6570\u636e\u6d41\u6301\u7eed\u6ce8\u5165Kafka\u96c6\u7fa4\uff0c\u5f62\u6210\u53ef\u88abBI\u5de5\u5177\u6d88\u8d39\u7684\u6807\u51c6\u5316\u6570\u636e\u6d41\u3002<\/p>\n<h4 id=\"2-2-\u591a\u7ef4\u6570\u636e\u5efa\u6a21\">2.2 \u591a\u7ef4\u6570\u636e\u5efa\u6a21<\/h4>\n<p>\u5728BI\u7cfb\u7edf\u4e2d\u6784\u5efa\u661f\u578b\u6a21\u578b\u65f6\uff0c\u5efa\u8bae\u91c7\u7528\u4e09\u5c42\u7ed3\u6784\uff1a<\/p>\n<ol>\n<li><strong>\u57fa\u7840\u5c42<\/strong>\uff1a\u4fdd\u7559\u539f\u59cb\u65f6\u95f4\u6233\u3001\u670d\u52a1ID\u7b49\u660e\u7ec6\u6570\u636e\n<\/li>\n<li><strong>\u805a\u5408\u5c42<\/strong>\uff1a\u6309\u4e1a\u52a1\u5355\u5143\u9884\u8ba1\u7b97P99\u5ef6\u8fdf\u3001\u9519\u8bef\u7387\u7b49\u5173\u952eSLO\n<\/li>\n<li><strong>\u5e94\u7528\u5c42<\/strong>\uff1a\u5efa\u7acb\u4e0e\u4e1a\u52a1KPI\uff08\u5982\u8ba2\u5355\u8f6c\u5316\u7387\uff09\u7684\u5173\u8054\u6a21\u578b\n<\/li>\n<\/ol>\n<p>\u67d0\u7535\u5546\u5e73\u53f0\u901a\u8fc7\u5c06<strong>\u8d2d\u7269\u8f66\u653e\u5f03\u7387<\/strong>\u4e0e\u652f\u4ed8\u670d\u52a1\u7684GC\u6682\u505c\u65f6\u95f4\u5efa\u7acb\u56de\u5f52\u5206\u6790\uff0c\u6210\u529f\u5b9a\u4f4d\u51fa\u5fae\u670d\u52a1\u914d\u7f6e\u7f3a\u9677\u5bfc\u81f4\u7684\u5e74\u5ea6\u635f\u5931\u8fbe$2.3M\u7684\u95ee\u9898\u6839\u6e90\u3002<\/p>\n<hr>\n<h3 id=\"\u4e09-\u53ef\u89c6\u5316\u667a\u80fd\u5206\u6790\u5b9e\u6218\">\u4e09\u3001\u53ef\u89c6\u5316\u667a\u80fd\u5206\u6790\u5b9e\u6218<\/h3>\n<h4 id=\"3-1-\u52a8\u6001\u9608\u503c\u9884\u8b66\">3.1 \u52a8\u6001\u9608\u503c\u9884\u8b66<\/h4>\n<p>\u4f20\u7edf\u9759\u6001\u9608\u503c\u544a\u8b66\u5728\u590d\u6742\u7cfb\u7edf\u4e2d\u5f80\u5f80\u4ea7\u751f\u5927\u91cf\u8bef\u62a5\u3002\u901a\u8fc7\u5c06SkyWalking\u6307\u6807\u63a5\u5165<strong>Microsoft Power BI<\/strong>\uff0c\u53ef\u5229\u7528\u5176AI\u529f\u80fd\u5b9e\u73b0\uff1a<\/p>\n<ul>\n<li>\u57fa\u4e8e\u65f6\u95f4\u5e8f\u5217\u9884\u6d4b\u7684\u5f39\u6027\u9608\u503c\n<\/li>\n<li>\u5f02\u5e38\u6a21\u5f0f\u81ea\u52a8\u8bc6\u522b\uff08\u5982\u5468\u4e94\u665a\u9ad8\u5cf0\u7684\u7279\u6b8a\u5f62\u6001\uff09\n<\/li>\n<li><a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">\u6839\u56e0\u5206\u6790<\/a>\u7684\u51b3\u7b56\u6811\u53ef\u89c6\u5316\n<\/li>\n<\/ul>\n<p>\u67d0\u91d1\u878d\u79d1\u6280\u516c\u53f8\u5229\u7528\u6b64\u65b9\u6cd5\uff0c\u5c06\u8bef\u8b66\u7387\u4ece32%\u964d\u81f37%\uff0c\u540c\u65f6MTTR\u7f29\u77ed40%\u3002<\/p>\n<h4 id=\"3-2-\u6210\u672c\u6548\u80fd\u770b\u677f\">3.2 \u6210\u672c\u6548\u80fd\u770b\u677f<\/h4>\n<p>\u5728<strong>Tableau<\/strong>\u4e2d\u6784\u5efa\u7684\u6df7\u5408\u6570\u636e\u770b\u677f\uff0c\u53ef\u5c06\uff1a<\/p>\n<ul>\n<li>\u5bb9\u5668\u8d44\u6e90\u5229\u7528\u7387 \u2192 \u4e91\u6210\u672c\u5206\u6790\n<\/li>\n<li>API\u8c03\u7528\u9891\u6b21 \u2192 \u4e1a\u52a1\u6d41\u91cf\u9884\u6d4b\n<\/li>\n<li>\u6570\u636e\u5e93\u67e5\u8be2\u8017\u65f6 \u2192 \u57fa\u7840\u8bbe\u65bd\u6269\u5bb9\u89c4\u5212\n<\/li>\n<\/ul>\n<p>\u67d0\u89c6\u9891\u6d41\u5a92\u4f53\u5e73\u53f0\u901a\u8fc7\u5173\u8054CDN\u8282\u70b9\u5ef6\u8fdf\u4e0e\u7528\u6237\u7559\u5b58\u6570\u636e\uff0c\u4f18\u5316\u4e86\u8fb9\u7f18\u8282\u70b9\u5e03\u5c40\u7b56\u7565\uff0c\u4f7f\u5b63\u5ea6\u5e26\u5bbd\u6210\u672c\u4e0b\u964d18%\u3002<\/p>\n<hr>\n<h3 id=\"\u56db-\u4f01\u4e1a\u7ea7\u96c6\u6210\u65b9\u6848\u8bbe\u8ba1\">\u56db\u3001\u4f01\u4e1a\u7ea7\u96c6\u6210\u65b9\u6848\u8bbe\u8ba1<\/h3>\n<h4 id=\"4-1-\u5b89\u5168\u67b6\u6784\u8bbe\u8ba1\">4.1 \u5b89\u5168\u67b6\u6784\u8bbe\u8ba1<\/h4>\n<p>\u5728\u6570\u636e\u6d41\u8f6c\u8fc7\u7a0b\u4e2d\u5fc5\u987b\u6784\u5efa\u591a\u5c42\u9632\u62a4\uff1a<\/p>\n<ul>\n<li>\u4f20\u8f93\u5c42\uff1a\u91c7\u7528mTLS\u52a0\u5bc6SkyWalking\u5230\u6d88\u606f\u961f\u5217\u7684\u901a\u9053\n<\/li>\n<li>\u5b58\u50a8\u5c42\uff1a\u4f7f\u7528BI\u5de5\u5177\u7684Row-level Security\u7b56\u7565\n<\/li>\n<li>\u6743\u9650\u63a7\u5236\uff1a\u901a\u8fc7OAuth2.0\u5b9e\u73b0\u5b57\u6bb5\u7ea7\u6570\u636e\u8131\u654f\n<\/li>\n<\/ul>\n<h4 id=\"4-2-\u6027\u80fd\u4f18\u5316\u7b56\u7565\">4.2 \u6027\u80fd\u4f18\u5316\u7b56\u7565<\/h4>\n<p>\u9762\u5bf9\u6d77\u91cf\u76d1\u63a7\u6570\u636e\u65f6\u9700\u6ce8\u610f\uff1a<\/p>\n<ul>\n<li>\u5728ETL\u8fc7\u7a0b\u4e2d\u91c7\u7528<strong>\u589e\u91cf\u5408\u5e76\uff08Merge on Read\uff09<\/strong>\u4ee3\u66ff\u5168\u91cf\u5237\u65b0\n<\/li>\n<li>\u5bf9\u65f6\u5e8f\u6570\u636e\u5b9e\u65bd\u667a\u80fd\u964d\u91c7\u6837\uff1a\u539f\u59cb1s\u7cbe\u5ea6\u6570\u636e\u5728BI\u4e2d\u957f\u671f\u5b58\u50a8\u65f6\u81ea\u52a8\u8f6c\u6362\u4e3a5min\u7cbe\u5ea6\n<\/li>\n<li>\u5efa\u7acb\u5217\u5f0f\u5b58\u50a8\u7d22\u5f15\u52a0\u901f\u591a\u7ef4\u5206\u6790\n<\/li>\n<\/ul>\n<p>\u67d0\u667a\u80fd\u5236\u9020\u4e1a\u5ba2\u6237\u5b9e\u65bd\u4e0a\u8ff0\u65b9\u6848\u540e\uff0c10\u4ebf\u884c\u7ea7\u6570\u636e\u96c6\u7684\u5373\u5e2d\u67e5\u8be2\u54cd\u5e94\u65f6\u95f4\u4ece\u5206\u949f\u7ea7\u964d\u81f3\u4e9a\u79d2\u7ea7\u3002<\/p>\n<hr>\n<h3 id=\"\u4e94-\u521b\u65b0\u5e94\u7528\u573a\u666f\u63a2\u7d22\">\u4e94\u3001\u521b\u65b0\u5e94\u7528\u573a\u666f\u63a2\u7d22<\/h3>\n<h4 id=\"5-1-\u667a\u80fd\u8fd0\u7ef4\u51b3\u7b56\">5.1 \u667a\u80fd\u8fd0\u7ef4\u51b3\u7b56<\/h4>\n<p>\u5c06BI\u4e2d\u7684\u81ea\u7136\u8bed\u8a00\u5904\u7406\u6a21\u5757\u4e0e\u76d1\u63a7\u6570\u636e\u7ed3\u5408\uff0c\u4e1a\u52a1\u4e3b\u7ba1\u53ef\u76f4\u63a5\u8be2\u95ee\uff1a&rdquo;\u8fc7\u53bb\u4e09\u4e2a\u6708\u54ea\u4e2a\u670d\u52a1\u5bf9\u8ba2\u5355\u5931\u8d25\u5f71\u54cd\u6700\u5927\uff1f&rdquo;\u7cfb\u7edf\u81ea\u52a8\u751f\u6210\u5305\u542b\u670d\u52a1\u62d3\u6251\u56fe\u3001\u65f6\u5e8f\u76f8\u5173\u6027\u5206\u6790\u7684\u53ef\u89c6\u5316\u62a5\u544a\u3002<\/p>\n<h4 id=\"5-2-\u5bb9\u91cf\u89c4\u5212\u6a21\u62df\">5.2 \u5bb9\u91cf\u89c4\u5212\u6a21\u62df<\/h4>\n<p>\u5728<strong>Qlik Sense<\/strong>\u4e2d\u5efa\u7acb\u8499\u7279\u5361\u6d1b\u4eff\u771f\u6a21\u578b\uff0c\u8f93\u5165\u4fc3\u9500\u6d3b\u52a8\u9884\u671f\u6d41\u91cf\u540e\uff0c\u7cfb\u7edf\u81ea\u52a8\u63a8\u7b97\u51fa\u6240\u9700\u7684Pod\u6570\u91cf\u3001\u6570\u636e\u5e93\u8fde\u63a5\u6c60\u5927\u5c0f\u7b49\u5173\u952e\u53c2\u6570\uff0c\u51c6\u786e\u7387\u8fbe92%\u3002<\/p>\n<h4 id=\"5-3-\u6545\u969c\u6eaf\u6e90\u77e5\u8bc6\u5e93\">5.3 \u6545\u969c\u6eaf\u6e90\u77e5\u8bc6\u5e93<\/h4>\n<p>\u901a\u8fc7\u6574\u5408\u5386\u53f2\u6545\u969c\u7684\u76d1\u63a7\u5feb\u7167\u4e0e\u89e3\u51b3\u65b9\u6848\uff0c\u6784\u5efa\u53ef\u641c\u7d22\u7684\u6545\u969c\u56fe\u8c31\u3002\u5f53\u65b0\u544a\u8b66\u89e6\u53d1\u65f6\uff0c\u7cfb\u7edf\u81ea\u52a8\u63a8\u9001\u76f8\u4f3c\u6848\u4f8b\u7684\u5904\u7f6e\u65b9\u6848\uff0c\u4f7fL1\u5de5\u7a0b\u5e08\u7684\u95ee\u9898\u89e3\u51b3\u6548\u7387\u63d0\u534765%\u3002<\/p>\n<hr>\n<h3 id=\"\u516d-\u6280\u672f\u9009\u578b\u5efa\u8bae\">\u516d\u3001\u6280\u672f\u9009\u578b\u5efa\u8bae<\/h3>\n<p>\u6839\u636eGartner 2023\u5e74\u62a5\u544a\uff0c\u4e0d\u540c\u573a\u666f\u4e0b\u7684\u63a8\u8350\u65b9\u6848\u7ec4\u5408\u4e3a\uff1a<\/p>\n<ul>\n<li><strong>\u5b9e\u65f6\u51b3\u7b56\u573a\u666f<\/strong>\uff1aSkyWalking + Apache Druid + Apache Superset\n<\/li>\n<li><strong>\u79bb\u7ebf\u5206\u6790\u573a\u666f<\/strong>\uff1aElasticsearch + Logstash + Tableau\n<\/li>\n<li><strong>\u6df7\u5408\u4e91\u73af\u5883<\/strong>\uff1a<a href=\"https:\/\/www.yunshan.net\/\"   target=\"_blank\" style=\"color:blue\">OpenTelemetry<\/a> Collector + Snowflake + Looker\n<\/li>\n<\/ul>\n<p>\u5728\u5b9e\u65bd\u8fc7\u7a0b\u4e2d\uff0c\u5efa\u8bae\u91c7\u7528<strong>\u6e10\u8fdb\u5f0f\u96c6\u6210<\/strong>\u7b56\u7565\uff1a\u5148\u4ece\u6838\u5fc3\u4e1a\u52a1\u7cfb\u7edf\u7684\u9ec4\u91d1\u6307\u6807\u5f00\u59cb\uff0c\u9010\u6b65\u6269\u5c55\u81f3\u5168\u94fe\u8def\u8ddf\u8e2a\u6570\u636e\u7684\u6df1\u5ea6\u6316\u6398\u3002\u540c\u65f6\u5efa\u7acb\u7531\u8fd0\u7ef4\u56e2\u961f\u3001\u6570\u636e\u5206\u6790\u5e08\u3001\u4e1a\u52a1\u8d1f\u8d23\u4eba\u7ec4\u6210\u7684\u8de8\u804c\u80fd\u5c0f\u7ec4\uff0c\u786e\u4fdd\u6280\u672f\u5b9e\u73b0\u4e0e\u4e1a\u52a1\u4ef7\u503c\u7684\u9ad8\u5ea6\u5bf9\u9f50\u3002<\/p>\n","protected":false},"excerpt":{"rendered":"<p>\u5728\u6570\u5b57\u5316\u8f6c\u578b\u6d6a\u6f6e\u5e2d\u5377\u5168\u7403\u7684\u4eca\u5929\uff0c\u4f01\u4e1a\u7cfb\u7edf\u4ea7\u751f\u7684\u76d1\u63a7\u6570\u636e\u91cf\u6b63\u4ee5\u6307\u6570\u7ea7\u589e\u957f\u3002\u5f53Apache 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