It does matter, different brands have different coolers, when there is a difference in price it is typically due to cooler quality. A worse cooler could mean worse performance, also different manufactures use different parts that can effect performance. I'm not as familiar with nvidia, but in amd gpus different manufactures can use different vram. With that in mind top manufactures do have better rma policies as stated above.