Well, that's exactly what I do since last year. I use an electric bike (converted from a mechanical one), and if it takes time, it is actually faster than taking my car (40 minutes vs 1h+).
And I do it even in the winter, when we get bellow zero temperatures. I just dresses warmly.
Edit : The bike (Le Petit Porteur Longtail, wasn't yet electrified at the time of this picture)
