Part of having a loving budget is doing a lot of DIY! I know that a lot of people are not comfortable doing their own flowers. Don't be intimidated!!!
There are tons of great resources out there. Here's a great video on creating your own bridal bouquet that I found.
Remember that you can use any color rose for this bouquet that goes with your theme!