I remember back in 2018, when our new rider acquisition was flatlining. We were pouring money into campaigns, but the supply of drivers wasn't keeping pace, so riders churned faster than we could replace them. The thing about two-sided marketplaces is you can't just optimize one side in a vacuum. After digging into the data, we realized we needed to incentivize drivers *during peak demand hours* w