In retail, yes. Retail margins are usually less than 3%; so $20m/yr in revenue would give you less than $600k/yr in profit. Not bad money by any means; but certainly not enough to need a bunch of shareholders.

Contrast this with the fact that an average Walmart does over $100 million a year in revenue (though Walmart's margins are closer to 1%), and it's actually not that huge.