Rounding error occurs when numbers are approximated to a nearby value, leading to small inaccuracies that can accumulate in calculations, especially in iterative processes or when dealing with very large or very small numbers. These errors are significant in numerical computing and can impact the precision and reliability of results, necessitating strategies to minimize their effect.