Dynamic Workload Management for Very Large Data Warehouses – Juggling Feathers and Bowling Balls
Summary: Dynamic workload management for large data warehouses using a fuzzy-logic controller to meet SLA objectives. Few misbehaving queries can derail thousands; false positives are costly, while industrial workloads show the controller improves throughput. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Stefan Krompass
- 2. Harumi Kuno
- 3. Umeshwar Dayal
- 4. Alfons Kemper
Incoming Citations (Sorted by Pagerank)
Showing 5 of 5 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 979 | Interactive Analytical Processing in Big Data Systems: A Cross-Industry Study of MapReduce Workloads | 2012 | VLDB | 0.0001488055 |
| 6,768 | Database Workload Capacity Planning using Time Series Analysis and Machine Learning | 2020 | SIGMOD | 4.9321997e-05 |
| 8,556 | A Testbed for Managing Dynamic Mixed Workloads | 2009 | VLDB | 4.4937074e-05 |
| 12,278 | Slicing Long-Running Queries | 2010 | VLDB | 4.1945683e-05 |
| 12,291 | Visualizing the robustness of query execution | 2009 | CIDR | 4.1945683e-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 |
|---|---|---|---|---|
| 1,228 | Toward a Progress Indicator for Database Queries | 2004 | SIGMOD | 0.00013164884 |
| 1,512 | Estimating Progress of Execution for SQL Queries | 2004 | SIGMOD | 0.00011597041 |
| 2,111 | When Can We Trust Progress Estimators for SQL Queries? | 2005 | SIGMOD | 9.5286436e-05 |
| 2,299 | Dynamic Memory Allocation for Multiple-Query Workloads | 1993 | VLDB | 9.0697388e-05 |
| 4,022 | Dynamic Resource Brokering for Multi-User Query Execution | 1995 | SIGMOD | 6.5215748e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,736 | Efficient Computation of Multiple Group By Queries | 2005 | SIGMOD | 5.3482537e-05 |
| 4,999 | Adaptive Work Placement for Query Processing on Heterogeneous Computing Resources | 2017 | VLDB | 5.7752801e-05 |
| 4,214 | Dynamic Multi-Resource Load Balancing in Parallel Database Systems | 1995 | VLDB | 6.3541e-05 |
| 12,674 | A Data Warehousing Architecture for Enabling Service Provisioning Process | 2001 | VLDB | 4.1945683e-05 |
| 12,474 | Deadline and QoS Aware Data Warehouse | 2007 | VLDB | 4.1945683e-05 |
| 718 | Performance Prediction for Concurrent Database Workloads | 2011 | SIGMOD | 0.0001763106 |
| 1,429 | A Scalable, Predictable Join Operator for Highly Concurrent Data Warehouses | 2009 | VLDB | 0.00012033518 |
| 4,549 | Database-Agnostic Workload Management | 2019 | CIDR | 6.0926728e-05 |
| 4,088 | Towards Predicting Query Execution Time for Concurrent and Dynamic Database Workloads | 2013 | VLDB | 6.4603918e-05 |
| 8,556 | A Testbed for Managing Dynamic Mixed Workloads | 2009 | VLDB | 4.4937074e-05 |