Data pipelines are fragile and risky to change. One small update can break downstream systems. Datavibe lets you generate pipelines with AI, then safely evolve them with versioning, semantic diffs, and built-in validation. Instead of guessing what changed, you can see exactly what’s different—and trust your pipeline updates.