I've been through a few batteries.
A car battery can be used but they're heavy and they're not sealed. The chemical reaction produces hydrogen which has to be vented -- for a car battery the solution is to leave it open. Tilt a car battery and it can leak sulphuric acid.
That's why a
sealed lead acid battery is preferred.
I took batteries that had been wrecked to a scrapyard and sold them as lead. There was a plastic bin full of them -- all different shapes and sizes. I went back with a multi-meter and bought one that showed ~12V. (I was buying the lead, the plastic was free

)
The different types are for different applications. At opposite ends of the spectrum are powered golf bags and backups for alarm systems. (I once got a battery in a golf shop).
For a powered golf bag it is charged up, then discharged, then is charged up .... This type of battery is called 'cyclic application' -- it will survive hundreds of charge / discharge cycles. This is the type most suitable for powering a go-anywhere music system.
A back-up battery is at full charge 99% of the time and is only discharged when there is a power cut. This type don't have to stand hundreds of charge / discharge cycles.
If a lead acid battery gets to 0V it is wrecked -- the sulphuric acid eats the lead away. Keeping the battery charged stops this happening. If you don't use a battery for a while keep topping it up or its life will be shortened. A good charger is important and it's recommended to use a charging current of (capacity/10). For a 7Ah battery that would be a 0.7A charger -- 1A would probably be OK. That means it takes ~10h to charge. If you want to do it faster you can but the life may be shortened. I usually wanted them charged quickly.
The battery I remember lasting the longest was a Yuasa cyclic application like
this