I remember early on trying to boost driver acquisition on a new city launch. We were spending a ton on acquisition, but retention was abysmal—drivers were signing up and then disappearing within weeks. The thing about two-sided marketplaces is you can't just focus on one side of the equation. It wasn't until we started analyzing the *demand* side more deeply, understanding rider wait times and tri