QoX-Driven ETL Design: Reducing the Cost of ETL Consulting Engagements
Summary: QoX-Driven ETL Design introduces automated, QoX-aware workflows to design ETL pipelines, addressing cost, time, and quality tradeoffs. By embedding QoX metrics (reliability, maintenance, scalability) across design stages, it enables formal evaluation and optimization of alternatives, reducing consulting cost. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Alkis Simitsis (Hewlett Packard Enterprise)
- 2. Kevin Wilkinson (Hewlett Packard Enterprise)
- 3. Malu Castellanos (Hewlett Packard Enterprise)
- 4. Umeshwar Dayal (Hewlett Packard Enterprise)
BibTeX Citation
@inproceedings{simitsis_sigmod09,
title = {{QoX-Driven ETL Design: Reducing the Cost of ETL Consulting Engagements}},
author = {Simitsis, Alkis and Wilkinson, Kevin and Castellanos, Malu and Dayal, Umeshwar},
series = {{SIGMOD} '09},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/1559845.1559954},
url = {https://dl.acm.org/doi/10.1145/1559845.1559954},
year = {2009}
}
Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,275 | Optimizing Analytic Data Flows for Multiple Execution Engines | 2012 | SIGMOD | 7.5747814e-05 |
| 3,783 | MISO: Souping Up Big Data Query Processing with a Multistore System | 2014 | SIGMOD | 7.1298683e-05 |
| 5,319 | xPAD: A Platform for Analytic Data Flows | 2013 | SIGMOD | 6.2671857e-05 |
| 5,564 | MaSM: Efficient Online Updates in Data Warehouses | 2011 | SIGMOD | 6.1716245e-05 |
| 7,232 | Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications | 2023 | SIGMOD | 5.6659017e-05 |
| 12,478 | Optimal Top-K Query Evaluation for Weighted Business Processes | 2010 | VLDB | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 2 of 2 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 128 | Efficient and Extensible Algorithms for Multi Query Optimization | 2000 | SIGMOD | 0.0003072825 |
| 822 | Pipelining in Multi-Query Optimization | 2001 | PODS | 0.00013807229 |
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|---|---|---|---|---|
| 1 | 10,834 | QOVIS: Understanding and Diagnosing Query Optimizer via a Visualization-assisted Approach | 2025 | VLDB |
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| 4 | 12,094 | Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration | 2015 | CIDR |
| 5 | 1,350 | Automating Large-Scale Data Quality Verification | 2018 | VLDB |
| 6 | 5,319 | xPAD: A Platform for Analytic Data Flows | 2013 | SIGMOD |
| 7 | 7,245 | The VADA Architecture for Cost-Effective Data Wrangling | 2017 | SIGMOD |
| 8 | 1,484 | Data Quality and Data Cleaning: An Overview | 2003 | SIGMOD |
| 9 | 3,275 | Optimizing Analytic Data Flows for Multiple Execution Engines | 2012 | SIGMOD |
| 10 | 5,971 | Lenses: An On-Demand Approach to ETL | 2015 | VLDB |