Aberdeen Standard Investments produced regulatory and investor-facing fund performance reports on a monthly, quarterly and annual basis. I developed and maintained the technical integration layer that automated the extraction, validation, and formatting of fund performance data from CRIMS, Bloomberg, FactSet, and back-office systems into investor-grade reports using Content Welder and Quarl templating. These reports were distributed to institutional and retail investors globally, representing a compliance-critical output that investment managers, legal teams, and regulators relied upon.