What does occasional cloudy urine mean? Itchiness that comes with it. Could I possibly have a minor urinary tract infection?

Possibly. Urinary tract infections don't tend to be "occasional." they tend to have a start and an end. You should definitely have a urine test to see what is there especially at the time of symptoms.