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Real-time Data Infrastructure at Uber

Summary: Uber's real-time data stack: PB-scale ingestion/processing built on OSS with Uber-specific refinements to meet latency and scale. Highlights three scaling challenges per component, and real-time use cases (incentives, fraud, ML) with key lessons. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6241
Venue
SIGMOD
Year
2021
Pagerank
4.1945683e-05
Overall Rank
11,485 | 20.11%
DOI
10.1145/3448016.3457552

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Showing 16 of 16 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061639801
488 TiDB: A Raft-based HTAP Database 2020 VLDB 0.000220409
538 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020678804
824 Twitter Heron: Stream Processing at Scale 2015 SIGMOD 0.0001623129
890 F1 – The Fault-Tolerant Distributed RDBMS Supporting Google's Ad Business 2012 SIGMOD 0.00015570935
1,098 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014114442
1,286 Photon: Fault-tolerant and Scalable Joining of Continuous Data Streams 2013 SIGMOD 0.0001282373
1,507 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.00011617967
1,588 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011239313
1,613 Realtime Data Processing at Facebook 2016 SIGMOD 0.00011140777
1,943 Procella: Unifying serving and analytical data at YouTube 2019 VLDB 0.00010012569
2,062 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6481955e-05
3,768 F1 Lightning: HTAP as a Service 2020 VLDB 6.7782774e-05
4,688 Alibaba Hologres: A Cloud-Native Service for Hybrid Serving/Analytical Processing 2020 VLDB 5.9980609e-05
4,767 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 5.9364731e-05
6,242 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 5.1408379e-05
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