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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
6242
Venue
SIGMOD
Year
2021
Pagerank
4.1905499e-05
Overall Rank
11,489 | 20.16%
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 0.00061707583
486 TiDB: A Raft-based HTAP Database 2020 VLDB 0.00022039625
536 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020651621
822 Twitter Heron: Stream Processing at Scale 2015 SIGMOD 0.00016226851
884 F1 – The Fault-Tolerant Distributed RDBMS Supporting Google's Ad Business 2012 SIGMOD 0.00015579837
1,097 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014083973
1,284 Photon: Fault-tolerant and Scalable Joining of Continuous Data Streams 2013 SIGMOD 0.00012820565
1,503 BatchDB: Efficient Isolated Execution of Hybrid OLTP+OLAP Workloads for Interactive Applications 2017 SIGMOD 0.0001161148
1,588 Druid: A Real-time Analytical Data Store 2014 SIGMOD 0.00011232949
1,616 Realtime Data Processing at Facebook 2016 SIGMOD 0.00011133818
1,939 Procella: Unifying serving and analytical data at YouTube 2019 VLDB 0.00010019433
2,060 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6585115e-05
3,764 F1 Lightning: HTAP as a Service 2020 VLDB 6.7762323e-05
4,666 Alibaba Hologres: A Cloud-Native Service for Hybrid Serving/Analytical Processing 2020 VLDB 6.005349e-05
4,766 Pinot: Realtime OLAP for 530 Million Users 2018 SIGMOD 5.933206e-05
6,241 Helios: Hyperscale Indexing for the Cloud & Edge 2020 VLDB 5.1357476e-05
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