According to this website you can buy saffron at Whole Foods but it seems cheaper on Amazon.
http://www.aol.com/article/2015/09/22/most-outrageously-expensive-whole-foods-products/21239055/
I would personally avoid the likes of ebay/amazon. It's not worth skimping on for a small amount of saffron. Go for a quality brand