Sonal is the founder of Zingg(www.zingg.ai), building an ML-powered entity resolution framework for a single source of truth of customers and suppliers. Zingg is open sourced at https://github.com/zinggAI/zingg. Sonal has 23 years of experience building data products for investment banking, telecom, gaming, insurance and other industries. She is a repeat speaker at conferences like Spark Summit, Strata, Data Con LA and GIDS. She holds a BTech from IIT Delhi and lives in India.