A new and distinct cultivar of Paeonia plant named `Singing In The Rain II`, characterized by its compact and symmetric globular plant habit; vigorous growth habit; narrow and finely-divided foliage; freely flowering habit; bright yellow-colored flowers that are initially suffused with deep pink when opening and are arranged on strong peduncles just above and beyond the foliage; long flowering period; and good garden performance.