I've had several Lavandula angustifolia for quite a few years now. I typically prune/shape them back to ~7" each Spring while also cutting out any dead stems. I do the same with Salvia officinalis. Sometimes I'll prune back to 3-4 inches if wind, snow, ice have laid the stems over.
I've also done this in the fall. Seems fine.
