Estimating product inventory comprises determining a rate of sales events for a product and an amount of time that has elapsed since a previous product availability estimate from the product. Then, a new product availability estimate for the product is determined based on the rate sales events for the product. The rate of sales events for the product can be determined based on product data feeds from the merchant or other sales data.