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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
5828
Venue
SIGMOD
Year
2020
Pagerank
4.9492015e-05
Overall Rank
6,721 | 53.25%
DOI
10.1145/3318464.3383131

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Rank Citing Paper Year Venue Pagerank
5,939 Clonos: Consistent Causal Recovery for Highly-Available Streaming Dataflows 2021 SIGMOD 5.2641681e-05
8,463 D3-GNN: Dynamic Distributed Dataflow for Streaming Graph Neural Networks 2024 VLDB 4.5052127e-05
9,318 Disaggregated State Management in Apache Flink® 2.0 2025 VLDB 4.3556432e-05
10,883 IcedTea: Efficient and Responsive Time-Travel Debugging in Dataflow Systems 2025 VLDB 4.1945683e-05
11,243 Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional Guarantees 2023 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 26 of 26 cited papers.

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

Rank Cited Paper Year Venue Pagerank
41 NiagaraCQ: A Scalable Continuous Query System for Internet Databases 2000 SIGMOD 0.00073964959
314 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00028084774
323 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027492196
373 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00025341527
432 Flexible Time Management in Data Stream Systems 2004 PODS 0.00023368424
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
591 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00019569071
726 Load Shedding in a Data Stream Manager 2003 VLDB 0.00017511209
899 Faster: A Concurrent Key-Value Store with In-Place Updates 2018 SIGMOD 0.00015509287
1,084 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00014209714
1,141 Consistent Streaming Through Time: A Vision for Event Stream Processing 2007 CIDR 0.00013717279
1,226 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.00013180799
1,548 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011431383
1,551 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011416058
1,554 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011400581
1,802 Towards a Streaming SQL Standard 2008 VLDB 0.00010509786
2,264 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.1575142e-05
2,338 Samza: Stateful Scalable Stream Processing at LinkedIn 2017 VLDB 9.00711e-05
3,568 SECRET: A Model for Analysis of the Execution Semantics of Stream Processing Systems 2010 VLDB 6.9619076e-05
3,569 S-Store: A Streaming NewSQL System for Big Velocity Applications 2014 VLDB 6.9608969e-05
3,762 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7804471e-05
4,044 Megaphone: Latency-conscious state migration for distributed streaming dataflows 2019 VLDB 6.4995312e-05
5,130 One SQL to Rule Them All – an Efficient and Syntactically Idiomatic Approach to Management of Streams and Tables 2019 SIGMOD 5.6755067e-05
5,187 Stateful Functions as a Service in Action 2019 VLDB 5.6400706e-05
5,464 A.M.B.R.O.S.I.A: Providing Performant Virtual Resiliency for Distributed Applications 2020 VLDB 5.4933659e-05
9,720 Event Processing - past, present and future 2010 VLDB 4.2974731e-05
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Overall Rank Paper Year Venue Pagerank
1,788 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.00010555742
7,866 Operational Analytics Data Management Systems 2016 VLDB 4.6321795e-05
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072723062
4,167 Scalable Distributed Stream Join Processing 2015 SIGMOD 6.3919506e-05
5,038 Data Stream Query Processing: A Tutorial 2003 VLDB 5.7432219e-05
5,825 Adaptive Query Processing: Why, How, When, What Next 2006 SIGMOD 5.3126934e-05
1,222 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00013213129
5,130 One SQL to Rule Them All – an Efficient and Syntactically Idiomatic Approach to Management of Streams and Tables 2019 SIGMOD 5.6755067e-05
13,767 Data Streams: Fresh Current or Stagnant Backwater? (Panel) 2002 SIGMOD -
8,981 Data Stream Warehousing 2013 SIGMOD 4.4167397e-05