Place shallots, thyme, cherries and water in a pot and simmer until fruit is soft and liquid is reduced by half. Set aside 1/2 cup of the plumped cherries for the final assembly.
Put remaining contents in a blender and puree to a fine consistency.
Add 1 cup plum puree and combine with the cherry puree.