World Congress 2025

Let's Get Aggregated: Custom UDAFs in Spark

July 11, 2025 09:00 – 09:30 · 30 min Stage 8

What this session covers

Tired of the same old avg() and sum() in Spark? Wish your data could tell more interesting stories? Then this talk is for you! We’ll dive into the world of User-Defined Aggregation Functions (UDAFs) in Apache Spark — your secret weapon for solving those “just-one-more-metric” moments that built-ins can’t handle. You’ll learn how to build your own aggregations using Spark’s type-safe Aggregator API, giving you full control, better performance, and compiler-approved confidence. We’ll show you how to craft custom metrics that actually reflect your business logic. Whether you’re wrangling massive datasets or just want to impress your coworkers with some next-level Spark wizardry, join us and level up your data game — one custom aggregation at a time!

World Congress 2025

Related talks

Open session

Beyond AI Readiness: Scaling Data-Driven Engineering for Next-Gen Software & Infrastructure

  • Eduard

    Finanz Informatik

    Data Engineer Data Analytics Platform

  • Jannis Eickenroth

    Finanz Informatik

    Head of Analytics and Customer Engagement

  • Sophie Kleinke

    Finanz Informatik

    Data Engineer

Open session

From Tables to Graphs in Minutes: Supercharging Kusto Graph Analytics with AI-Powered Development

  • Prof Smoke

    Microsoft, Principal Product Manager Kusto

Open session

Agentic GraphRAG with MAGMA (Manifold Agency with Graph Models and Augmentation)

  • Andreas Kollegger

    Neo4j

    GenAI Lead for Developer Relations

Open session

NVIDIA Expert Session: Best Practices and Techniques for Building Agentic and RAG applications

  • Anshul Jindal

    NVIDIA

    Sr. Solution Architect

  • Ziv Ilan

    NVIDIA

    Solution Architect GenAI

All sessions at this congress