The drama has a similar plotline.
The female lead enters the palace to join the food department, where she makes friends and find love.

Queen Seon Duk is basically the same story but with the focus on Queen Seon Duk instead. Queen Seon Duk is however a bit less fact-based then The Geat King's Dream.