Amazon (AMZN) announced on Thursday that it’s raising the price on Amazon Prime, its popular subscription service, from $99 a year to $119 a year. Starting May 11, anyone who signs up for a new Prime subscription will find they need to pony up $20 more per year than previously. For current Amazon Prime users, …