On Wednesday, November 18, 2026, from 3:00 to 4:00 PM CET, Databricks, PayPo and DS Stream are running a joint online webinar in Polish, hosted by Databricks. Its Polish title is "AI zna Twoje dane, ale czy zna Twój biznes? Kontekst danych w praktyce" ("AI knows your data, but does it know your business? Data context in practice").
Dashboards do their job in day-to-day operations, but a management board often wants a quick answer without clicking through filters. When that answer doesn't come, the same questions keep returning and decisions get made on instinct. An AI agent can change that, but only if it understands the language of the business. The model alone won't get there: without shared metric definitions and the context around them, even the best AI will guess.
The session shows how to build that business context for AI on the Databricks platform, starting with what the platform can do and ending with lessons from a real deployment.
What you will learn
- How Databricks lets people "talk to their data," and which components make that possible.
- How a semantic layer built on Metric Views helps keep generated SQL correct, shown in a live demo.
- What a deployment looks like in practice: the architecture, the main lessons and the pitfalls worth avoiding.
Agenda
The hour splits into three talks and a Q&A. Databricks opens with the platform, DS Stream follows with data preparation, and PayPo closes the talks with an AI agent in practice.
- Talking to your data in Databricks: capabilities and components (15 min). Adam Aboode, Senior Solutions Architect, Databricks
- Preparing data for AI: live demo (15 min). Paweł Zając, AI Data Engineering Senior Leader, DS Stream
- An AI agent and a semantic layer in practice: architecture and lessons from the deployment (20 min). Jakub Niedźwiecki, Head of Data, PayPo
- Q&A (10 min)
The last ten minutes are open for questions, so bring the KPI your teams keep arguing about.
Who should attend
The session is aimed at data and analytics leaders, BI and data engineering teams, and anyone preparing company data for AI. It also fits people who have been asked to put an AI agent in front of business data and want to know what has to be in place first.
Read before the session
If you want some background reading before a session held in Polish, start with a practical guide to the Databricks semantic layer. It shows where each business rule belongs and how to check the answers you get back.
Save your seat
The webinar is in Polish.
Wednesday, November 18, 2026, 3:00 to 4:00 PM CET, online.
Databricks hosts the event and handles sign-ups. Register on the Databricks event page.
DS Stream builds data and AI systems on Databricks. To learn more, see our Databricks practice.
