Combine water, shallots, vinegar, sugar, dill, salt, and pepper in a large glass bowl, stirring until sugar dissolves. Stir in cucumber. Cover and refrigerate at least 24 hours. Serve with a slotted spoon.
Note: Refrigerate Spicy Cucumber Relish in airtight containers up to one week.