APO RoadMap

[dxsup]

Welcome everyone to share suggestions for the APO RoadMap!

Enhancing Root Cause Analysis

• Support the collection of request-level OnCPU and OffCPU flame graph data to identify code-level causes.
  • Use OnCPU flame graphs to locate inefficient code, such as nested loops and continuous serialization.
  • Analyze OffCPU flame graphs to identify code-level causes of lock delays, network request delays, and file read/write delays.
  • Continuously profile flame graphs to analyze and optimize program performance.
• Integrate more valuable monitoring data to further enhance root cause localization capabilities.

Lowering the Usage Barrier with Large Language Models for Better Usability

• Leverage large language models to explain and analyze alarm events and related data, creating a new troubleshooting interaction model and helping users maximize data value.
• Use large language models to interpret flame graph data, enabling users to better understand problem causes.

Database SQL Execution Time/Performance Analysis

• Support the collection of Polaris metrics for database applications to analyze the composition of SQL execution time.
  • Identify whether SQL statements are CPU-intensive and analyze the causes based on flame graphs.
  • Identify whether SQL statements are IO-intensive and delve into read/write content analysis.
  • Determine whether SQL statements are slowed by CPU throttling.

Full-Stack Observability

• Support log-based alerts.
• Enable statistical analysis of business metrics to identify faults from a business perspective.
• Collect frontend monitoring data to analyze user behavior, identify issues, and achieve full-stack observability.

Adapting to More Scenarios

• Support Polaris metrics for more programming languages.
• Improve the stability of automatic injection for the Go language.
• Utilize the BTF feature to enable eBPF probes to run on more kernel versions.

Stability-Related Improvements

• Optimize the resource overhead of OneAgent.

Security

• Role-based access control.

[cfy3133]

请问下能集成gala-ops火焰图嘛，感觉这个不错
https://mp.weixin.qq.com/s/WXArJbiA2nF93VyKSU71bA

[cfy3133]

针对Java线程池做监控

[dxsup]

请问下能集成gala-ops火焰图嘛，感觉这个不错 https://mp.weixin.qq.com/s/WXArJbiA2nF93VyKSU71bA

我们以前调研过这个方案，对内核的要求偏高，目前针对Java语言正在采用async-profiler的方案，不依赖内核版本。

针对Java线程池做监控

感谢提出建议，我们调研一下

[bubbleatgit]

dify 支持使用外部 Dify 吗？

[dxsup]

目前不支持，为了能集成数据查询和检测，针对Dify做了二次开发

[bubbleatgit]

从DEMO站点看了一圈，这个软件真伟大！

[31000023]

对dify支持的版本和otel-collector 的版本都太旧了。 更新的速度。 希望能重视。