During Tuesday's Prime Day sale, Amazon will be scouting new members to enroll in its annual subscription service. But as the number of people paying for unlimited free two-day shipping grows, the pool of non-subscribers is getting more shallow.

New data released hours before Prime Day estimates Amazon has added 19 million Prime members in the U.S. since last year's inaugural event, when it lowered prices on an array of items to celebrate the service's 20th birthday. That equates to growth of 43 percent, for a total 63 million members, according to the figures from Consumer Intelligence Research Partners.