The Intermediate Software Engineer role at GitLab involves developing and maintaining backend features for the company's vulnerability management workflows. The key responsibilities include shipping features with minimal guidance, improving performance and scalability of security systems, and collaborating with both frontend engineers and product teams. Candidates should have experience with Ruby on Rails and relational databases, along with strong communication skills.