Design a data pipeline architecture for a company that needs to combine data from a CRM, an ERP system, web analytics, and a marketing automation platform into a unified analytics environment.

Sample answer preview

Integrating data from four distinct operational systems into a unified analytics environment requires a well-designed architecture that handles diverse data formats, varying update frequencies, and different data volumes while producing reliable, consistent analytical outputs.