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 |
|---|---|---|---|---|
| 2,204 | Continuous Analytics Over Discontinuous Streams | 2010 | SIGMOD | 9.2986554e-05 |
| 3,818 | High-Performance Dynamic Pattern Matching over Disordered Streams | 2010 | VLDB | 6.7279318e-05 |
| 4,789 | Consistency in a Stream Warehouse | 2011 | CIDR | 5.9144227e-05 |
| 6,180 | MonetDB/DataCell: Online Analytics in a Streaming Column-Store | 2012 | VLDB | 5.1643914e-05 |
| 6,738 | Analytics for the Real-Time Web | 2011 | VLDB | 4.9413518e-05 |
| 9,806 | Railgun: managing large streaming windows under MAD requirements | 2021 | VLDB | 4.2766788e-05 |
Previous
Page 1 / 1
Next
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 |
|---|---|---|---|---|
| 143 | TelegraphCQ: Continuous Dataflow Processing for an Uncertain World | 2003 | CIDR | 0.00041688468 |
| 1,222 | Querying and Mining Data Streams: You Only Get One Look | 2002 | SIGMOD | 0.00013205769 |
| 1,557 | Resource Sharing in Continuous Sliding-Window Aggregates | 2004 | VLDB | 0.00011381807 |
| 1,791 | On-the-Fly Sharing for Streamed Aggregation | 2006 | SIGMOD | 0.0001052731 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,864 | Operational Analytics Data Management Systems | 2016 | VLDB | 4.6284093e-05 |
| 244 | Continuously Adaptive Continuous Queries over Streams | 2002 | SIGMOD | 0.00031037999 |
| 638 | Towards a Unified Architecture for in-RDBMS Analytics | 2012 | SIGMOD | 0.00018810785 |
| 1,222 | Querying and Mining Data Streams: You Only Get One Look | 2002 | SIGMOD | 0.00013205769 |
| 3,387 | Analytics in Motion: High Performance Event-Processing AND Real-Time Analytics in the Same Database | 2015 | SIGMOD | 7.1505623e-05 |
| 5,555 | Network-Aware Query Processing for Stream-based Applications | 2004 | VLDB | 5.4405244e-05 |
| 2,601 | Continuous Queries in Oracle | 2007 | VLDB | 8.4646467e-05 |
| 10,555 | Evaluating Continuous Queries with Inconsistency Annotations | 2025 | VLDB | 4.1905499e-05 |
| 7,280 | Update-Pattern-Aware Modeling and Processing of Continuous Queries | 2005 | SIGMOD | 4.7718173e-05 |
| 2,204 | Continuous Analytics Over Discontinuous Streams | 2010 | SIGMOD | 9.2986554e-05 |