Elasticsearch is a distributed, RESTful search and analytics engine capable of searching, analyzing, and storing large volumes of data. It allows for flexible configuration via a REST API and JSON documents and is scalable, versatile in search capabilities including text analytics, and open source. Elasticsearch can index data in flexible schemas and supports various data modeling approaches like flat structures with separate indexes or denormalized structures to optimize search performance at the cost of update efficiency.