Until averaged renewable generating capacity entirely matches averaged demand, money spent on storage is mostly wasted, because to charge it up you would need to burn fossil fuels. It will be radically cheaper, soon enough.
That is why so little storage is being built, thus far. Costs for storage are falling even faster than wind or solar ever did, because there is nothing to be overcome except limits on scaling manufacturing. The physics of energy storage, chemical schemes excepted, are a matter of freshman physics, so the drive is only how to apply the same principles more cheaply.
Simplicity is the greatest virtue: if you can make a storage system with just one moving part, you have the makings of a winner. Many involve anchoring something to the sea floor: an air bladder with a hose to an air pump and turbine onshore, charged by pumping in air; a float with a cable down to a pulley, thence to a winch and motor/generator onshore, charged by dragging the float down to the bottom; an air tank with an electric pump/turbine just wired to shore, charged by evacuating the tank.
The overwhelming majority of storage will not be batteries, ever. But molten metal batteries have massive advantages over lithium, longevity and heat tolerance probably most important. Iron-air batteries are much cheaper.
Hydrogen and ammonia synthesis will not be as cheap as the others, but have the massive advantage that, because tankage is cheap and transportable, storage capacity is unlimited; and when as much tankage as you care to keep is full, any extra generating capacity yields a high-demand product, thus extra revenue. Furthermore, if your local storage gets looking likely to run dry, you just buy more.
Compatibility with existing natural gas generators is a plus; thus, compressed air, liquified nitrogen, hydrogen and ammonia. Burning something with compressed air increases efficiency.
Energy Vault is bald grift, the Theranos of storage.