Some common challenges when using Traefik include difficulty with configuration due to its dynamic nature and extensive feature set, issues with obtaining or renewing SSL/TLS certificates from Let’s Encrypt, service discovery not working as expected, high resource usage, and difficulty with load balancing configuration. However, many of these challenges can be addressed by referring to the official Traefik documentation and community resources.