Sure, you can! I have recently opened two channels in a single transaction. It's probably not that popular because as far as I know LND, which seems to be the most popular implementation, requires the operator to construct such a transaction manually. C-lightning has a dedicated lightning-multifundchannel command which is fairly easy to use. I don't recall seeing a mobile wallet which would support this feature.