Continuous Analytics: Rethinking Query Processing in a Network-Effect World
Summary: Proposes Continuous Analytics: run SQL continuously and incrementally over incoming data (before persistent storage) to meet network-effect-driven scale and low-latency needs. Integrated into a full DBMS to blend tables and streams, replacing store-first-query-later and claiming orders-of-magnitude efficiency gains. (summarized by gpt-5-mini on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Michael J. Franklin (Truviso, Inc.)
- 2. Sailesh Krishnamurthy (Truviso, Inc.)
- 3. Neil Conway (Truviso, Inc.)
- 4. Alan Li (Truviso, Inc.)
- 5. Alex Russakovsky (Truviso, Inc.)
- 6. Neil Thombre (Truviso, Inc.)
BibTeX Citation
@inproceedings{franklin_cidr09,
address = {Amsterdam, Netherlands},
series = {{CIDR} '09},
title = {{Continuous Analytics: Rethinking Query Processing in a Network-Effect World}},
booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
author = {Franklin, Michael J. and Krishnamurthy, Sailesh and Conway, Neil and Li, Alan and Russakovsky, Alex and Thombre, Neil},
year = {2009}
}Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,945 | Continuous Analytics Over Discontinuous Streams | 2010 | SIGMOD | 9.4348569e-05 |
| 3,342 | High-Performance Dynamic Pattern Matching over Disordered Streams | 2010 | VLDB | 7.4999147e-05 |
| 4,463 | Consistency in a Stream Warehouse | 2011 | CIDR | 6.6860367e-05 |
| 6,470 | MonetDB/DataCell: Online Analytics in a Streaming Column-Store | 2012 | VLDB | 5.8705536e-05 |
| 7,010 | Analytics for the Real-Time Web | 2011 | VLDB | 5.7265965e-05 |
| 9,968 | Railgun: managing large streaming windows under MAD requirements | 2021 | VLDB | 5.1869874e-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 |
|---|---|---|---|---|
| 111 | TelegraphCQ: Continuous Dataflow Processing for an Uncertain World | 2003 | CIDR | 0.00032990214 |
| 1,263 | Resource Sharing in Continuous Sliding-Window Aggregates | 2004 | VLDB | 0.00011425419 |
| 1,274 | Querying and Mining Data Streams: You Only Get One Look | 2002 | SIGMOD | 0.00011377527 |
| 1,354 | On-the-Fly Sharing for Streamed Aggregation | 2006 | SIGMOD | 0.00011057534 |
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|---|---|---|---|---|
| 1 | 8,072 | Operational Analytics Data Management Systems | 2016 | VLDB |
| 2 | 193 | Continuously Adaptive Continuous Queries over Streams | 2002 | SIGMOD |
| 3 | 518 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD |
| 4 | 1,274 | Querying and Mining Data Streams: You Only Get One Look | 2002 | SIGMOD |
| 5 | 5,662 | Network-Aware Query Processing for Stream-based Applications | 2004 | VLDB |
| 6 | 3,082 | Analytics in Motion: High Performance Event-Processing AND Real-Time Analytics in the Same Database | 2015 | SIGMOD |
| 7 | 2,838 | Continuous Queries in Oracle | 2007 | VLDB |
| 8 | 10,818 | Evaluating Continuous Queries with Inconsistency Annotations | 2025 | VLDB |
| 9 | 7,321 | Update-Pattern-Aware Modeling and Processing of Continuous Queries | 2005 | SIGMOD |
| 10 | 1,945 | Continuous Analytics Over Discontinuous Streams | 2010 | SIGMOD |