Is it a Dubai thing that everyone's parking expires unexpectedly in 2 minutes? I didn't really understand that - perhaps a lack of local knowledge.

I think the setting is that they are a group of people who paid for parking to go to yoga and now they are also having a meal, so everyone in the group stayed longer than planned.

Public parking is prepaid, usually via the official RTA app.