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Brahmareddy

AI is getting more powerful every day. But one question keeps coming back to my mind:Is enterprise data really ready to power AI?From my own data engineering work, I have seen that building pipelines, tables, dashboards, and reports is only one part ...

Brahmareddy

Over the last few years, I have spent a lot of time experimenting with one question: How do we turn Data + AI capabilities into applications people actually want to use?That curiosity led me to build multiple POCs and applications using Databricks + ...

Brahmareddy · 09-22-2026

After coming back from the Databricks Data + AI Summit this year, one thought has stayed with me. I keep hearing Databricks co-founder and CEO Ali Ghodsi talk about something that I am also starting to see in my own Data + AI POCs.For most enterprise...

Brahmareddy · 09-02-2026

Dear Databricks Community, After coming back from Summit 2026, one thought stayed in my mind.Data engineering is changing again. Earlier, most of our work was around pipelines, tables, jobs, transformations, reports, and dashboards. All of that is st...

Brahmareddy · 08-15-2026

I’ve been thinking about how enterprise AI is changing, especially after attending the Data + AI Summit 2026 and hearing Ali Ghodsi emphasize the importance of enterprise context. It made the direction much clearer to me. We already have very capable...

Brahmareddy

Hi @juanlozadab , thanks for sharing this thoughtful perspective! Keeping Delta as the source of truth and choosing the serving layer based on the access pattern makes sense to me.For this project, I focused on getting the complete experience working...

Brahmareddy

Thanks, @juanlozadab jlb. I really appreciate you digging into the architecture and not just the demo.Keeping embeddings in Delta right next to the source tables was actually the part I went back and forth on most. It was tempting to reach for a dedi...

Brahmareddy

Thank you, @ThomazNeto. This is exactly the kind of input I was hoping to get.I really like the focus on the demo-to-production gap. Post-mortems, authentication and governance decisions, cost/latency, evaluation results, and deployable reference pro...

Brahmareddy · 09-14-2026

Hi @Khasim_1, I would suggest not relying only on the timestamp if duplicate timestamps are possible. AUTO CDC can handle out-of-order events using SEQUENCE BY, but the sequencing should be deterministic.You could try SEQUENCE BY STRUCT(event_timesta...

Brahmareddy · 09-14-2026

Hi @amittian, Good catch. Your answer looks more aligned with the idea of continuous evaluation, especially since user behavior can change and new issues can appear in production.The Unity Catalog option seems unrelated to the question. I would sugge...

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Is Enterprise Data Ready to Power AI?

From Databricks POCs to Building a Data + AI Community

Enterprise AI Has a Serious Context Problem

After Databricks Summit 2026, I Feel Data Engineering Is Entering a New Phase

Are We Entering the Context Engineering Era?

Re: Future of Movie Discovery: How I Built an AI Movie Recommendation Agent on Databricks Free Editi

Re: Future of Movie Discovery: How I Built an AI Movie Recommendation Agent on Databricks Free Editi

Re: From Databricks POCs to Building a Data + AI Community

Re: How does AUTO CDC resolve same-timestamp tie in SEQUENCE BY?

Re: Subject: Possible incorrect answer key — Evaluating AI Agents assessment (Generative AI Engineer