That's a worn shaft seal. Standard part, can be replaced. Sometimes the shaft is scored, so you either shim the seal, use double lip seals or sleeve the shaft. Only in extreme cases the shaft needs replacing. There's probably a rebuild kit, but you're usually better of just sourcing a new seal yourself.
If you can't work it out yourself, just take off the pump and take it to a mechanic who can do this job quickly.