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NiagaraCQ: A Scalable Continuous Query System for Internet Databases

Summary: NiagaraCQ scales Internet-scale continuous queries by grouping common structures to share work and reduce I/O. It supports incremental re-grouping, a lightweight query-split approach, and uniform handling of change- and timer-based queries, with pull/push detection and caching for scalability. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3201
Venue
SIGMOD
Year
2000
Pagerank
0.00073944756
Overall Rank
41 | 99.72%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 50 of 123 citing papers.

Rank Citing Paper Year Venue Pagerank
43 Models and Issues in Data Stream Systems 2002 PODS 0.00072660894
143 TelegraphCQ: Continuous Dataflow Processing for an Uncertain World 2003 CIDR 0.00041688468
194 Query Processing, Resource Management, and Approximation in a Data Stream Management System 2003 CIDR 0.00035402379
204 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00034696955
227 Efficient Filtering of XML Documents for Selective Dissemination of Information 2000 VLDB 0.0003240219
244 Continuously Adaptive Continuous Queries over Streams 2002 SIGMOD 0.00031037999
433 Flexible Time Management in Data Stream Systems 2004 PODS 0.00023336894
515 QPipe: A Simultaneously Pipelined Relational Query Engine 2005 SIGMOD 0.00021209491
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
601 Linear Road: A Stream Data Management Benchmark 2004 VLDB 0.00019372971
743 Distributed Top-K Monitoring 2003 SIGMOD 0.00017318557
826 Main-Memory Scan Sharing For Multi-Core CPUs 2008 VLDB 0.00016161625
827 Stream Processing of XPath Queries with Predicates 2003 SIGMOD 0.00016155855
903 The Design of an Acquisitional Query Processor For Sensor Networks 2003 SIGMOD 0.00015449454
908 Design Considerations for High Fan-in Systems: The HiFi Approach 2005 CIDR 0.00015405471
984 Streaming Queries over Streaming Data 2002 VLDB 0.00014840586
988 XPath Queries on Streaming Data 2003 SIGMOD 0.00014805516
1,006 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014684829
1,041 Adaptive Ordering of Pipelined Stream Filters 2004 SIGMOD 0.00014470785
1,156 SINA: Scalable Incremental Processing of Continuous Queries in Spatio-temporal Databases 2004 SIGMOD 0.00013606064
1,220 Rate-Based Query Optimization for Streaming Information Sources 2002 SIGMOD 0.00013214188
1,296 The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses 2010 SIGMOD 0.00012742585
1,343 Scalable Distributed Stream Processing 2003 CIDR 0.00012478318
1,362 Highly Available, Fault-Tolerant, Parallel Dataflows 2004 SIGMOD 0.00012380613
1,364 Validating Streaming XML Documents 2002 PODS 0.00012380546
1,430 A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses 2009 VLDB 0.0001202506
1,557 Resource Sharing in Continuous Sliding-Window Aggregates 2004 VLDB 0.00011381807
1,712 Approximate Join Processing Over Data Streams 2003 SIGMOD 0.00010786152
1,791 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.0001052731
1,818 A Demonstration of the BigDAWG Polystore System 2015 VLDB 0.00010418381
1,904 Characterizing Memory Requirements for Queries over Continuous Data Streams 2002 PODS 0.00010144623
1,916 A Generic Framework for Monitoring Continuous Spatial Queries over Moving Objects 2005 SIGMOD 0.00010110473
1,921 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 0.00010085899
2,141 Online Piece-wise Linear Approximation of Numerical Streams with Precision Guarantees* 2009 VLDB 9.4561227e-05
2,270 S-Store: Streaming Meets Transaction Processing 2015 VLDB 9.149662e-05
2,303 Auditing Compliance with a Hippocratic Database 2004 VLDB 9.0661151e-05
2,406 Operator Scheduling in a Data Stream Manager* 2003 VLDB 8.8718534e-05
2,463 REX: Recursive, Delta-Based Data-Centric Computation 2012 VLDB 8.7438403e-05
2,491 Partial Results for Online Query Processing 2002 SIGMOD 8.6497182e-05
2,514 Query Processing for High-Volume XML Message Brokering 2003 VLDB 8.6121924e-05
2,601 Continuous Queries in Oracle 2007 VLDB 8.4646467e-05
2,818 Tuple Routing Strategies for Distributed Eddies 2003 VLDB 8.0673424e-05
3,040 How to Fit when No One Size Fits 2013 CIDR 7.6672864e-05
3,127 Compressing Historical Information in Sensor Networks 2004 SIGMOD 7.5200903e-05
3,289 Implementing A Scalable XML Publish/Subscribe System Using Relational Database Systems 2004 SIGMOD 7.2650624e-05
3,355 Managing Expressions as Data in Relational Database Systems 2003 CIDR 7.1772076e-05
3,405 On the Database/Network Interface in Large-Scale Publish/Subscribe Systems 2006 SIGMOD 7.1309249e-05
3,722 An Efficient Query Indexing Mechanism for Filtering Geo-Textual Data 2013 SIGMOD 6.8135532e-05
3,771 SABER: Window-Based Hybrid Stream Processing for Heterogeneous Architectures 2016 SIGMOD 6.7738535e-05
3,791 An Efficient and Resilient Approach to Filtering and Disseminating Streaming Data 2003 VLDB 6.7566384e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 9 of 9 cited papers.

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

Rank Cited Paper Year Venue Pagerank
135 On Rules, Procedures, Caching And Views In Data Base Systems 1990 SIGMOD 0.0004273413
165 The Architecture Of An Active Data Base Management System* 1989 SIGMOD 0.00039577729
374 Continuous Queries over Append-Only Databases 1992 SIGMOD 0.00025325855
465 Alert: An Architecture for Transforming a Passive DBMS into an Active DBMS 1991 VLDB 0.00022461154
624 Set-Oriented Production Rules in Relational Database Systems 1990 SIGMOD 0.00018971873
825 Simultaneous Optimization and Evaluation of Multiple Dimensional Queries 1998 SIGMOD 0.00016171735
1,237 Anatomy of a Modular Multiple Query Optimizer 1988 VLDB 0.00013101766
1,287 Multiple Query Processing in Deductive Databases using Query Graphs 1986 VLDB 0.00012798692
1,889 Promises and Realities of Active Database Systems 1995 VLDB 0.00010192436
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