Things like kinetic storage are geographically limited. Most places with available hydroelectric storage already generate electricity from dams.
Chemical storage in the form of natural gas produced by the Sabatier process is very inefficient. Currently it's at 55% efficiency to go from power to gas. Even the most efficient combined cycle plants are currently 65% efficient. End to end efficiency is ~1/3.
Also, using synthetic natural gas requires a means to capture the exhaust of gas plants to actually make it carbon neutral. Converting the fraction of a percent of carbon dioxide in the atmosphere is not currently possible.
The conversation is mostly about batteries because that is the only known option at the moment, other than geographically limited ones.