In a parallel circuit of batteries you can only use batteries of the same voltage. In a parallel circuit with batteries of different voltage, the batteries with the lower voltage would be "overwhelmed".
This comment is closely connected with the last comment. Each battery in a parallel circuit should be protected with a fuse. This is to prevent an internal short circuit in the event that a battery fails.
For this reason, parallel circuit of batteries are not widespread. They require a higher level of circuit technology and maintenance.