Dynamic Workload Management for Very Large Data Warehouses - Juggling Feathers and Bowling Balls
Summary: BI workload manager for highly variable, hard-to-estimate query runtimes, using fuzzy-logic dynamic execution control driven by customer SLAs. Industrial-workload experiments show that a few problem queries—and false-positive interventions—can severely affect thousands of queries. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Stefan Krompass (Technical University of Munich)
- 2. Harumi Kuno (Hewlett Packard Enterprise)
- 3. Umeshwar Dayal (Hewlett Packard Enterprise)
- 4. Alfons Kemper (Technical University of Munich)
BibTeX Citation
@article{krompass_vldb07,
title = {{Dynamic Workload Management for Very Large Data Warehouses - Juggling Feathers and Bowling Balls}},
author = {Krompass, Stefan and Kuno, Harumi and Dayal, Umeshwar and Kemper, Alfons},
journal = {PVLDB},
series = {{VLDB} '07},
pages = {1105--1116},
year = {2007}
}
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,074 | Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads | 2012 | VLDB | 0.00012131641 |
| 6,793 | Database Workload Capacity Planning using Time Series Analysis and Machine Learning | 2020 | SIGMOD | 5.6643473e-05 |
| 8,950 | A Testbed for Managing Dynamic Mixed Workloads | 2009 | VLDB | 5.2361195e-05 |
| 12,813 | Slicing Long-Running Queries | 2010 | VLDB | 4.9605343e-05 |
| 12,826 | Visualizing the robustness of query execution | 2009 | CIDR | 4.9605343e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,159 | Toward a Progress Indicator for Database Queries | 2004 | SIGMOD | 0.00011739527 |
| 1,587 | Estimating Progress of Execution for SQL Queries | 2004 | SIGMOD | 0.00010119368 |
| 2,329 | When Can We Trust Progress Estimators for SQL Queries? | 2005 | SIGMOD | 8.6188984e-05 |
| 2,385 | Dynamic Memory Allocation for Multiple-Query Workloads | 1993 | VLDB | 8.5255503e-05 |
| 4,535 | Dynamic Resource Brokering for Multi-User Query Execution | 1995 | SIGMOD | 6.5408539e-05 |
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| 7 | 1,029 | A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses | 2009 | VLDB |
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| 10 | 8,950 | A Testbed for Managing Dynamic Mixed Workloads | 2009 | VLDB |