Viewing profile — Shyaamal11

[dead]

One thing I’ve seen with this pattern is that Postgres + CDC works really well as an early-stage streaming backbone, especially when the operational DB is already the source of tru…

One thing I’ve noticed while working with data/AI workflows is that the “acceptance criteria first” idea applies even more strongly once you move beyond code generation into data p…

The cross warehouse portability problem you're solving is real. I've watched teams maintain four separate FLATTEN implementations for the same pipeline just because they were multi…

Amazing to see such a support

The spam scoring caught my eye — 45+ heuristic signals is a lot. How do you handle false positives for transactional emails? A password reset or order confirmation might legitimate…

Worth separating two things the thread keeps conflating: data residency and data sovereignty are not the same, and the CLOUD Act is the clearest proof. Residency = where data physi…