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Beyond Analytics: The Evolution of Stream Processing Systems

Summary: Survey of stream processing evolution, noting overlooked findings and the shift from analytics-centric systems to modern, event-driven platforms. Contemporary streams enable scalable apps, reshaping architecture and data-management design. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h1865bbf2d00aca2f
Venue
SIGMOD
Year
2020
Pagerank
5.8083033e-05
Overall Rank
6,281 | 57.90%
DOI
10.1145/3318464.3383131

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{carbone_sigmod20,
        title = {{Beyond Analytics: The Evolution of Stream Processing Systems}},
        author = {Carbone, Paris and Fragkoulis, Marios and Kalavri, Vasiliki and Katsifodimos, Asterios},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3383131},
        url = {https://dl.acm.org/doi/10.1145/3318464.3383131},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
4,889 Clonos: Consistent Causal Recovery for Highly-Available Streaming Dataflows 2021 SIGMOD 6.3513193e-05
8,649 D3-GNN: Dynamic Distributed Dataflow for Streaming Graph Neural Networks 2024 VLDB 5.2809021e-05
9,683 Disaggregated State Management in Apache Flink 2.0 2025 VLDB 5.1258854e-05
10,932 Fugue: Online Elasticity for Distributed Stateful Stream Processing 2026 VLDB 4.9605343e-05
11,514 IcedTea: Efficient and Responsive Time-Travel Debugging in Dataflow Systems 2025 VLDB 4.9605343e-05
11,805 Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional Guarantees 2023 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 27 of 27 cited papers.

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

Rank Cited Paper Year Venue Pagerank
25 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00053734242
219 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.0002429959
240 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00023371986
328 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020889528
370 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00019781831
433 Flexible Time Management in Data Stream Systems 2004 PODS 0.00018370788
514 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00017005839
549 Faster: A Concurrent Key-Value Store with In-Place Updates 2018 SIGMOD 0.00016530268
680 Load Shedding in a Data Stream Manager 2003 VLDB 0.00014799878
898 Consistent Streaming Through Time: A Vision for Event Stream Processing 2007 CIDR 0.00013161605
973 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.00012734154
1,128 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011887295
1,202 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011523108
1,244 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00011363001
1,290 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011151196
1,409 State Management in Apache Flink: Consistent Stateful Distributed Stream Processing 2017 VLDB 0.00010732706
1,762 Towards a Streaming SQL Standard 2008 VLDB 9.6949462e-05
1,785 Samza: Stateful Scalable Stream Processing at LinkedIn 2017 VLDB 9.6438157e-05
1,951 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.302451e-05
3,117 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6142606e-05
3,174 S-Store: A Streaming NewSQL System for Big Velocity Applications 2014 VLDB 7.552969e-05
3,268 SECRET: A Model for Analysis of the Execution Semantics of Stream Processing Systems 2010 VLDB 7.4653816e-05
3,409 Megaphone: Latency-conscious state migration for distributed streaming dataflows 2019 VLDB 7.3076317e-05
4,908 One SQL to Rule Them All – an Efficient and Syntactically Idiomatic Approach to Management of Streams and Tables 2019 SIGMOD 6.3470129e-05
5,106 Stateful Functions as a Service in Action 2019 VLDB 6.2605229e-05
5,369 A.M.B.R.O.S.I.A: Providing Performant Virtual Resiliency for Distributed Applications 2020 VLDB 6.1452118e-05
10,084 Event Processing - past, present and future 2010 VLDB 5.0722324e-05
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