Splunk is a tool that indexes and searches data to generate graphs, alerts, and dashboards. It can analyze data from sources like logs, metrics, and other sources on both local and remote machines. Key concepts in Splunk include indexes which are databases that store events, which are individual data entries that are broken down and tagged with metadata during indexing. Searches in Splunk return results in tabs for events, statistics, and visualizations.