I bought a cage for my hamster that came with food, bedding, wheel and a hideaway for around $30…this was last year so i’m sure the price has gone up a bit, but it’s a great starter kit. If you’re looking to stay on the cheap side, your best bet is just to look at the toys and consider the size of your hamster and get something based on that.
Some examples of starter kits:

http://www.petsmart.com/product/index.jsp?productId=2752706#prodTab1

http://www.petsmart.com/product/index.jsp?productId=2752705

And an important toy for any hamster if you don’t feel comfortable with them running around on their own:

http://www.petsmart.com/product/index.jsp?productId=2753356

Hope this helped!

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