BountySource specializes in providing a platform for funding open-source projects through bounties, making it ideal for developers seeking to monetize contributions. In contrast, GitLab is a comprehensive DevOps solution that supports the entire software development lifecycle, making it suitable for teams looking for extensive project management and CI/CD capabilities.