Is using a VPN a reliable solution for fixing a 403 error with youtube-dl?

Yes, a VPN can be effective. It changes your apparent location and provides a new IP address, potentially bypassing geographic restrictions or rate limits. However, YouTube may also block known VPN IP addresses, so you might need to try different VPN servers or providers.