{"id":128,"date":"2026-07-30T19:30:17","date_gmt":"2026-07-30T11:30:17","guid":{"rendered":"https:\/\/www.taodajiang.cn\/?p=128"},"modified":"2026-07-30T19:30:17","modified_gmt":"2026-07-30T11:30:17","slug":"%e4%b8%8b%e4%b8%80%e4%bb%a3%e8%bf%90%e7%bb%b4%e5%b9%b3%e5%8f%b0-%ef%bc%8c-%e7%bb%88%e4%ba%8e%e6%9c%89%e4%ba%ba%e5%bc%80%e6%ba%90%e4%ba%86%e3%80%82","status":"publish","type":"post","link":"https:\/\/www.taodajiang.cn\/?p=128","title":{"rendered":"\u4e0b\u4e00\u4ee3\u8fd0\u7ef4\u5e73\u53f0 \uff0c \u7ec8\u4e8e\u6709\u4eba\u5f00\u6e90\u4e86\u3002"},"content":{"rendered":"

<\/span><\/section>\n
\n
<\/mp-common-profile><\/section>\n


<\/span><\/p>\n

\u505a\u8fd0\u7ef4\u7684\u4eba\u90fd\u77e5\u9053 \u3002<\/span><\/p>\n

\u5e94\u7528\u4e00\u4e0a\u7ebf,\u6027\u80fd\u95ee\u9898\u5c31\u5f00\u59cb\u63a5\u8e35\u800c\u6765\u3002\u54cd\u5e94\u6162\u3001\u9519\u8bef\u7387\u98d9\u5347\u3001\u670d\u52a1\u62d3\u6251\u4e00\u56e2\u4e71\u9ebb\u3002<\/span><\/p>\n

\u5149\u662f\u5b9a\u4f4d\u54ea\u4e2a\u670d\u52a1\u6162\u4e86\u3001\u54ea\u6761 SQL \u8017\u65f6\u9ad8\u3001\u54ea\u6b21\u8c03\u7528\u62d6\u57ae\u4e86\u6574\u6761\u94fe\u8def\u3002<\/span><\/p>\n

\u5c31\u5f97\u5728\u6307\u6807\u56fe\u8868\u3001Trace \u5217\u8868\u3001\u62d3\u6251\u56fe\u4e4b\u95f4\u6765\u56de\u5207\u6362\u3002<\/span><\/p>\n

\u6700\u8fd1\u5728 GitHub \u4e0a\u5237\u5230\u4e00\u4e2a\u9879\u76ee,\u611f\u89c9\u80fd\u7701\u4e0d\u5c11\u4e8b\u3002<\/span><\/p>\n

\u5b83\u53eb\u00a0<\/span>DataBuff<\/span><\/strong>\u00a0\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u5b83\u5c31\u662f\u4e00\u4e2a\u57fa\u4e8e OpenTelemetry \u7684 APM \u5e73\u53f0\uff0c\u548c Datadog\u3001SkyWalking \u5dee\u4e0d\u591a\uff0c\u670d\u52a1\u3001\u94fe\u8def\u3001\u62d3\u6251\u3001\u6307\u6807\u8fd9\u4e9b\u90fd\u80fd\u76f4\u63a5\u67e5\u770b\uff0c\u6392\u67e5\u95ee\u9898\u4e5f\u65b9\u4fbf\u5f97\u591a\u3002<\/span><\/strong><\/p>\n

\u4f46\u662f\u4e0d\u540c\u7684\u662f\uff0c\u5b83\u91cc\u9762\u6709\u4e00\u4e2aAI\u5927\u8111\u3002<\/span><\/p>\n

\u76f4\u63a5\u7528\u81ea\u7136\u8bed\u8a00\u95ee\u4e00\u53e5\u201corder-service \u9519\u8bef\u7387\u7a81\u7136\u5347\u9ad8\uff0c\u662f\u4ec0\u4e48\u539f\u56e0\uff1f\u201d\u5b83\u5c31\u53ef\u4ee5\u81ea\u52a8\u62c9\u53d6\u6307\u6807\u3001Trace\u3001\u62d3\u6251\uff0c\u7ed9\u4f60\u4e00\u4e2a\u8bca\u65ad\u7ed3\u8bba\u3002<\/span><\/p>\n

\u6709\u8da3\u7684\u662f\uff0c\u5b83\u4e0d\u662f\u5916\u6302\u4e00\u4e2a\u804a\u5929\u6846\uff0c\u800c\u662f\u8ba9 AI \u76f4\u63a5\u8bfb\u53d6\u9065\u6d4b\u6570\u636e\uff0c\u5e76\u6839\u636e\u771f\u5b9e\u6570\u636e\u6765\u4f5c\u7b54\u3002<\/span><\/p>\n

\u6211\u7ed9\u4f60\u6f14\u793a\u4e00\u4e0b\uff0c\u4f60\u5c31\u77e5\u9053\u8fd9\u4e2a\u4e1c\u897f\u6709\u591a\u65b9\u4fbf\u4e86<\/span><\/span><\/h2>\n

\u5047\u8bbe\u6211\u8981\u6392\u67e5 service-a \u54cd\u5e94\u53d8\u6162\u7684\u539f\u56e0\u3002\u76f4\u63a5\u5728AI\u5e73\u53f0\u4e0a\u8f93\u5165\uff1a<\/span><\/p>\n

service-a \u6700\u8fd1\u54cd\u5e94\u65f6\u95f4\u600e\u4e48\u6837?<\/span><\/p>\n

<\/span><\/figure>\n

\u5b83\u5c31\u5f00\u59cb\u67e5\u6307\u6807\u3002<\/span><\/strong><\/p>\n

AI \u81ea\u52a8\u83b7\u53d6 service-a \u7684\u54cd\u5e94\u65f6\u95f4\u8d8b\u52bf\uff0c\u5e73\u5747\u4e3a 240 \u6beb\u79d2\uff0c\u53d1\u73b0\u6700\u8fd11\u5c0f\u65f6\u5e73\u5747\u54cd\u5e94\u6709\u70b9\u95ee\u9898\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u7136\u540e\u770b\u62d3\u6251\u3002<\/span><\/strong><\/p>\n

\u663e\u793a\u4e86service-a\u8c03\u7528\u4e86service-g\uff0c\u800cservice-g\u53c8\u8fde\u63a5\u5230\u4e86[mysql]dcgl\u6570\u636e\u5e93\u8282\u70b9\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u7136\u540e\u627e\u5230\u6267\u884c\u901f\u5ea6\u6162\u7684SQL\u3002<\/span><\/strong><\/p>\n

\u5728\u63a5\u53e3\u8c03\u7528\u5206\u6790\u4e2d\uff0c\u6309\u7167\u54cd\u5e94\u65f6\u95f4\u4ece\u5927\u5230\u5c0f\u6392\u5217\uff0c\u53ef\u4ee5\u53d1\u73b0\u00a0<\/span>SELECT * FROM history LIMIT ?<\/span><\/code>\u00a0\u8fd9\u4e2a\u67e5\u8be2\u82b1\u8d39\u7684\u65f6\u95f4\u6700\u957f\uff0c\u5e73\u5747\u4e3a 1.03 \u79d2\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u6700\u540e\u70b9\u51fb\u56fe\u8868\u4e0b\u94bbTrace\u3002<\/span><\/strong><\/p>\n

\u70b9\u51fb\u8017\u65f6\u6700\u5927\u7684\u5730\u65b9\uff0c\u8fdb\u5165Trace\u5217\u8868\u4e2d\u627e\u5230\u6839\u56e0Span\uff0c\u786e\u8ba4\u662f\u8fd9\u6761SQL\u62d6\u57ae\u4e86\u6574\u4e2a\u94fe\u8def\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u628a\u5e94\u7528\u6027\u80fd\u76d1\u63a7\u4e2d\u6700\u91cd\u8981\u7684\u90e8\u5206\u5168\u6253\u901a\u4e86<\/span><\/span><\/h2>\n

01 AI \u539f\u751f\u6392\u969c\u3002<\/span><\/strong><\/p>\n

\u548c\u522b\u7684APM\u53ea\u6302\u4e00\u4e2a\u804a\u5929\u6846\u4e0d\u540c\uff0cDataBuff\u7684AI\u4f1a\u76f4\u63a5\u67e5\u8be2Trace\u3001\u6307\u6807\u3001\u62d3\u6251\u3001\u544a\u8b66\u3002<\/span><\/p>\n

\u5e73\u53f0\u5185\u542b\u201cAI\u5927\u8111\u201d\u3001\u201c\u667a\u80fd\u95ee\u6570\u4e13\u5bb6\u201d\u3001\u201c\u5de1\u68c0\u4e13\u5bb6\u201d\u4e09\u4e2a\u5c42\u6b21\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u590d\u6742\u7684\u53ef\u4ee5\u7531\u591a\u4e2a\u4e13\u5bb6\u540c\u65f6\u8fdb\u884c\u5408\u4f5c\uff0c\u6700\u540e\u5f97\u51fa\u4e00\u4e2a\u8bca\u65ad\u62a5\u544a\u3002<\/span><\/p>\n

02 OpenTelemetry \u539f\u751f\u652f\u6301\u3002<\/span><\/strong><\/p>\n

\u6309\u7167OTLP\u6807\u51c6\uff0cIngest\u670d\u52a1\u66b4\u9732\u4e86gRPC 4317\u548cHTTP 4318\u7aef\u53e3\u3002<\/span><\/p>\n

\u5e94\u7528\u4fa7\u53ea\u9700\u8981\u914d\u7f6eExporter\u6307\u5411\u540e\u7aef\u5730\u5740\uff0c\u4e0d\u9700\u8981\u7ed1\u5b9a\u4e13\u7528Agent\u3002<\/span><\/p>\n

\u652f\u6301\u4efb\u610f\u7684OTel SDK\u6216\u8005\u81ea\u52a8\u63d2\u4ef6\u3002<\/span><\/p>\n

03 \u670d\u52a1\u62d3\u6251\u81ea\u52a8\u7ed8\u5236\u3002<\/span><\/strong><\/p>\n

\u6839\u636eTrace\u4e2dSpan\u7236\u5b50\u5173\u7cfb\u6765\u81ea\u52a8\u753b\u51fa\u670d\u52a1\u548c\u4e2d\u95f4\u4ef6\u7684\u4f9d\u8d56\u56fe\u3002<\/span><\/p>\n

\u7528\u4e0d\u540c\u7684\u989c\u8272\u6765\u8868\u793a\u5065\u5eb7\u72b6\u51b5\uff08\u7ea2\u3001\u9ec4\u3001\u7eff\uff09\uff0c\u53ef\u4ee5\u5f88\u5feb\u5730\u53d1\u73b0\u662f\u54ea\u4e2a\u670d\u52a1\u6216\u8005\u7ec4\u4ef6\u51fa\u73b0\u4e86\u95ee\u9898\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u4e0d\u9700\u8981\u624b\u5de5\u7ef4\u62a4CMDB\u3002<\/span><\/p>\n

\u5e73\u53f0\u53ef\u4ee5\u81ea\u52a8\u8bc6\u522b\u51fa\u865a\u62df\u670d\u52a1\u8282\u70b9\u7684\u7c7b\u578b\uff0c\u4e2d\u95f4\u4ef6\u7ef4\u5ea6\u66f4\u52a0\u6e05\u6670\u3002<\/span><\/p>\n

04 \u6162SQL\u4e00\u952e\u5b9a\u4f4d\u3002<\/span><\/strong><\/p>\n

\u6570\u636e\u5e93\u8be6\u60c5\u9875\u7684\u6162 SQL Tab\uff0c\u6309\u7167\u8c03\u7528\u6b21\u6570\u6392\u5e8f\uff0c\u53ef\u4ee5\u5feb\u901f\u627e\u5230\u6027\u80fd\u74f6\u9888\u3002<\/span><\/p>\n

\u70b9\u51fbSQL\u884c\u53ef\u4ee5\u8df3\u8f6c\u5230\u63a5\u53e3\u8c03\u7528\u8be6\u60c5\u6216\u8005Trace\uff0c\u5b9e\u73b0\u53cc\u5411\u9a8c\u8bc1\u3002<\/span><\/p>\n

\u786e\u5b9a\u662f\u4e0d\u662f\u8fd9\u6761\u8bed\u53e5\u5bfc\u81f4\u4e86\u6574\u4e2a\u94fe\u8def\u53d8\u6162\u3002<\/span><\/p>\n

05 \u544a\u8b66\u95ed\u73af\u548c\u667a\u80fd\u5de1\u68c0\u3002<\/span><\/strong><\/p>\n

\u544a\u8b66\u6a21\u5757\u652f\u6301\u9608\u503c\u548c\u7a81\u53d8\u68c0\u6d4b\u89c4\u5219\uff0c\u6bcf\u5206\u949f\u5bf9\u6838\u5fc3\u670d\u52a1\u6307\u6807\u8fdb\u884c\u4e00\u6b21\u8bc4\u4f30\u3002<\/span><\/p>\n

<\/span><\/figure>\n

\u89e6\u53d1\u4e4b\u540e\u8bb0\u5f55\u544a\u8b66\u4e8b\u4ef6\uff0c\u6307\u6807\u6062\u590d\u4e4b\u540e\u81ea\u52a8\u6807\u8bb0\u4e3a\u5df2\u89e3\u51b3\u3002<\/span><\/p>\n

AI\u5de1\u68c0\u4e13\u5bb6\u8fd8\u53ef\u4ee5\u4e3b\u52a8\u53d1\u73b0\u670d\u52a1\u5f02\u5e38\uff0c\u964d\u4f4e\u6f0f\u62a5\u7387\u3002<\/span><\/p>\n

\u544a\u8b66\u8be6\u60c5\u9875\u53ef\u4ee5\u81ea\u52a8\u8ffd\u95ee\u6839\u56e0\uff0cAI \u81ea\u52a8\u67e5\u6570\u636e\u5e76\u7ed9\u51fa\u8bca\u65ad\uff0c\u4e0d\u9700\u8981\u4eba\u5de5\u53bb\u7ffb\u56fe\u8868\u3002<\/span><\/p>\n

\u770b\u5b8c\u8fd9\u4e9b\u529f\u80fd\uff0c\u76f8\u4fe1\u5f88\u591a\u4eba\u5df2\u7ecf\u60f3\u8bd5\u8bd5\u4e86<\/span><\/span><\/h2>\n

Docker \u4e00\u6761\u547d\u4ee4\u5c31\u53ef\u4ee5\u8dd1\u8d77\u6765\uff0c\u4ece\u6267\u884c\u547d\u4ee4\u5230\u770b\u5230 Demo \u6570\u636e\u5927\u7ea6 5 \u5206\u949f\uff1a<\/span><\/p>\n

curl -fsSL https:\/\/databuff.ai\/databuff\/ai-apm-install.sh | bash<\/span>
<\/span><\/code><\/pre>\n
\u5b89\u88c5\u5b8c\u6bd5\u540e\uff0c\u8bbf\u95ee http:\/\/YOUR_HOST:27403\uff0c\u9ed8\u8ba4\u8d26\u53f7\u4e3a admin\uff0c\u5bc6\u7801\u4e3a Databuff@123\u3002<\/span><\/p>\n
\u5982\u679c\u8981\u8bd5\u7528Demo\u5e94\u7528\u7684\u8bdd\uff0c\u518d\u5b89\u88c5\u4e00\u4e2a\uff1a<\/span><\/p>\n
curl -fsSL https:\/\/databuff.ai\/databuff\/ai-apm-demo-install.sh | bash<\/span>
<\/span><\/code><\/pre>\n
Demo \u4f1a\u4e00\u76f4\u5411 Ingest \u62a5\u544a\u6a21\u62df\u7684 Trace\uff0c\u6253\u5f00 UI \u5c31\u53ef\u4ee5\u770b\u5230\u670d\u52a1\u62d3\u6251\u548c\u94fe\u8def\u8ffd\u8e2a\u3002<\/span><\/p>\n
\u7ed3\u6784\u975e\u5e38\u7b80\u5355\uff0c\u53ea\u6709\u4e09\u4e2a\u4e3b\u8981\u90e8\u5206\uff1aIngest\uff08\u63a5\u5165\uff09\u2192 Doris\uff08\u5b58\u50a8\uff09\u2192 Web\uff08\u5e73\u53f0\uff09\u3002<\/span><\/p>\n
<\/span><\/figure>\n
\u4e0e\u4f20\u7edf\u7684APM\u591a\u7ec4\u4ef6\u6808\u76f8\u6bd4\uff0c\u8fd0\u7ef4\u6210\u672c\u5927\u5927\u964d\u4f4e\u3002<\/span><\/p>\n
\u5230\u8fd9\u91cc\u6ce8\u610f\u4e8b\u9879\u7ed9\u5927\u5bb6\u63d0\u4e00\u4e0b<\/span><\/span><\/h2>\n
\u76ee\u524d\u53ea\u652f\u6301OpenTelemetry\u548cSkyWalking\u4e24\u79cd\u534f\u8bae\u3002<\/span><\/p>\n
\u5982\u679c\u4f7f\u7528\u4e86Pinpoint\u3001Zipkin\u7b49\u4e13\u7528Agent\u7684\u8bdd\uff0c\u5c31\u9700\u8981\u901a\u8fc7Collector\u8fdb\u884c\u8f6c\u6362\u3002<\/span><\/p>\n
MVP \u7248\u672c\u6ca1\u6709\u72ec\u7acb\u7684 MCP API Token\uff0c\u5b89\u5168\u4e0a\u4f9d\u9760\u5185\u7f51\u6216\u8005 VPN \u6765\u9694\u79bb\u3002\u516c\u7f51\u66b4\u9732\u8bf7\u81ea\u5df1\u52a0\u7f51\u5173\u6216\u8005\u9632\u706b\u5899\u3002<\/span><\/p>\n
\u544a\u8b66\u901a\u77e5\uff08Webhook\u3001\u90ae\u4ef6\u7b49\uff09\u8fd8\u6ca1\u6709\u5b9e\u73b0\uff0c\u8981\u7b49\u540e\u9762\u7684\u7248\u672c\u3002\u76ee\u524d\u4e3b\u8981\u662f\u8bb0\u5f55\u544a\u8b66\u4e8b\u4ef6\uff0c\u5728\u6307\u6807\u6062\u590d\u4e4b\u540e\u4f1a\u81ea\u52a8\u6807\u8bb0\u4e3a\u5df2\u89e3\u51b3\u3002<\/span><\/p>\n
\u5199\u5728\u6700\u540e<\/span><\/span><\/h2>\n
\u6211\u4e5f\u7ecf\u5e38\u6392\u67e5\u5e94\u7528\u6027\u80fd\u95ee\u9898\uff0c\u611f\u89c9DataBuff\u771f\u7684\u53ef\u4ee5\u6539\u53d8\u6392\u969c\u7684\u5de5\u4f5c\u6d41\u7a0b\u3002<\/span><\/p>\n
\u4ee5\u524d\u60f3\u8981\u77e5\u9053\u54ea\u4e2a\u670d\u52a1\u6162\u3001\u54ea\u6761SQL\u8017\u65f6\u9ad8\uff0c\u5c31\u8981\u5728\u6307\u6807\u56fe\u8868\u3001Trace\u5217\u8868\u3001\u62d3\u6251\u56fe\u4e4b\u95f4\u6765\u56de\u5207\u6362\u3002<\/span><\/p>\n
\u6298\u817e\u4e86\u534a\u5929\u624d\u627e\u5230\u95ee\u9898\u6240\u5728\u3002<\/span><\/p>\n
\u73b0\u5728\u76f4\u63a5\u95eeAI\u4e00\u53e5\uff0c\u5c31\u53ef\u4ee5\u5f97\u5230\u4e00\u4efd\u8bca\u65ad\u7ed3\u8bba\uff0c\u8282\u7701\u4e0b\u6765\u7684\u65f6\u95f4\u5c31\u53ef\u4ee5\u4e13\u6ce8\u4e8e\u6253\u78e8\u5185\u5bb9\u4e86\u3002<\/span><\/p>\n
\u6709\u9700\u8981\u7684\u670b\u53cb\u53ef\u4ee5\u88c5\u4e0a\u8bd5\u8bd5\u3002<\/span><\/p>\n
\u9879\u76ee\u57fa\u4e8e\u00a0AGPL-3.0<\/span>\u00a0 \u534f\u8bae\u5f00\u653e,\u611f\u5174\u8da3\u7684\u540c\u5b66\u53ef\u4ee5\u53bb GitHub \u4ed3\u5e93\u770b\u770b\u6e90\u7801\u548c\u6587\u6863\u3002<\/span><\/p>\n
\u5f00\u6e90\u5730\u5740\uff1ahttps:\/\/github.com\/databufflabs\/databuff\u00a0<\/span><\/p>\n
\u5b98\u7f51\uff1ahttps:\/\/databuff.ai<\/span><\/p>\n
\u65e2\u7136\u770b\u5230\u8fd9\u4e86,\u6b22\u8fce\u968f\u624b\u70b9\u8d5e\u3001\u5728\u770b\u3001\u8f6c\u53d1,\u4e5f\u53ef\u4ee5\u7ed9\u6211\u4e2a\u661f\u6807\u2b50,\u63a5\u6536\u6700\u65b0\u7684\u6587\u7ae0,\u6211\u4eec\u4e0b\u671f\u89c1!<\/span><\/p>\n

<\/span><\/p>\n
<\/mp-common-profile><\/section>\n

<\/span><\/p>\n<\/section>\n
<\/mp-style-type><\/p>\n","protected":false},"excerpt":{"rendered":"
\u505a\u8fd0\u7ef4\u7684\u4eba\u90fd\u77e5\u9053 \u3002 \u5e94\u7528\u4e00\u4e0a\u7ebf,\u6027\u80fd\u95ee\u9898\u5c31\u5f00\u59cb\u63a5\u8e35\u800c\u6765\u3002\u54cd\u5e94\u6162\u3001\u9519\u8bef\u7387\u98d9\u5347\u3001\u670d\u52a1\u62d3\u6251\u4e00\u56e2\u4e71\u9ebb\u3002 \u5149\u662f\u5b9a\u4f4d\u54ea\u4e2a\u670d\u52a1\u6162\u4e86\u3001\u54ea\u6761 SQL \u8017\u65f6\u9ad8\u3001\u54ea\u6b21\u8c03\u7528\u62d6\u57ae\u4e86\u6574\u6761…<\/p>\n","protected":false},"author":1,"featured_media":129,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[3],"tags":[],"class_list":["post-128","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-3"],"_links":{"self":[{"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=\/wp\/v2\/posts\/128","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=128"}],"version-history":[{"count":0,"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=\/wp\/v2\/posts\/128\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=\/wp\/v2\/media\/129"}],"wp:attachment":[{"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=128"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=128"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.taodajiang.cn\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=128"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}