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Predictable Database Systems

The foundational research lineage spanning performance diagnosis, workload modeling, robust design, approximate analytics, and predictable database behavior.

How can a data system make uncertainty, tradeoffs, and future behavior visible?

This program connects systems that diagnose and predict performance with systems that make explicit tradeoffs around latency, accuracy, and robustness. It provides the intellectual lineage for current work on systems that learn and optimize their own behavior.

Methods and questions

  • performance modeling
  • diagnosis
  • robust optimization
  • approximate query processing
  • workload intelligence

Projects

Publications

Paper ↗Project ↗
Cite
@inproceedings{bd35a4d0-2624-465c-aabb-0cf0d78b3147,
  title = {DMon: Efficient Detection and Correction of Data Locality Problems Using Selective Profiling},
  author = {Tanvir Ahmed Khan and Ian Neal and Gilles Pokam and Barzan Mozafari and Baris Kasikci},
  booktitle = {USENIX Symposium on Operating Systems Design and Implementation},
  year = {2021}
}
Paper ↗Technical Report ↗Project ↗
Cite
@article{5d2dbe3f-c6e6-40c8-9a82-9f8e042ef4a2,
  title = {Contention-Aware Lock Scheduling for Transactional Databases},
  author = {Boyu Tian and Jiamin Huang and Barzan Mozafari and Grant Schoenebeck},
  journal = {Proceedings of the VLDB Endowment},
  year = {2018},
  doi = {10.1145/3187009.3177740}
}
Paper ↗Slides ↗
Cite
@inproceedings{1bc3bf63-ff72-4b2f-a41d-24de9d5966d8,
  title = {A Top-Down Approach to Achieving Performance Predictability in Database Systems},
  author = {Jiamin Huang and Barzan Mozafari and Grant Schoenebeck and Thomas F. Wenisch},
  booktitle = {ACM SIGMOD International Conference on Management of Data},
  year = {2017},
  doi = {10.1145/3035918.3064016}
}
Paper ↗Project ↗
Cite
@inproceedings{e6de4a52-07a5-47c5-8196-ace46d2a49c2,
  title = {SnappyData: A Unified Cluster for Streaming, Transactions and Interactive Analytics},
  author = {Barzan Mozafari and Jags Ramnarayan and Sudhir Menon and Yogesh Mahajan and Soubhik Chakraborty and Hemant Bhanawat and Kishor Bachhav},
  booktitle = {Conference on Innovative Data Systems Research},
  year = {2017}
}
Paper ↗Code ↗Project ↗
Cite
@inproceedings{593a1faa-d447-439a-aca4-9dc5a037630e,
  title = {Statistical Analysis of Latency Through Semantic Profiling},
  author = {Jiamin Huang and Barzan Mozafari and Thomas F. Wenisch},
  booktitle = {ACM European Conference on Computer Systems},
  year = {2017},
  doi = {10.1145/3064176.3064179}
}

DBSherlock: A Performance Diagnostic Tool for Transactional Databases

Dong Young Yoon, Ning Niu, Barzan Mozafari

SIGMOD 2016 · ACM SIGMOD International Conference on Management of Data

Paper ↗Code ↗Data ↗Project ↗
Cite
@inproceedings{a5460b19-8bff-4fd2-ae5e-d0ce7477454b,
  title = {DBSherlock: A Performance Diagnostic Tool for Transactional Databases},
  author = {Dong Young Yoon and Ning Niu and Barzan Mozafari},
  booktitle = {ACM SIGMOD International Conference on Management of Data},
  year = {2016},
  doi = {10.1145/2882903.2915218}
}
Project ↗
Cite
@article{79a739c2-69af-4e7a-9fab-9e1ca9ca9730,
  title = {Identifying the Major Sources of Variance in Transaction Latencies: Towards More Predictable Databases},
  author = {Jiamin Huang and Barzan Mozafari and Thomas F. Wenisch},
  journal = {Computing Research Repository},
  year = {2016}
}
Paper ↗Project ↗
Cite
@inproceedings{cea59a03-38c4-4acb-bd2d-a41ecabe154a,
  title = {SnappyData: A Hybrid Transactional Analytical Store Built On Spark},
  author = {Jags Ramnarayan and Barzan Mozafari and Sumedh Wale and Sudhir Menon and Neeraj Kumar and Hemant Bhanawat and Soubhik Chakraborty and Yogesh Mahajan and Rishitesh Mishra and Kishor Bachhav},
  booktitle = {ACM SIGMOD International Conference on Management of Data},
  year = {2016},
  doi = {10.1145/2882903.2899408}
}
Paper ↗Code ↗Project ↗
Cite
@inproceedings{a55995d1-caca-4dbc-a138-c382c0a1e41c,
  title = {CliffGuard: A Principled Framework for Finding Robust Database Designs},
  author = {Barzan Mozafari and Eugene Zhen Ye Goh and Dong Young Yoon},
  booktitle = {ACM SIGMOD International Conference on Management of Data},
  year = {2015},
  doi = {10.1145/2723372.2749454}
}
Paper ↗Project ↗
Cite
@article{7c01b9d8-7064-406d-8eed-815b804063b2,
  title = {DBSeer: Pain-free Database Administration through Workload Intelligence},
  author = {Dong Young Yoon and Barzan Mozafari and Douglas P. Brown},
  journal = {Proceedings of the VLDB Endowment},
  year = {2015},
  doi = {10.14778/2824032.2824130}
}
Paper ↗Project ↗
Cite
@inproceedings{dbc38671-6184-4ab9-ba11-eb567fddba7b,
  title = {DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud},
  author = {Barzan Mozafari and Carlo Curino and Samuel Madden},
  booktitle = {Conference on Innovative Data Systems Research},
  year = {2013}
}