So what makes it take so long? Is everything on one ballot and therefore the number of propositions and such like affect it?

One reason is that vote by mail ballots need to be postmarked on or before election day and received by Monday following

Also processing of provisional ballots (where whether voter was allowed to vote unclear on election day)