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
- 2. Sailesh Krishnamurthy
- 3. Neil Conway
- 4. Alan Li
- 5. Alex Russakovsky
- 6. Neil Thombre
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,198 | Continuous Analytics Over Discontinuous Streams | 2010 | SIGMOD | 9.308495e-05 |
| 3,815 | High-Performance Dynamic Pattern Matching over Disordered Streams | 2010 | VLDB | 6.7333316e-05 |
| 4,788 | Consistency in a Stream Warehouse | 2011 | CIDR | 5.9200462e-05 |
| 6,176 | MonetDB/DataCell: Online Analytics in a Streaming Column-Store | 2012 | VLDB | 5.169318e-05 |
| 6,734 | Analytics for the Real-Time Web | 2011 | VLDB | 4.9461128e-05 |
| 9,803 | Railgun: managing large streaming windows under MAD requirements | 2021 | VLDB | 4.2807806e-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 |
|---|---|---|---|---|
| 142 | TelegraphCQ: Continuous Dataflow Processing for an Uncertain World | 2003 | CIDR | 0.00041725802 |
| 1,222 | Querying and Mining Data Streams: You Only Get One Look | 2002 | SIGMOD | 0.00013213129 |
| 1,554 | Resource Sharing in Continuous Sliding-Window Aggregates | 2004 | VLDB | 0.00011400581 |
| 1,788 | On-the-Fly Sharing for Streamed Aggregation | 2006 | SIGMOD | 0.00010555742 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,866 | Operational Analytics Data Management Systems | 2016 | VLDB | 4.6321795e-05 |
| 244 | Continuously Adaptive Continuous Queries over Streams | 2002 | SIGMOD | 0.00031066222 |
| 658 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD | 0.00018506577 |
| 1,222 | Querying and Mining Data Streams: You Only Get One Look | 2002 | SIGMOD | 0.00013213129 |
| 3,388 | Analytics in Motion: High Performance Event-Processing AND Real-Time Analytics in the Same Database | 2015 | SIGMOD | 7.1571148e-05 |
| 5,547 | Network-Aware Query Processing for Stream-based Applications | 2004 | VLDB | 5.4457955e-05 |
| 2,597 | Continuous Queries in Oracle | 2007 | VLDB | 8.4713998e-05 |
| 10,546 | Evaluating Continuous Queries with Inconsistency Annotations | 2025 | VLDB | 4.1945683e-05 |
| 7,282 | Update-Pattern-Aware Modeling and Processing of Continuous Queries | 2005 | SIGMOD | 4.776631e-05 |
| 2,198 | Continuous Analytics Over Discontinuous Streams | 2010 | SIGMOD | 9.308495e-05 |