Splunk is a powerful and comprehensive platform for data analytics with advanced search and visualization capabilities, but it comes at a high cost. Logstash, being an open-source tool, offers flexibility and ease of integration with the ELK stack, but lacks some of the advanced features and user-friendly aspects found in Splunk.