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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
8985
Venue
VLDB
Year
2003
Pagerank
0.00017493042
Overall Rank
723 | 94.98%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 43 of 43 citing papers.

Rank Citing Paper Year Venue Pagerank
191 The Design of the Borealis Stream Processing Engine 2005 CIDR 0.00035714897
585 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00019682634
1,349 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00012453634
1,693 How Soccer Players Would do Stream Joins 2011 SIGMOD 0.00010886797
1,791 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.0001052731
1,995 Fault-Tolerance in the Borealis Distributed Stream Processing System 2005 SIGMOD 9.83817e-05
2,141 Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees* 2009 VLDB 9.4561227e-05
2,279 Streams on Wires — A Query Compiler for FPGAs 2009 VLDB 9.1249844e-05
2,406 Operator Scheduling in a Data Stream Manager* 2003 VLDB 8.8718534e-05
2,768 Executing Stream Joins on the Cell Processor 2007 VLDB 8.1518597e-05
3,843 Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters 2006 SIGMOD 6.7071097e-05
4,139 Memory-Limited Execution of Windowed Stream Joins 2004 VLDB 6.4126764e-05
4,647 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.01732e-05
4,934 Static Optimization of Conjunctive Queries with Sliding Windows Over Infinite Streams 2004 SIGMOD 5.815192e-05
5,047 Run-Time Operator State Spilling for Memory Intensive Long-Running Queries 2006 SIGMOD 5.7321615e-05
5,164 Distributed Operation in the Borealis Stream Processing Engine 2005 SIGMOD 5.6483213e-05
5,686 Staying FIT: Efficient Load Shedding Techniques for Distributed Stream Processing 2007 VLDB 5.3714896e-05
5,724 Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams 2004 VLDB 5.3530186e-05
6,052 Load Shedding in Stream Databases: A Control-Based Approach 2006 VLDB 5.2315712e-05
6,269 DARLING: Data-Aware Load Shedding in Complex Event Processing Systems 2022 VLDB 5.1286118e-05
6,285 A Dip in the Reservoir: Maintaining Sample Synopses of Evolving Datasets 2006 VLDB 5.1231886e-05
6,349 RPJ: Producing Fast Join Results on Streams through Rate-based Optimization 2005 SIGMOD 5.0957869e-05
6,726 Beyond Analytics: The Evolution of Stream Processing Systems 2020 SIGMOD 4.9444528e-05
6,852 On Joining and Caching Stochastic Streams 2005 SIGMOD 4.9027621e-05
6,868 Extract-Transform-Load for Video Streams 2023 VLDB 4.8982283e-05
6,871 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 4.8966771e-05
7,316 Efficient Adaptive Detection of Complex Event Patterns 2018 VLDB 4.7594979e-05
7,397 Intermittent Query Processing 2019 VLDB 4.7367491e-05
7,658 Scalable Delivery of Stream Query Result 2009 VLDB 4.6817213e-05
7,803 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 4.6425237e-05
7,893 Changing Flights in Mid-air: A Model for Safely Modifying Continuous Queries 2011 SIGMOD 4.6196344e-05
8,330 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 4.5391049e-05
8,478 Optimization of Threshold Functions over Streams 2021 VLDB 4.4968401e-05
9,191 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 4.3738237e-05
9,316 Achieving High Output Quality under Limited Resources through Structure-based Spilling in XML Streams 2010 VLDB 4.3523601e-05
9,551 Supporting Distributed Feed-Following Apps over Edge Devices 2013 VLDB 4.3214665e-05
10,342 Sharp: Shared State Reduction for Efficient Matching of Sequential Patterns 2026 VLDB 4.1905499e-05
11,506 In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All 2021 VLDB 4.1905499e-05
11,917 CE-Storm: Confidential Elastic Processing of Data Streams 2015 SIGMOD 4.1905499e-05
12,336 MOIR/MT: Monitoring Large-Scale Road Network Traffic in Real-Time 2009 VLDB 4.1905499e-05
12,497 Asking the Right Questions: Model-driven Optimization using Probes 2006 PODS 4.1905499e-05
12,503 Quality-Aware Distributed Data Delivery for Continuous Query Services 2006 SIGMOD 4.1905499e-05
12,564 Loadstar: Load Shedding in Data Stream Mining 2005 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

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

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Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
5,724 Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams 2004 VLDB 5.3530186e-05
1,136 Chain: Operator Scheduling for Memory Minimization in Data Stream Systems 2003 SIGMOD 0.00013745517
2,406 Operator Scheduling in a Data Stream Manager* 2003 VLDB 8.8718534e-05
8,721 Robust Real-time Query Processing with QStream 2005 VLDB 4.4558332e-05
7,658 Scalable Delivery of Stream Query Result 2009 VLDB 4.6817213e-05
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5,686 Staying FIT: Efficient Load Shedding Techniques for Distributed Stream Processing 2007 VLDB 5.3714896e-05
4,647 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.01732e-05
6,052 Load Shedding in Stream Databases: A Control-Based Approach 2006 VLDB 5.2315712e-05