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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
8984
Venue
VLDB
Year
2003
Pagerank
0.00017511209
Overall Rank
726 | 94.96%
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 0.00035738595
586 DBToaster: Higher-order Delta Processing for Dynamic, Frequently Fresh Views 2012 VLDB 0.00019685374
1,346 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00012466288
1,694 How Soccer Players Would do Stream Joins 2011 SIGMOD 0.00010893764
1,788 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.00010555742
1,990 Fault-Tolerance in the Borealis Distributed Stream Processing System 2005 SIGMOD 9.8472819e-05
2,140 Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees* 2009 VLDB 9.4626098e-05
2,272 Streams on Wires — A Query Compiler for FPGAs 2009 VLDB 9.1334837e-05
2,407 Operator Scheduling in a Data Stream Manager* 2003 VLDB 8.8804679e-05
2,763 Executing Stream Joins on the Cell Processor 2007 VLDB 8.1579306e-05
3,838 Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters 2006 SIGMOD 6.7134945e-05
4,133 Memory-Limited Execution of Windowed Stream Joins 2004 VLDB 6.4196026e-05
4,649 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.0236001e-05
4,930 Static Optimization of Conjunctive Queries with Sliding Windows Over Infinite Streams 2004 SIGMOD 5.8213082e-05
5,049 Run-Time Operator State Spilling for Memory Intensive Long-Running Queries 2006 SIGMOD 5.7372423e-05
5,164 Distributed Operation in the Borealis Stream Processing Engine 2005 SIGMOD 5.6537475e-05
5,675 Staying FIT: Efficient Load Shedding Techniques for Distributed Stream Processing 2007 VLDB 5.3766e-05
5,713 Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams 2004 VLDB 5.3581653e-05
6,048 Load Shedding in Stream Databases: A Control-Based Approach 2006 VLDB 5.2365988e-05
6,271 DARLING: Data-Aware Load Shedding in Complex Event Processing Systems 2022 VLDB 5.1335397e-05
6,286 A Dip in the Reservoir: Maintaining Sample Synopses of Evolving Datasets 2006 VLDB 5.1280225e-05
6,338 RPJ: Producing Fast Join Results on Streams through Rate-based Optimization 2005 SIGMOD 5.105321e-05
6,721 Beyond Analytics: The Evolution of Stream Processing Systems 2020 SIGMOD 4.9492015e-05
6,753 State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries 2006 VLDB 4.9387235e-05
6,853 On Joining and Caching Stochastic Streams 2005 SIGMOD 4.9070864e-05
6,877 Extract-Transform-Load for Video Streams 2023 VLDB 4.8974054e-05
7,318 Efficient Adaptive Detection of Complex Event Patterns 2018 VLDB 4.7638874e-05
7,407 Intermittent Query Processing 2019 VLDB 4.7373205e-05
7,660 Scalable Delivery of Stream Query Result 2009 VLDB 4.6862657e-05
7,801 Realtime Analysis of Information Diffusion in Social Media 2013 VLDB 4.6469803e-05
7,893 Changing Flights in Mid-air: A Model for Safely Modifying Continuous Queries 2011 SIGMOD 4.6240987e-05
8,337 THEMIS: Fairness in Federated Stream Processing under Overload 2016 SIGMOD 4.5434623e-05
8,480 Optimization of Threshold Functions over Streams 2021 VLDB 4.5011552e-05
9,187 POLAR: Adaptive and Non-invasive Join Order Selection via Plans of Least Resistance 2024 VLDB 4.3780059e-05
9,311 Achieving High Output Quality under Limited Resources through Structure-based Spilling in XML Streams 2010 VLDB 4.3565355e-05
9,550 Supporting Distributed Feed-Following Apps over Edge Devices 2013 VLDB 4.325612e-05
10,330 Sharp: Shared State Reduction for Efficient Matching of Sequential Patterns 2026 VLDB 4.1945683e-05
11,502 In the Land of Data Streams where Synopses are Missing, One Framework to Bring Them All 2021 VLDB 4.1945683e-05
11,909 CE-Storm: Confidential Elastic Processing of Data Streams 2015 SIGMOD 4.1945683e-05
12,328 MOIR/MT: Monitoring Large-Scale Road Network Traffic in Real-Time 2009 VLDB 4.1945683e-05
12,488 Asking the Right Questions: Model-driven Optimization using Probes 2006 PODS 4.1945683e-05
12,494 Quality-Aware Distributed Data Delivery for Continuous Query Services 2006 SIGMOD 4.1945683e-05
12,555 Loadstar: Load Shedding in Data Stream Mining 2005 VLDB 4.1945683e-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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Overall Rank Paper Year Venue Pagerank
5,713 Remembrance of Streams Past: Overload-Sensitive Management of Archived Streams 2004 VLDB 5.3581653e-05
1,136 Chain: Operator Scheduling for Memory Minimization in Data Stream Systems 2003 SIGMOD 0.00013760154
2,407 Operator Scheduling in a Data Stream Manager* 2003 VLDB 8.8804679e-05
8,723 Robust Real-time Query Processing with QStream 2005 VLDB 4.4601084e-05
7,660 Scalable Delivery of Stream Query Result 2009 VLDB 4.6862657e-05
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5,675 Staying FIT: Efficient Load Shedding Techniques for Distributed Stream Processing 2007 VLDB 5.3766e-05
4,649 Window-Aware Load Shedding for Aggregation Queries over Data Streams 2006 VLDB 6.0236001e-05
6,048 Load Shedding in Stream Databases: A Control-Based Approach 2006 VLDB 5.2365988e-05