

Hey community. I need your help!
I’m putting together the 2026 Practical Data State of Data Engineering Report, and I want it to reflect what’s actually happening across our field, not just vendor marketing or hype cycles.
So I created a short, anonymous 2–3 minute survey that covers how we really work: data modeling, AI usage, architecture, team structure, pain points, and the tools we rely on.
If you work in data (DE, AE, DA, MLE, platform, architect) I’d be grateful if you could take it.
The final report will be published here on Substack in January 2026, free for everyone in the community.
Thanks for being a part of this,
Joe Reis