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Gigascope: A Stream Database for Network Applications

Summary: Gigascope is a stream database for network applications (traffic analysis, IDS, monitoring) with a custom architecture and query language for high-throughput, real-time analytics. Deployed in AT&T's network (OC48 routers), it covers motivation, constraints, performance, and open research problems in stream databases. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
3473
Venue
SIGMOD
Year
2003
Pagerank
0.00024184577
Overall Rank
227 | 98.43%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 50 of 67 citing papers.

Rank Citing Paper Year Venue Pagerank
287 NoScope: Optimizing Neural Network Queries over Video at Scale 2017 VLDB 0.00022461729
540 Graph Summarization with Bounded Error 2008 SIGMOD 0.00016934962
795 Adaptive Ordering of Pipelined Stream Filters 2004 SIGMOD 0.00014006175
1,067 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012431746
1,200 Out-of-Order Processing: A New Architecture for High-Performance Stream Systems 2008 VLDB 0.00011795917
1,231 Streaming Pattern Discovery in Multiple Time-Series 2005 VLDB 0.00011658901
1,334 On-the-Fly Sharing for Streamed Aggregation 2006 SIGMOD 0.00011221228
1,409 Communication-Efficient Distributed Monitoring of Thresholded Counts 2006 SIGMOD 0.00010964988
1,696 Semantics and Evaluation Techniques for Window Aggregates in Data Streams 2005 SIGMOD 0.00010073106
1,719 Indexable PLA for Efficient Similarity Search 2007 VLDB 0.00010013794
1,739 Fault-Tolerance in the Borealis Distributed Stream Processing System 2005 SIGMOD 9.9417405e-05
1,766 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.882533e-05
1,989 Space Efficient Mining of Multigraph Streams 2005 PODS 9.447003e-05
2,376 Holistic Aggregates in a Networked World: Distributed Tracking of Approximate Quantiles 2005 SIGMOD 8.7434149e-05
2,417 DDSketch: A Fast and Fully-Mergeable Quantile Sketch with Relative-Error Guarantees 2019 VLDB 8.6803686e-05
2,422 Summarizing and Mining Inverse Distributions on Data Streams via Dynamic Inverse Sampling 2005 VLDB 8.6722118e-05
2,698 Moment-Based Quantile Sketches for Efficient High Cardinality Aggregation Queries 2018 VLDB 8.2943671e-05
2,771 Continuous Queries in Oracle 2007 VLDB 8.20918e-05
2,803 General Incremental Sliding-Window Aggregation 2015 VLDB 8.1681516e-05
2,961 Chi: A Scalable and Programmable Control Plane for Distributed Stream Processing Systems 2018 VLDB 7.9686889e-05
3,157 How to Fit when No One Size Fits 2013 CIDR 7.7568311e-05
3,183 Holistic UDAFs at Streaming Speeds 2004 SIGMOD 7.7320109e-05
3,281 Estimating Statistical Aggregates on Probabilistic Data Streams 2007 PODS 7.6298742e-05
3,286 A Heartbeat Mechanism and its Application in Gigascope 2005 VLDB 7.6197683e-05
3,476 The Case for a Signal-Oriented Data Stream Management System 2007 CIDR 7.4567506e-05
3,492 Approximately Detecting Duplicates for Streaming Data using Stable Bloom Filters 2006 SIGMOD 7.439762e-05
3,683 Fault-tolerant Stream Processing using a Distributed, Replicated File System 2008 VLDB 7.2649982e-05
3,693 NET-FLi: On-the-fly Compression, Archiving and Indexing of Streaming Network Traffic 2010 VLDB 7.2593389e-05
3,965 Fast Data Stream Algorithms using Associative Memories 2007 SIGMOD 7.0610485e-05
4,212 Flexible Query Processor on FPGAs 2013 VLDB 6.8930054e-05
4,318 Consistency and Completeness: Rethinking Distributed Stream Processing in Apache Kafka 2021 SIGMOD 6.8363529e-05
4,323 Content-Based Routing: Different Plans for Different Data 2005 VLDB 6.8348387e-05
4,385 Consistency in a Stream Warehouse 2011 CIDR 6.7951899e-05
4,547 Multiple Aggregations Over Data Streams 2005 SIGMOD 6.7031022e-05
4,859 Massive Scale-out of Expensive Continuous Queries 2011 VLDB 6.5404041e-05
4,887 Query Languages and Data Models for Database Sequences and Data Streams 2004 VLDB 6.5250474e-05
5,118 Sampling Algorithms in a Stream Operator 2005 SIGMOD 6.4208186e-05
5,445 Distributed Set-Expression Cardinality Estimation 2004 VLDB 6.2843813e-05
6,310 Moirae: History-Enhanced Monitoring 2007 CIDR 5.9777841e-05
6,382 MonetDB/DataCell: Online Analytics in a Streaming Column-Store 2012 VLDB 5.9591195e-05
6,505 Beyond Analytics: The Evolution of Stream Processing Systems 2020 SIGMOD 5.9144751e-05
7,010 Query-Aware Partitioning for Monitoring Massive Network Data Streams 2008 SIGMOD 5.7840685e-05
7,163 Streaming in a Connected World: Querying and Tracking Distributed Data Streams 2007 SIGMOD 5.7435848e-05
7,416 Enabling Efficient and General Subpopulation Analytics in Multidimensional Data Streams 2022 VLDB 5.6873825e-05
7,626 Sketch-based Geometric Monitoring of Distributed Stream Queries 2013 VLDB 5.6381826e-05
7,689 Sketching Unaggregated Data Streams for Subpopulation-Size Queries 2007 PODS 5.6241039e-05
8,098 Thread Cooperation in Multicore Architectures for Frequency Counting over Multiple Data Streams 2009 VLDB 5.545676e-05
8,599 Customizable Parallel Execution of Scientific Stream Queries 2005 VLDB 5.4617281e-05
8,603 Robust Real-time Query Processing with QStream 2005 VLDB 5.4607082e-05
8,810 STAR: Self-Tuning Aggregation for Scalable Monitoring 2007 VLDB 5.4311509e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 4 of 4 cited papers.

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

Rank Cited Paper Year Venue Pagerank
27 Models and Issues in Data Stream Systems 2002 PODS 0.00053371163
165 Monitoring Streams – A New Class of Data Management Applications 2002 VLDB 0.00027970155
1,181 Daytona And The Fourth-Generation Language Cymbal 1999 SIGMOD 0.00011881506
1,680 Gigascope: High Performance Network Monitoring with an SQL Interface 2002 SIGMOD 0.00010112087
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5,587 Network-Aware Query Processing for Stream-based Applications 2004 VLDB 6.2247588e-05
8,483 Stream Frequency over Interval Queries 2019 VLDB 5.4878196e-05
3,693 NET-FLi: On-the-fly Compression, Archiving and Indexing of Streaming Network Traffic 2010 VLDB 7.2593389e-05
5,290 Data Stream Query Processing: A Tutorial 2003 VLDB 6.3523884e-05
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3,823 Tribeca: A Stream Database Manager For Network Traffic Analysis 1996 VLDB 7.1539009e-05
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1,680 Gigascope: High Performance Network Monitoring with an SQL Interface 2002 SIGMOD 0.00010112087