VentureBeat AI· 9 min read· Today
Vibe coding can build your pipeline. It can't explain it six months later
The rise of vibe coding in data engineering has accelerated the generation of transformations, pipelines, and workflows, but it lacks persistent system memory, leading to scattered operational context and business knowledge. Spec-driven development (SDD) emerges as a solution, converting prompts and logic into executable and versioned specifications that become part of the system. This approach can reduce fragmentation and improve long-term coordination across AI-generated data platforms. By combining AI-assisted generation with deterministic and reusable system contracts, SDD provides a new operational layer for enterprise data engineering. The practical implication for engineers is that they need to consider the long-term maintainability and explainability of their AI-generated systems.