Probably it's the additional costs of having to ship some of the oil from further away and having to exploit more costly oil reserves (such as lower yield fracking oil reserves in the US).

Higher oil prices make alternative oil sources (fracking, tar sands) viable, but they weren't viable before with lower oil prices exactly because they're more costly.