Why is specific heat capacity so important?

I thought the purpose of water cooler was to wick away the heat faster than air cooling and dump it faster as well. For that, obviously a liquid with maximum conductivity would be good. And if the liquid gets hot, even better right? That means at the radiator, there's a larger T gradient for it to dump heat faster.

Of course, this complicates how many heat sources you put into the loop ..