Claude Code and GitLab: Three workflows that ship

Developers love Claude Code because it feels like pairing with a senior engineer right in the terminal or IDE: it helps you understand unfamiliar code, propose fixes, and scaffold new features quickly.But here is a pattern worth watching. The better agentic coding tools get at writing code, the more the rest of the software lifecycle struggles to keep up. Bug backlogs grow. Pipeline failure rates climb. Security vulnerabilities accumulate faster than teams can triage them. Writing code and shipping software are not the same thing, and the gap between the two is real.