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SageDB: An Instance-Optimized Data Analytics System

Summary: First instance-optimized data system auto-tunes for a workload by synthesizing indexes, estimators, and analytics components into a cohesive stack. Outperforms a commercial cloud analytics system by 3x on end-to-end workloads and 250x on queries. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hf116664b9309aa42
Venue
VLDB
Year
2022
Pagerank
5.4846038e-05
Overall Rank
7,604 | 48.90%
DOI
10.14778/3565838.3565857
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{ding_vldb22,
        title = {{SageDB: An Instance-Optimized Data Analytics System}},
        author = {Ding, Jialin and Marcus, Ryan and Kipf, Andreas and Nathan, Vikram and Nrusimha, Aniruddha and Vaidya, Kapil and van Renen, Alexander and Kraska, Tim},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {13},
        pages = {4062--4078},
        doi = {10.14778/3565838.3565857},
        url = {https://doi.org/10.14778/3565838.3565857},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 8 of 8 citing papers.

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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
5 Optimal Aggregation Algorithms for Middleware [Extended Abstract] 2001 PODS 0.0010679903
40 The Case for Learned Index Structures 2018 SIGMOD 0.00046363107
78 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036675568
88 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035340164
123 Schism: a Workload-Driven Approach to Database Replication and Partitioning 2010 VLDB 0.00030749898
129 Efficient and Extensible Algorithms for Multi Query Optimization 2000 SIGMOD 0.00030395767
144 Neo: A Learned Query Optimizer 2019 VLDB 0.00029090793
195 Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design 2004 SIGMOD 0.00025619089
322 Tuning Database Configuration Parameters with iTuned 2009 VLDB 0.00021034201
361 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00020000855
373 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00019705706
422 ALEX: An Updatable Adaptive Learned Index 2020 SIGMOD 0.00018488849
461 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017841988
473 Skew-Aware Automatic Database Partitioning in Shared-Nothing, Parallel OLTP Systems 2012 SIGMOD 0.00017684278
553 Optimizing Queries Using Materialized Views: A Practical, Scalable Solution 2001 SIGMOD 0.00016518678
555 SageDB: A Learned Database System 2019 CIDR 0.0001650754
868 Index Selection in a Self-Adaptive Data Base Management System 1976 SIGMOD 0.00013366108
869 Learning Multi-dimensional Indexes 2020 SIGMOD 0.00013363241
949 DynaMat: A Dynamic View Management System for Data Warehouses 1999 SIGMOD 0.00012897003
1,128 Qd-tree: Learning Data Layouts for Big Data Analytics 2020 SIGMOD 0.00011901941
1,188 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00011598149
1,623 Mesa: Geo-Replicated, Near Real-Time, Scalable Data Warehousing 2014 VLDB 0.00010047769
1,660 SQL Memory Management in Oracle9i 2002 VLDB 9.9581502e-05
1,747 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.7303647e-05
2,765 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 8.0401855e-05
3,480 Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine 2022 VLDB 7.2661848e-05
3,588 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 7.1841858e-05
3,964 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.889374e-05
4,107 Napa: Powering Scalable Data Warehousing with Robust Query Performance at Google 2021 VLDB 6.8020956e-05
6,715 Replicated Layout for In-Memory Database Systems 2022 VLDB 5.6989853e-05
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