That depends on 3 things..
If you have a low budget and the time of the year I would suggests Halloween decorations now then Christmas decorations about the end of October.
About early to mid October I would buy pumpkins and Indian corn if I had about $250. That is only if you are good selling because 1–2 weeks is about all the time you have to sell pumpkins before they go bad.