DBScholar

Back to papers

The Dataflow Model Revisited Or: That Feeling When You Realize Every Problem You've Been Solving Is a Database Problem

Summary: A Test-of-Time reassessment finds event time, incompleteness, and strong consistency enduring, but window/trigger-centric semantics misguided. It reframes streaming as database maintenance over streams/tables, with SQL, incremental views, and freshness contracts simplifying analytics. (summarized by gpt-5.6-luna on Aug 28 2026)

Paper ID
h1e9bab0a3d6cdcab
Venue
VLDB
Year
2026
Pagerank
4.9793485e-05
Overall Rank
11,036 | 25.81%
DOI
10.14778/3827998.3838710

Incoming Non-self Citations Over Time

No non-self incoming citations found for this paper in this database.

Authors

BibTeX Citation

@article{akidau_vldb26,
        title = {{The Dataflow Model Revisited Or: That Feeling When You Realize Every Problem You've Been Solving Is a Database Problem}},
        author = {Akidau, Tyler and Fernández-Moctezuma, Rafael J. and Lax, Reuven and Mills, Daniel},
        journal = {PVLDB},
        series = {{VLDB} '26},
        volume = {19},
        number = {12},
        pages = {4953--4964},
        doi = {10.14778/3827998.3838710},
        url = {https://doi.org/10.14778/3827998.3838710},
        year = {2026}
}

Incoming Citations (Sorted by Pagerank)

Showing 0 of 0 citing papers.

Rank Citing Paper Year Venue Pagerank
Previous Page 1 / 1 Next

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
62 Maintaining Views Incrementally 1993 SIGMOD 0.00039045511
112 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00032459277
127 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030427614
218 MillWheel: Fault-Tolerant Stream Processing at Internet Scale 2013 VLDB 0.00024390324
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
339 A Taxonomy of Time in Databases 1985 SIGMOD 0.00020570509
408 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00018900199
442 Differential dataflow 2013 CIDR 0.00018210463
685 Trill: A High-Performance Incremental Query Processor for Diverse Analytics 2015 VLDB 0.00014782777
895 Consistent Streaming Through Time: A Vision for Event Stream Processing 2007 CIDR 0.00013211204
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
1,303 Realtime Data Processing at Facebook 2016 SIGMOD 0.0001110427
1,674 Semantics and Evaluation Techniques for Window Aggregates in Data Streams 2005 SIGMOD 9.922398e-05
1,771 Samza: Stateful Scalable Stream Processing at LinkedIn 2017 VLDB 9.6803752e-05
2,739 General Incremental Sliding-Window Aggregation 2015 VLDB 8.0721161e-05
3,673 DBSP: Automatic Incremental View Maintenance for Rich Query Languages 2023 VLDB 7.1092596e-05
4,098 On-the-fly Progress Detection in Iterative Stream Queries 2009 VLDB 6.8090144e-05
4,400 Shared Arrangements: practical inter-query sharing for streaming dataflows 2020 VLDB 6.6151947e-05
4,872 Efficient Snapshot Differential Algorithms for Data Warehousing 1996 VLDB 6.3731903e-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
6,620 Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow 2021 VLDB 5.7315465e-05
7,077 Inter-Operator Feedback in Data Stream Management Systems via Punctuation 2009 CIDR 5.6061041e-05
7,267 What's the Difference? Incremental Processing with Change Queries in Snowflake 2023 SIGMOD 5.5698185e-05
9,226 Streaming Democratized: Ease Across the Latency Spectrum with Delayed View Semantics and Snowflake Dynamic Tables 2025 SIGMOD 5.2056825e-05
9,995 Enzyme Demo: Incremental View Maintenance for Data Engineering 2026 VLDB 5.0979044e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 4,684 Continuous Analytics: Rethinking Query Processing in a Network-Effect World 2009 CIDR
2 6,266 Beyond Analytics: The Evolution of Stream Processing Systems 2020 SIGMOD
3 10,828 Toward Temporal Attribution Analytics in Dataflows 2026 VLDB
4 4,552 Consistency in a Stream Warehouse 2011 CIDR
5 6,620 Watermarks in Stream Processing Systems: Semantics and Comparative Analysis of Apache Flink and Google Cloud Dataflow 2021 VLDB
6 4,884 One SQL to Rule Them All – an Efficient and Syntactically Idiomatic Approach to Management of Streams and Tables 2019 SIGMOD
7 1,985 Continuous Analytics Over Discontinuous Streams 2010 SIGMOD
8 9,226 Streaming Democratized: Ease Across the Latency Spectrum with Delayed View Semantics and Snowflake Dynamic Tables 2025 SIGMOD
9 26 Models and Issues in Data Stream Systems 2002 PODS
10 325 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB