What features do you look for when choosing a residential proxy provider?

I am looking for a good residential proxy provider and would like to hear from people with experience. What features do you think are the most important when choosing one? Do you focus more on speed, realiability, IP quality, pricing or customer supports? I'd will appreciate any advice on what to look for and what to avoid.