Yep, play sand like at Lowe's isn't clean enough, even if it's bone dry.
I can give you one other piece of advice: Unless you have a 2-stage compressor, yours isn't strong enough, regardless of what its claimed CFM ratings are.
I also got an el cheapo blaster, and it works the hell out of my 60 gallon Craftsman Professional, even though it claims it has more than enough CFM to do the job.
Even the little hand-held spot blasters will just about kill a home compressor.
That said, as long as you're not trying to sandblast large parts, like fenders or an engine block, you might be okay. When your compressor kicks on, let it build back up before you start blasting again. Otherwise, it'll just run and run.
I got a decent-sized pressure pot blaster, and even with that, the compressor runs quite a bit.