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Load Shedding in a Data Stream Manager

Summary: Dynamic load shedding in a Data Stream Manager via insertable/removable drop operators in query plans. Two drop types—random fraction and content-based importance—plus algorithms for when, where, and how much to shed, with experiments showing QoS recovery and bounded accuracy loss. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
h5fb3f5890e1e9e39
Venue
VLDB
Year
2003
Pagerank
0.00014799878
Overall Rank
680 | 95.45%
DOI
10.1016/B978-012722442-8/50035-5

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{tatbul_vldb03,
        title = {{Load Shedding in a Data Stream Manager}},
        author = {Tatbul, Nesime and Çetintemel, Uğur and Zdonik, Stan and Cherniack, Mitch and Stonebraker, Michael},
        journal = {PVLDB},
        series = {{VLDB} '03},
        doi = {10.1016/B978-012722442-8/50035-5},
        url = {https://doi.org/10.1016/B978-012722442-8/50035-5},
        year = {2003}
}

Incoming Citations (Sorted by Pagerank)

Showing 43 of 43 citing papers.

Rank Citing Paper Year Venue Pagerank
128 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00030317705
408 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00018836656
1,285 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00011189681
1,388 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.00010806922
1,391 How Soccer Players Would do Stream Joins 2011 SIGMOD 0.00010790581
1,723 Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees 2009 VLDB 9.7807441e-05
1,841 Fault-Tolerance in the Borealis Distributed Stream Processing System 2005 SIGMOD 9.5155524e-05
2,223 Streams on Wires — A Query Compiler for FPGAs 2009 VLDB 8.8041296e-05
2,510 Operator Scheduling in a Data Stream Manager 2003 VLDB 8.3492737e-05
2,704 Executing Stream Joins on the Cell Processor 2007 VLDB 8.0950719e-05
3,559 Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters 2006 SIGMOD 7.1850048e-05
3,735 Memory-Limited Execution of Windowed Stream Joins 2004 VLDB 7.0431286e-05
4,607 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.4894359e-05
4,708 Static Optimization of Conjunctive Queries with Sliding Windows Over Infinite Streams 2004 SIGMOD 6.4419838e-05
4,967 Distributed Operation in the Borealis Stream Processing Engine 2005 SIGMOD 6.3217658e-05
5,128 Run-Time Operator State Spilling for Memory Intensive Long-Running Queries 2006 SIGMOD 6.248773e-05
5,667 Staying FIT: Efficient Load Shedding Techniques for Distributed Stream Processing 2007 VLDB 6.0280889e-05
5,864 A Dip in the Reservoir: Maintaining Sample Synopses of Evolving Datasets 2006 VLDB 5.9498215e-05
6,045 RPJ: Producing Fast Join Results on Streams through Rate-based Optimization 2005 SIGMOD 5.8882414e-05
6,057 Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams 2004 VLDB 5.8838023e-05
6,178 Load Shedding in Stream Databases: A Control-Based Approach 2006 VLDB 5.8430416e-05
6,204 DARLING: Data-Aware Load Shedding in Complex Event Processing Systems 2022 VLDB 5.8341402e-05
6,281 Beyond Analytics: The Evolution of Stream Processing Systems 2020 SIGMOD 5.8083033e-05
6,561 Extract-Transform-Load for Video Streams 2023 VLDB 5.7288224e-05
6,671 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 5.6977582e-05
6,807 Intermittent Query Processing 2019 VLDB 5.661199e-05
7,161 On Joining and Caching Stochastic Streams 2005 SIGMOD 5.5803315e-05
7,269 Efficient Adaptive Detection of Complex Event Patterns 2018 VLDB 5.5534971e-05
7,432 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 5.5133928e-05
7,880 Changing Flights in Mid-air: A Model for Safely Modifying Continuous Queries 2011 SIGMOD 5.418675e-05
8,318 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 5.3405011e-05
8,514 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 5.311399e-05
8,850 Scalable Delivery of Stream Query Result 2009 VLDB 5.2489348e-05
8,891 Optimization of Threshold Functions over Streams 2021 VLDB 5.2423828e-05
9,673 Achieving High Output Quality under Limited Resources through Structure-based Spilling in XML Streams 2010 VLDB 5.1265155e-05
9,928 Supporting Distributed Feed-Following Apps over Edge Devices 2013 VLDB 5.0970742e-05
11,144 Sharp: Shared State Reduction for Efficient Matching of Sequential Patterns 2026 VLDB 4.9605343e-05
12,055 In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All 2021 VLDB 4.9605343e-05
12,450 CE-Storm: Confidential Elastic Processing of Data Streams 2015 SIGMOD 4.9605343e-05
12,861 MOIR/MT: Monitoring Large-Scale Road Network Traffic in Real-Time 2009 VLDB 4.9605343e-05
13,019 Asking the Right Questions: Model-driven Optimization using Probes 2006 PODS 4.9605343e-05
13,025 Quality-Aware Distributed Data Delivery for Continuous Query Services 2006 SIGMOD 4.9605343e-05
13,086 Loadstar: Load Shedding in Data Stream Mining 2005 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

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

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# Overall Rank Paper Year Venue
1 6,057 Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams 2004 VLDB
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6 9,675 Providing Resiliency to Load Variations in Distributed Stream Processing 2006 VLDB
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9 4,607 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB
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