Is it cheaper per MW of generated power? I thought that the main reason use of gas has increased so much (for power generation) over the past 20-30 years is that gas became cheaper.

Not per-MWh in North America.

Gas allows to use combined cycle gas turbines (CCGT) which is more efficient and it makes gas cheaper for electricity generation.