How would you architect a scalable time series database for IoT sensor data?

Interview question asked to Engineering Managers, Machine Learning Engineers, Software Engineers and other roles interviewing at Andela, Steem, Revolut and others: How would you architect a scalable time series database for IoT sensor data?.