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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
5829
Venue
SIGMOD
Year
2020
Pagerank
4.9444528e-05
Overall Rank
6,726 | 53.26%
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
5,942 Clonos: Consistent Causal Recovery for Highly-Available Streaming Dataflows 2021 SIGMOD 5.2591128e-05
8,459 D3-GNN: Dynamic Distributed Dataflow for Streaming Graph Neural Networks 2024 VLDB 4.5008938e-05
9,323 Disaggregated State Management in Apache Flink® 2.0 2025 VLDB 4.351469e-05
10,887 IcedTea: Efficient and Responsive Time-Travel Debugging in Dataflow Systems 2025 VLDB 4.1905499e-05
11,245 Fries: Fast and Consistent Runtime Reconfiguration in Dataflow Systems with Transactional Guarantees 2023 VLDB 4.1905499e-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 0.00073944756
314 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00028059664
324 Gigascope: A Stream Database for Network Applications 2003 SIGMOD 0.00027465124
374 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00025325855
433 Flexible Time Management in Data Stream Systems 2004 PODS 0.00023336894
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
590 TelegraphCQ: Continuous Dataflow Processing 2003 SIGMOD 0.00019552343
723 Load Shedding in a Data Stream Manager 2003 VLDB 0.00017493042
892 Faster: A Concurrent Key-Value Store with In-Place Updates 2018 SIGMOD 0.00015522869
1,081 Dhalion: Self-Regulating Stream Processing in Heron 2017 VLDB 0.00014201838
1,141 Consistent Streaming Through Time: A Vision for Event Stream Processing 2007 CIDR 0.00013703749
1,226 Integrating Scale Out and Fault Tolerance in Stream Processing using Operator State Management 2013 SIGMOD 0.00013168869
1,546 Structured Streaming: A Declarative API for Real-Time Applications in Apache Spark 2018 SIGMOD 0.00011418993
1,549 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011407374
1,557 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011381807
1,799 Towards a Streaming SQL Standard 2008 VLDB 0.0001049736
2,270 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.149662e-05
2,339 Samza: Stateful Scalable Stream Processing at LinkedIn 2017 VLDB 9.0029559e-05
3,572 SECRET: A Model for Analysis of the Execution Semantics of Stream Processing Systems 2010 VLDB 6.9525352e-05
3,573 S-Store: A Streaming NewSQL System for Big Velocity Applications 2014 VLDB 6.9524741e-05
3,771 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7738535e-05
4,051 Megaphone: Latency-conscious state migration for distributed streaming dataflows 2019 VLDB 6.4932782e-05
5,131 One SQL to Rule Them All – an Efficient and Syntactically Idiomatic Approach to Management of Streams and Tables 2019 SIGMOD 5.6704313e-05
5,185 Stateful Functions as a Service in Action 2019 VLDB 5.6358087e-05
5,474 A.M.B.R.O.S.I.A: Providing Performant Virtual Resiliency for Distributed Applications 2020 VLDB 5.4880879e-05
9,719 Event Processing - past, present and future 2010 VLDB 4.2933548e-05
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Overall Rank Paper Year Venue Pagerank
1,791 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.0001052731
7,864 Operational Analytics Data Management Systems 2016 VLDB 4.6284093e-05
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072660894
4,161 Scalable Distributed Stream Join Processing 2015 SIGMOD 6.3883784e-05
5,037 Data Stream Query Processing: A Tutorial 2003 VLDB 5.7390577e-05
5,833 Adaptive Query Processing: Why, How, When, What Next 2006 SIGMOD 5.3083853e-05
1,222 Querying and Mining Data Streams: You Only Get One Look 2002 SIGMOD 0.00013205769
5,131 One SQL to Rule Them All – an Efficient and Syntactically Idiomatic Approach to Management of Streams and Tables 2019 SIGMOD 5.6704313e-05
13,781 Data Streams: Fresh Current or Stagnant Backwater? (Panel) 2002 SIGMOD -
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