Also featuring Rosemarie DeWitt, Dominique McElligott, Enzo Cilenti, Mark O'Brien and Koen De Bouw, the small-screen drama is based on F. Scott Fitzgerald's last novel, which turned 75 last year.
The series is executive produced by Billy Ray and Christopher Keyser, with Ray writing and directing several episodes.
Its pilot episode is available to stream now.
"It's thrilling to watch F. Scott Fitzgerald's extraordinary work brought to life through the eyes of Billy and Chris, and this incredible cast," Joe Lewis, head of comedy, drama and virtual reality for Amazon Studios, said in a statement Friday. "This great team has created a stunning portrayal of 1930s Hollywood. We're excited to share the series with Prime members this summer."