Thanks, I’ll check out those GitHub Actions examples but as you say, it’s the “template” step that is the key bit for this particular application.

the pipeline from tasks serializes itself to a configuration object that you can edit/create externally

I think if it has to come down to fiddling with lower-level objects, I’ll hold off for now and wait until something a bit more user-friendly comes along. Depends on how easy this is to work with.

This is something that we do need if we are going to keep using ClearML Pipelines, and we need it to be reliable and maintainable, so I don’t know whether it would be wise to cobble together a lower-level solution that has to be updated each time ClearML changes its serialisation code