Was there a V3 rocket?

I'm curious, did the V3 rocket ever actually exist? I've heard about its impressive capabilities and potential use in space exploration, but I'm unsure if it was just a concept or if it was actually developed and tested. Can you provide some insight into the history and status of the V3 rocket? I'm particularly interested in its technical specifications, potential applications, and any challenges that may have arisen during its development.