Batteries will reduce the number of times gas sets the marginal price, so they will have a near immediate impact on that.

They'll also likely reduce the balancing costs by relieving congestion.

Probably too small to notice among all the other costs and changes, like deploying more renewables and starting to pay in advance for new nuclear.