Working with watsonx.data at NYU has genuinely impressed me in several ways. The data integration across our hybrid environment is seamless, and being able to trace data lineage end-to-end is something I didn't realize I needed until I had it — especially in healthcare research where knowing where your data comes from really matters. Monitoring pipelines and getting alerts before things break downstream has saved us real headaches. Validation is solid too. That said, it's not a plug-and-play experience — the onboarding is steep and smaller research teams without dedicated technical support will feel that. But once you're past that curve, it genuinely delivers.

As a data-intensive software engineer, the product seems more of an operational safety net as it gives my team continuous and actionable visibility into our pipelines and datasets helping us detect issues early. It is a fantastic and reliable product with well detailed contexts for when we get those incidents.