"because market depth of exchanges is not too big."
Another advice: never leave unused money at exchanges, withdraw them immediatelly, if you do not intend some active trading, which is not your goal anyways.
Use a new public address for every transaction in which you receive bitcoin.
I like Electrum for cold storage.
Electrum, and armory would be great to create multiple addresses and storing your coins.