Combine the blueberries, sugar, vanilla extract and cornstarch in a medium saucepan.

Add the water and the lemon juice and bring to a boil over high heat. Stir occasionally.

Reduce the heat and simmer for 15 minutes, or until the mixture begins to thicken.

Remove from the heat. You can serve it warm or let it cool to room temperature, then cover and refrigerate.