Splunk is an engine for collecting, indexing, querying, and reporting machine data from any source. It allows users to analyze log files, metrics, databases, sensors, and other unstructured or polystructured data. Splunk can serve as a backend, frontend, and middleware platform with an advanced query language for analytics and reporting, and it integrates with other systems through APIs and SDKs.