I mean, or you can ride a bike in these new bike lanes in one of the flattest and temperate climates in the US?
Oakland is littered with cars along roads in every neighborhood you go on, and the police barely enforce anything resembling traffic code (due partially to complicated historical reasons). In some neighborhoods, I've seen duplexes with more land area in cars than living space (so is it a wonder that poorer people here live in their cars when it's so easy to own and park a car?)
A bike lane or two makes it cheaper for most folks (yes including the folks living in the pop-up Oakland housing shelters, they own a lot of bikes) to safely move around, and reduces traffic from our generally saturated roads. Given the limited paving budget here (and how tectonically active the hills are), it's a wonder that bike infra has taken so long.
Moreover, the heavy private vehicular traffic in the area makes it very difficult for buses to navigate their routes in a timely manner, and taking parking off the road for bike lanes and BRT is a much cheaper way of enabling transit in the area that laying down rail.