Anyone can. The DA code is open source and is used whenever you run a testnet. You can also run a DA on the mainnet - how do you think the 10 primary DAs exist? They're not 10 computers owned by a single organization - they're 10 mutually trusting individuals. However, most of the network won't trust you.