I have tested the fuse and power connections to the furnace and went through the steps on the troubleshooting guide. I need a new transformer. Can I go to Home Depot, Radio Shack, or Lowe's to get one of these?

Of the 3 I'd go to RadioShack but why not go to an electrical supply company?