Scenario: You are developing an e-commerce application where products have varying attributes and categories. Which NoSQL database type would you choose for efficient product catalog management and why?

A Document Store would be ideal for an e-commerce application with varying product attributes. Document stores allow flexible and dynamic schema design, making it easy to manage diverse product information without a fixed schema.