A Cumulative Distribution Function (CDF) represents the probability that a random variable takes on a value less than or equal to a specific value, providing a complete description of the probability distribution of a real-valued random variable. The CDF is a non-decreasing, right-continuous function that ranges from 0 to 1, capturing the cumulative probability across the entire range of possible values.