SOLR is a RESTful web service built on top of Lucene that provides powerful full-text search capabilities across various data types and formats. It allows for easy setup and use, supports features like replication, CSV importing, JSON results, and highlighting, and has an active development community. The document provides an overview of SOLR and how to install, configure, and query it using its web-based control panel and Lucene query syntax. Examples are given for creating schemas and applications to index and search blog data using SOLR.