I agree that starting with big bins to generally organize is a great idea!
I use the plastic carts (I like the ones by Gracious Living, and I usually get them at Walmart or Canadian Tire) to organize my various craft supplies - i have crochet, jewellery making and of course scrapbooking and stamping supplies, not to mention all the junk I collect to 'alter' one day - LOL!). Clear shoebox sizes are also great because they stack and you can see what you have, and I love IKEA.
I recently found that even though I was very organized, I was feeling overwhelmed, so I did a purge. I really think that is part of the key to helping control all the stuff we collect. So when you are going through your supplies, really look at what you have, and you might find that you don't really like some (or much!) of it anymore, so pass it along.
The Mission Organization forum is terrific for ideas too. Good luck!