The most natural application I can think for NiCds is helicopter starting batteries. They have to drive an electric motor to spin a big rotor up to a substantial speed before the turbine engine will even think about starting. There's just enough energy stored in a battery to do that, once, and maybe twice if you are real lucky. After which, the battery is literally exhausted and will take a full charge and hold it for quite a while.
The worst application for a NiCd is any 'float' situation, where you take out a little energy, then add a little, repeat ad infinitum, and never fully discharge the battery... under which condition a NiCd eventually loses all of its capacity
Lead-acid batteries are almost exactly the reverse; they don't like being fully discharged, and don''t mind floating indefinitely.
So, as has been said, each is 'best' for something, but neither is best for everything... and there's probably a good reason why NiCds were selected for your application, whatever it is..
Mike Halloran
Pembroke Pines, FL, USA