He pointed to the company's newly launched subscription-based Wayfair Rewards program as another driver for gaining market share. With the average customer shopping twice year on Wayfair, Shah said the initial goal is to bring that number to three times, using the enticement of 5% back on all purchases and free shipping on all orders, and eventually to four times yearly.