Creating revenue-generating data products poses significant challenges for internal data teams, including the need for user research, an outcomes-focused mindset, and an emphasis on design and user experience. Teams must navigate cultural barriers, understand customer needs, and continuously iterate on their products to demonstrate value and secure customer commitment.