DBScholar

Back to papers

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
5.8303329e-05
Overall Rank
6,266 | 57.88%
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
4,866 Clonos: Consistent Causal Recovery for Highly-Available Streaming Dataflows 2021 SIGMOD 6.3754084e-05
8,623 D3-GNN: Dynamic Distributed Dataflow for Streaming Graph Neural Networks 2024 VLDB 5.3009314e-05
9,648 Disaggregated State Management in Apache Flink 2.0 2025 VLDB 5.1453267e-05
10,862 Fugue: Online Elasticity for Distributed Stateful Stream Processing 2026 VLDB 4.9793485e-05
11,456 IcedTea: Efficient and Responsive Time-Travel Debugging in Dataflow Systems 2025 VLDB 4.9793485e-05
11,755 Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional Guarantees 2023 VLDB 4.9793485e-05
Previous Page 1 / 1 Next

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 0.00053930011
218 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00024390324
240 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00023435436
325 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.00020964941
369 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00019854467
429 Flexible Time Management in Data Stream Systems 2004 PODS 0.00018439857
510 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00017065714
546 Faster: A Concurrent Key-Value Store with In-Place Updates 2018 SIGMOD 0.00016590738
676 Load Shedding in a Data Stream Manager 2003 VLDB 0.00014853749
895 Consistent Streaming Through Time: A Vision for Event Stream Processing 2007 CIDR 0.00013211204
968 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.00012782051
1,123 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.0001193233
1,197 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011566535
1,233 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00011405873
1,286 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.0001119284
1,402 State Management in Apache Flink: Consistent Stateful Distributed Stream Processing 2017 VLDB 0.00010771949
1,750 Towards a Streaming SQL Standard 2008 VLDB 9.7311887e-05
1,771 Samza: Stateful Scalable Stream Processing at LinkedIn 2017 VLDB 9.6803752e-05
1,938 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.3342542e-05
3,106 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 7.6428848e-05
3,159 S-Store: A Streaming NewSQL System for Big Velocity Applications 2014 VLDB 7.5808147e-05
3,251 SECRET: A Model for Analysis of the Execution Semantics of Stream Processing Systems 2010 VLDB 7.4932341e-05
3,398 Megaphone: Latency-conscious state migration for distributed streaming dataflows 2019 VLDB 7.3353479e-05
4,884 One SQL to Rule Them All – an Efficient and Syntactically Idiomatic Approach to Management of Streams and Tables 2019 SIGMOD 6.3710319e-05
5,090 Stateful Functions as a Service in Action 2019 VLDB 6.2797546e-05
5,349 A.M.B.R.O.S.I.A: Providing Performant Virtual Resiliency for Distributed Applications 2020 VLDB 6.1684059e-05
10,045 Event Processing - past, present and future 2010 VLDB 5.0914702e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 11,036 The Dataflow Model Revisited Or: That Feeling When You Realize Every Problem You've Been Solving Is a Database Problem 2026 VLDB
2 8,228 Operational Analytics Data Management Systems 2016 VLDB
3 26 Models and Issues in Data Stream Systems 2002 PODS
4 3,603 Scalable Distributed Stream Join Processing 2015 SIGMOD
5 5,464 Data Stream Query Processing: A Tutorial 2003 VLDB
6 6,198 Adaptive Query Processing: Why, How, When, What Next 2006 SIGMOD
7 1,290 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD
8 4,884 One SQL to Rule Them All – an Efficient and Syntactically Idiomatic Approach to Management of Streams and Tables 2019 SIGMOD
9 14,279 Data Streams: Fresh Current or Stagnant Backwater? (Panel) 2002 SIGMOD
10 9,292 Data Stream Warehousing 2013 SIGMOD