The 2rd Trends and Challenges in Industrial Data Systems Research (IDSR) Workshop

in Conjunction with 42nd ICDE

Room Av. Van-Horne,Fairmont The Queen Elizabeth,Montreal

Monday, May 4

Overview

In the past few years, we have witnessed a number of important advances in the industrial data systems landscape, centered around major industry trends such as the emergence of "all-in-one" Lakehouse architectures, the support for new hardware platforms, the predominance of cloud-based systems, and the continued adoption of ML/AI techniques for a wide range of purposes, from advanced analytics and user interfaces to query optimization, resource management and system autonomics. These advances pose a number of important research challenges and opportunities for innovation in the industrial data systems space; these include, for instance, managing the enormous system complexity of this new generation of data engines, providing seamless integration and support for new heterogeneous hardware and accelerator architectures, and effectively exploiting the state-of-the-art advances in ML/AI (such as novel foundation models and agentic AI).

The IDSR workshop aims to bring together leading industry researchers and practitioners to discuss the state of the industrial data systems field, including recent trends, developments and accomplishments, as well as ongoing challenges and future directions for industrial research and systems development. The program will be structured to promote interactive discussion and exchange of ideas across major industry players, through insightful presentations and open discussion sessions/panels. The end goal of the workshop will be to produce an Asilomar-style report on the state of industrial data systems research comprising contributions from all workshop participants.

Agenda

May 4th 2026

Room Av. Van-Horne,Fairmont The Queen Elizabeth,Montreal

Please note that while main IDSR participants will be invited by the workshop organizers, the discussion will also be open to anyone who would like to attend (limited, of course, by the room capacity). No advance registration is required.

Time

Session

Topics

9:00-9:30

30mins

Opening Remarks

Welcome & Intro: Organizers

Self-introductions around the table :All

Brainstorming: Workshop structure and agenda : All

9:30-10:30

60mins

Data Systems in Agentic AI Era I

Rethinking Evaluation for AI-Powered Data Systems Oktie Hassanzadeh (IBM)

Agent-First Data Systems, Aditya Parameswaran(UC Berkeley)

Semantic query processing and AI engines, Fatma Ozcan(Google)

Discussion & Brainstorming (All)

10:30-11:00

30mins

Coffee Break

11:00-12:00

60mins

Data Systems Architecture & Implementation

Stream Processing Systems in the Post-Cloud Era ,Volker Markl(TUB)

Architecting Data Systems in the AI Era,Gustavo Alonso(ETH)

Throughput is king: Optimizing data movement using impact potential, Anastasia Ailamaki (EPFL)

Discussion & Brainstorming (All)

12:00-14:00

120mins

Lunch Break

14:00-15:00

60mins

Data Systems in Agentic AI Era II

The Context Layer: Rethinking the Database Stack for the Agentic Enterprise, Xun Xue(Huawei)

Data management for agentic AI,Lukasz Golab(University of Waterloo)

When AI Agents Swarm the Data Lake, Amol Deshpande(University of Maryland)

Discussion & Brainstorming (All)

15:00-16:00

60mins

Other Topics/Challenges and IDSR Report Sync-up

Discussion & Brainstorming (All)

16:00-16:30

60mins

Coffee Break

16:30-18:30

60mins

Tamer Ozsu Event