Quite a lot of the material was left over.
Of the material produced quite a bit was left over.
From these two examples it is possible to leave out 'quite', without materially changing the meaning. Using 'quite' puts in that bit of emphasis as to how much is involved. Simply saying 'a lot' or 'a bit' does not quantify the amount but adding 'quite' gives it more meaning.