Amplification factor of op amps

Generally its not sensible to have a single stage gain above 100, problems with instability arise (unintended feedback paths via stray capacitances and inductances, or via the power rails)

The opamp's high gain is not to provide gain as such, its to provide high accuracy (or put another way low input-offset voltage). In negative feedback circuits you trade gain for linearity and accuracy.