ESP32 development workflow: anyone using PCB fab toolkits or full automation pipelines?

[lichurbagan]

Hi all,

I’ve been optimizing my ESP32 hardware workflow lately and came across tools that try to automate the PCB manufacturing handoff directly from EDA tools (KiCad, etc.).

For example, some toolkits can generate everything in one step:

Gerber files
BOM (with MPNs)
Pick-and-place files
Assembly-ready packages for PCB manufacturers

One example I found (KiCad-based, but concept applies generally):
https://www.pcbway.com/blog/News/PCBWay ... 41e77.html

I’m wondering how people here handle ESP32-based hardware projects in practice.

Do you mostly:

Stick with manual export + review for each PCB revision
Or use automated tools/plugins to speed up the workflow
Or have a fully scripted/CI-style hardware pipeline?

Also curious:

Any pitfalls when scaling ESP32 designs (WiFi/antenna layouts, multi-board projects, etc.) using these automation tools?
Do these tools actually reduce errors or just shift where mistakes happen?

Would love to hear how others manage the ESP32 hardware-to-manufacturing workflow in real projects.