A time-series database (TSDB) is a specialized database optimized for storing, querying, and analyzing time-stamped or time-ordered data such as metrics, events, and sensor readings. It matters because it can efficiently handle very high write rates, long retention periods, and time-based aggregations that are common in observability, IoT, and financial applications.