Why Do Online Brokers Only Offer Small, Random Amounts Of Shares To Short?

I have attempted numerous times to short with Scottrade, and they often say “only 23 or 25 or 37 shares available to short.” These were for heavily traded company shares (in the 10s of millions).
How is it possible that these firms only have such small, random amounts available to short at any one time? [...]