ELK, short for Elasticsearch, Logstash, and Kibana, is a popular open-source software stack for log analysis. Elasticsearch is a search and analytics engine, Logstash is a data processing pipeline, and Kibana is a visualization tool. Together, they provide powerful insights into log data.