I wouldn’t recommend alkalines, they can’t deliver high currents for long
NiMH is far better, most brands can deliver the max current necessary for this light
I hope i haven’t violated any faux pas on this forum by posting a CPF link
This makes a good point that the holder may be the source of higher resistance so less output from the 3AA batteries.