This document presents preliminary observations and findings from a FinRegLab initiative in Kenya. The research focuses on market practices, credit ecosystems, and regulatory contexts related to the access and use of alternative data sources for credit underwriting of Micro and Small Enterprises (MSEs), particularly women-owned MSEs.