Can you run your car on vegetable oil?

All kinds of alternative fuels are appearing on the market - made from plants, vegetable oil, waste plastic, or synthesised. In theory they provide a third route to decarbonisation - after battery-electrics and hybrids. Alternative fuels are clean and many work with standard petrol/diesel engines. So what's the catch?