PerfEnforce Demonstration: Data Analytics with Performance Guarantees

Summary: PerfEnforce Demonstration presents a dynamic analytics-scaling engine minimizing cost while probabilistically meeting SLA runtimes. Three scaling families—feedback control, reinforcement learning, and online ML—enable tuning and workload-aware comparisons. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5236
Venue: SIGMOD
Year: 2016
Pagerank: 8.8846115e-05
Overall Rank: 2,240 | 84.64%
DOI: 10.1145/2882903.2899402

Incoming Non-self Citations Over Time

Authors

1. Jennifer Ortiz (University of Washington)
2. Brendan Lee (University of Washington)
3. Magdalena Balazinska (University of Washington)

BibTeX Citation

@inproceedings{ortiz_sigmod16,
        title = {{PerfEnforce Demonstration: Data Analytics with Performance Guarantees}},
        author = {Ortiz, Jennifer and Lee, Brendan and Balazinska, Magdalena},
        series = {{SIGMOD} '16},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/2882903.2899402},
        url = {https://dl.acm.org/doi/10.1145/2882903.2899402},
        year = {2016}
}

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,218	P-Store: An Elastic Database System with Predictive Provisioning	2018	SIGMOD	0.00011621066
3,618	The Myria Big Data Management and Analytics System and Cloud Service	2017	CIDR	7.2523695e-05
4,987	Releasing Cloud Databases from the Chains of Performance Prediction Models	2017	CIDR	6.4112736e-05
5,072	NashDB: An End-to-End Economic Method for Elastic Database Fragmentation, Replication, and Provisioning	2018	SIGMOD	6.3753956e-05
11,076	CloudGlide: Deconstructing the Landscape of Cloud-Based Analytics	2025	VLDB	5.093636e-05
11,829	Automated Performance Management for the Big Data Stack	2019	CIDR	5.093636e-05
11,863	Cost-Effective, Workload-Adaptive Migration of Big Data Applications to the Cloud	2019	SIGMOD	5.093636e-05
11,872	NashDB: Fragmentation, Replication, and Provisioning using Economic Methods	2019	VLDB	5.093636e-05
12,011	Flower: A Data Analytics Flow Elasticity Manager	2017	VLDB	5.093636e-05
12,020	Lifting the Haze off the Cloud: A Consumer-Centric Market for Database Computation in the Cloud	2017	VLDB	5.093636e-05

Outgoing Citations (Sorted by Pagerank)

Showing 3 of 3 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank
2,804	Demonstration of the Myria Big Data Management Service	2014	SIGMOD	8.1075524e-05
3,635	Changing the Face of Database Cloud Services with Personalized Service Level Agreements	2015	CIDR	7.2343405e-05
3,674	TIRAMOLA: Elastic NoSQL Provisioning Through a Cloud Management Platform	2012	SIGMOD	7.211109e-05

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