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: 12915
Venue: VLDB
Year: 2022
Pagerank: 4.5120602e-05
Overall Rank: 8,442 | 41.28%
DOI: 10.14778/3565838.3565857

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
3,178	Why TPC Is Not Enough: An Analysis of the Amazon Redshift Fleet	2024	VLDB	7.4325992e-05
8,103	Grep: A Graph Learning Based Database Partitioning System	2023	SIGMOD	4.5852201e-05
8,225	Automated Multidimensional Data Layouts in Amazon Redshift	2024	SIGMOD	4.555289e-05
8,415	Pruning in Snowflake: Working Smarter, Not Harder	2025	SIGMOD	4.5197687e-05
8,834	ByteCard: Enhancing ByteDance’s Data Warehouse with Learned Cardinality Estimation	2024	SIGMOD	4.4394021e-05
9,618	A New Paradigm in Tuning Learned Indexes: A Reinforcement Learning Enhanced Approach	2025	SIGMOD	4.3173366e-05
10,216	The Case For Language Model Approximated LIKE Predicate	2026	SIGMOD	4.1945683e-05

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
7	Optimal Aggregation Algorithms for Middleware [Extended Abstract]	2001	PODS	0.0015496097
102	The Case for Learned Index Structures	2018	SIGMOD	0.00049545203
158	Automated Selection of Materialized Views and Indexes for SQL Databases	2000	VLDB	0.00040071492
179	Efficient and Extensible Algorithms for Multi Query Optimization	2000	SIGMOD	0.00037672155
183	Automatic Database Management System Tuning Through Large-scale Machine Learning	2017	SIGMOD	0.00036721403
209	Schism: a Workload-Driven Approach to Database Replication and Partitioning	2010	VLDB	0.00034468292
286	Integrating Vertical and Horizontal Partitioning into Automated Physical Database Design	2004	SIGMOD	0.00028990057
333	Neo: A Learned Query Optimizer	2019	VLDB	0.00027206884
424	Tuning Database Configuration Parameters with iTuned	2009	VLDB	0.00023616398
640	Bao: Making Learned Query Optimization Practical	2021	SIGMOD	0.00018759152
679	Skew-Aware Automatic Database Partitioning in Shared-Nothing, Parallel OLTP Systems	2012	SIGMOD	0.00018215154
716	Query-based Workload Forecasting for Self-Driving Database Management Systems	2018	SIGMOD	0.00017723171
731	Optimizing Queries Using Materialized Views: A Practical, Scalable Solution	2001	SIGMOD	0.00017468889
735	Umbra: A Disk-Based System with In-Memory Performance	2020	CIDR	0.00017452467
801	SageDB: A Learned Database System	2019	CIDR	0.00016505496
826	ALEX: An Updatable Adaptive Learned Index	2020	SIGMOD	0.00016224841
874	Index Selection in a Self-Adaptive Data Base Management System	1976	SIGMOD	0.00015728533
981	DynaMat: A Dynamic View Management System for Data Warehouses	1999	SIGMOD	0.00014879532
1,478	Learning Multi-dimensional Indexes	2020	SIGMOD	0.00011762542
1,611	Qd-tree: Learning Data Layouts for Big Data Analytics	2020	SIGMOD	0.00011147324
1,810	SQL Memory Management in Oracle9i	2002	VLDB	0.0001047003
1,814	Mesa: Geo-Replicated, Near Real-Time, Scalable Data Warehousing	2014	VLDB	0.00010458107
1,889	Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads	2021	VLDB	0.00010200865
1,922	Selecting Subexpressions to Materialize at Datacenter Scale	2018	VLDB	0.00010082599
3,779	Instance-Optimized Data Layouts for Cloud Analytics Workloads	2021	SIGMOD	6.7747205e-05
4,227	Cosine: A Cloud-Cost Optimized Self-Designing Key-Value Storage Engine	2022	VLDB	6.3434324e-05
4,240	Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation	2021	VLDB	6.3318228e-05
4,590	MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems	2021	SIGMOD	6.0620053e-05
4,670	Napa: Powering Scalable Data Warehousing with Robust Query Performance at Google	2021	VLDB	6.0104466e-05
6,984	Replicated Layout for In-Memory Database Systems	2022	VLDB	4.873081e-05

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10,411	OpenMLDB: A Real-Time Relational Data Feature Computation System for Online ML	2025	SIGMOD	4.1945683e-05
5,861	Machine Learning for Databases	2021	VLDB	5.298883e-05
2,568	Towards Cost-Optimal Query Processing in the Cloud	2021	VLDB	8.5239227e-05
4,549	Database-Agnostic Workload Management	2019	CIDR	6.0926728e-05
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658	Towards a Unified Architecture for in-RDBMS Analytics	2012	SIGMOD	0.00018506577
5,264	SeeDB: Visualizing Database Queries Efficiently	2014	VLDB	5.597302e-05
6,456	From Auto-tuning One Size Fits All to Self-designed and Learned Data-intensive Systems	2019	SIGMOD	5.0564619e-05
6,297	Towards instance-optimized data systems	2021	VLDB	5.1227886e-05
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