Hi Michael,
What type of simulation/solver you are running?
If I understand correct, all the simulations are of the same size, but the output files are of different sizes? This should not be the case.
Unless simulations have larger grids, more sensors recorded, more frequency snapshots, etc, the output file size must not change.
Best,
Habib