Rounding errors occur when numerical values are approximated due to limitations in precision, often leading to small discrepancies in calculations that can accumulate significantly in iterative processes. These errors are particularly prevalent in computer arithmetic where finite representation of numbers is necessary, impacting fields like scientific computing and financial analysis.