Newbie looking to source wood

I just want to make a spice rack or something simple to start.. the only place that comes to mind that I can buy the wood I need would be like Home Depot (Southern Ontario). Is there any better recommendations out there?

Eventually I'd like to make a pantry, privacy wall, deck, and so on.. but small beginnings.