Vector Search Before It Was Cool
Hard-won lessons building approximate nearest-neighbor systems for recommendations at scale.
Lucia Fernandez Jul 11, 2022 · 10:30 AM
All conferences
Edition 6 · 2022
Data Reliability at Scale
Atlanta, GAGeorgia World Congress Center
July 11–13, 2022
5,600
Attendees
104
Talks
60
Papers
Headliners
Keynote speakers
Program highlights
Streaming Ingestion Without the 3 a.m. Pages
Backpressure, schema drift, and dead-letter handling for ingestion pipelines that stay calm.
Omar Haddad Jul 11, 2022 · 1:00 PM
Data Contracts in Practice
How explicit producer–consumer contracts cut pipeline incidents by 60% across hundreds of teams.
Dr. Amara Okafor Jul 11, 2022 · 2:30 PM
Federated Learning Without the Hype
Where privacy-preserving training genuinely pays off — and where a central warehouse still wins.
Dr. Fatima Al-Sayed Jul 11, 2022 · 4:30 PM
Real-Time Feature Stores Without the Pain
Bridging the online/offline gap with a single source of truth for features and labels.
Lin Zhao Jul 12, 2022 · 10:30 AM
Observability for Data Pipelines
Lineage, freshness, and anomaly detection — the telemetry that keeps data products reliable.
James O'Brien Jul 13, 2022 · 10:30 AM
Cost Optimization for the Lakehouse
Right-sizing compute, tuning file layouts, and killing the silent spend in your data platform.
Ben Fisher Jul 13, 2022 · 10:30 AM
Pipeline Reliability SLAs in Practice
Defining freshness and completeness SLAs your consumers can plan around — and meeting them.
Terrence Walker Jul 13, 2022 · 2:30 PM
Proceedings
Peer-reviewed papers — 2022
Data Contracts: Formalizing the Producer–Consumer Boundary
A. Okafor, T. Han
Data Engineering2022146 citations
Online/Offline Consistency in Real-Time Feature Stores
L. Zhao, V. Cruz, R. Mehta
ML Platforms2022118 citations
Data Quality Scorecards: Quantifying Freshness and Completeness at Scale
W. Liu, J. O'Brien
Data Engineering202294 citations
Confidential Computing for Secure Multi-Party Data Sharing
P. Adeyemi, X. Dubois
Security202274 citations
Transactional Guarantees in Object-Store-Based Lakehouses
J. Rivera, Z. Thompson
Cloud202288 citations
Adaptive Materialized View Selection Under Evolving Workloads
C. Williams, Y. Patel
Analytics202263 citations
Federated Learning Orchestration Across Geographically Distributed Data Nodes
G. Park, N. Gupta
ML Infrastructure202248 citations