Muhammad is a Product Manager in the Data and AI portfolio, working primarily on data observability and data integration products. He has worked on multiple IBM products and initiatives, such as Cloud Pak for Data as a Service, Data Observability by Databand, watsonx.data integration, as well as Astronomer with IBM.