Combine all ingredients in a large saucepan; bring to a boil. Reduce heat, and simmer, uncovered, 35 minutes or until thick, stirring frequently. Cool; pour into airtight containers.
Note: Refrigerate Spiced Pepper Relish in airtight containers up to one month.