A time series database is specialized for use cases where the data and query patterns are solely temporal in nature and must show the latest data in real-time (performance metrics/monitoring and stock prices come to mind). Relational and NoSQL databases tend to degrade rapidly with these query patterns at scale (think of the complexity of SQL queries to bucket rows by timestamp).