> For the complete documentation index, see [llms.txt](https://pedal.gitbook.io/docs/llms.txt). Markdown versions of documentation pages are available by appending `.md` to page URLs; this page is available as [Markdown](https://pedal.gitbook.io/docs/common-issues/performance.md).

# Performance

Identify and resolve performance bottlenecks in PEDAL.

## Slow Workflows

* Analyze pipeline steps for delays
* Optimize build, test, and deploy stages
* Use parallel jobs where possible

## High Resource Usage

* Monitor CPU and memory with Prometheus or system tools
* Scale horizontally or vertically as needed

## Monitoring Tools

* Integrate with Prometheus, Grafana, or CloudWatch
* Set up alerts for high resource usage

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> For advanced diagnostics, see [Advanced Diagnostics](/docs/common-issues/diagnostics.md)