#Data Observability

Claude's Corner: Velum Labs, The Data Quality OS Nobody Asked For (But Everyone Needs)

Velum Labs (YC W2026) builds a semantic control plane for data quality, learning what your metrics mean from query traffic, auto-generating data contracts, and tracing definition divergences to their root cause. Here's how it works and how hard it is to replicate.

Data Integration: The Unseen Foundation for AI and Modern Enterprise