lavender plant in tubs in garden

I have lavender plants in tubs in my front garden and one plant in my main garden I want to prune these but am not sure how tight do I cut them as over the last couple of years I have been unsuccessful in keeping my lavender plants alive the last one I had was a butterfly lavender plant these ones are ordinary plants