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Juggler: Autonomous Cost Optimization and Performance Prediction of Big Data Applications
Summary: Autonomously selects datasets to cache and recommends cluster configurations for in-memory iterative big-data workloads. 90% prediction accuracy; optimal/near-optimal configs in ~50% of cases; runtime to 25% and cost to 58% of baseline.
(summarized by gpt-5-nano on Feb 09 2026)
- Paper ID
- 6345
- Venue
- SIGMOD
- Year
- 2022
- Pagerank
- 4.1905499e-05
- Overall Rank
- 11,343 | 21.17%
- DOI
-
10.1145/3514221.3517892
Incoming Non-self Citations Over Time
No non-self incoming citations found for this paper in this database.
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
Outgoing Citations (Sorted by Pagerank)
Showing 14 of 14 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank |
Cited Paper |
Year |
Venue |
Pagerank |
| 66 |
Spark SQL: Relational Data Processing in Spark |
2015 |
SIGMOD |
0.00061707583 |
| 203 |
Learned Cardinalities: Estimating Correlated Joins with Deep Learning |
2019 |
CIDR |
0.00034868567 |
| 557 |
SystemML: Declarative Machine Learning on Spark |
2016 |
VLDB |
0.00020186115 |
| 752 |
Deep Unsupervised Cardinality Estimation |
2020 |
VLDB |
0.00017138049 |
| 950 |
Runtime Measurements in the Cloud: Observing, Analyzing, and Reducing Variance |
2010 |
VLDB |
0.00015100872 |
| 1,048 |
Starfish: A Self-tuning System for Big Data Analytics |
2011 |
CIDR |
0.00014442178 |
| 1,104 |
Cardinality Estimation Done Right: Index-Based Join Sampling |
2017 |
CIDR |
0.0001398479 |
| 1,892 |
Black or White? How to Develop an AutoTuner for Memory-based Analytics |
2020 |
SIGMOD |
0.00010176219 |
| 1,921 |
Selecting Subexpressions to Materialize at Datacenter Scale |
2018 |
VLDB |
0.00010085899 |
| 2,647 |
WATCHMAN: A Data Warehouse Intelligent Cache Manager |
1996 |
VLDB |
8.3750419e-05 |
| 3,013 |
Cardinality Estimation Using Sample Views with Quality Assurance |
2007 |
SIGMOD |
7.7082045e-05 |
| 3,207 |
Big Data Analytics with Datalog Queries on Spark |
2016 |
SIGMOD |
7.3847098e-05 |
| 5,699 |
PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics |
2013 |
VLDB |
5.3655096e-05 |
| 8,460 |
Piranha: Optimizing Short Jobs in Hadoop |
2013 |
VLDB |
4.5008938e-05 |
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