GitLab offers a comprehensive DevOps platform with integrated CI/CD and a strong focus on issue tracking, while Bitbucket excels in integrations with Atlassian products like Jira and provides a user-friendly experience. GitLab is more feature-rich but can be complex, whereas Bitbucket is simpler but may lack some advanced features.