Some of the challenges include data privacy concerns, high costs of data acquisition, and the complexity of data integration from multiple sources. Entrepreneurs must navigate data privacy regulations like GDPR to ensure compliance. Additionally, investing in data infrastructure and employing skilled data analysts can be resource-intensive.