Splunk is a comprehensive platform known for its robust analytics, machine learning capabilities, and extensive integrations, making it suitable for large enterprises with complex data needs. In contrast, Scalyr offers a more user-friendly interface and simplified setup, making it ideal for smaller teams or organizations looking for cost-effective log management solutions.