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Check Out the Big Brain on BRAD: Simplifying Cloud Data Processing with Learned Automated Data Meshes

Summary: BRAD auto-builds an instance‑optimized data mesh exposing a unified relational view over heterogeneous engines, hiding engine selection and data motion from users. ML (offline + online probing) learns engine cost models to route queries, automate tuning/scaling/migration, and recommend system changes. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13165
Venue
VLDB
Year
2023
Pagerank
4.2520778e-05
Overall Rank
9,916 | 31.09%
DOI
10.14778/3611479.3611526

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Outgoing Citations (Sorted by Pagerank)

Showing 47 of 47 cited papers.

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

Rank Cited Paper Year Venue Pagerank
1 Access Path Selection in a Relational Database Management System 1979 SIGMOD 0.0040465394
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059446482
101 The Case for Learned Index Structures 2018 SIGMOD 0.00049778866
152 Optimizing Queries across Diverse Data Sources 1997 VLDB 0.00040979242
166 Federated Database Systems for Managing Distributed, Heterogeneous, and Autonomous Databases 1991 VLDB 0.00039467886
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
329 Neo: A Learned Query Optimizer 2019 VLDB 0.00027301488
371 Self-Driving Database Management Systems 2017 CIDR 0.00025382677
486 TiDB: A Raft-based HTAP Database 2020 VLDB 0.00022039625
510 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.00021420477
591 Lazy Database Replication with Snapshot Isolation 2006 VLDB 0.00019545141
606 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019251186
634 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018844568
704 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017785557
739 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017365933
796 SageDB: A Learned Database System 2019 CIDR 0.00016541749
804 An End-to-End Learning-based Cost Estimator 2020 VLDB 0.0001643674
857 Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth 2012 SIGMOD 0.00015840492
876 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015660534
1,017 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.00014627121
1,356 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012409986
1,404 DB-BERT: A Database Tuning Tool that "Reads the Manual" 2022 SIGMOD 0.00012179714
1,459 Multidatabase Update Issues 1988 SIGMOD 0.00011880833
1,464 Learning Multi-dimensional Indexes 2020 SIGMOD 0.0001184772
1,498 P-Store: An Elastic Database System with Predictive Provisioning 2018 SIGMOD 0.00011660631
1,632 Garlic: A New Flavor of Federated Query Processing for DB2 2002 SIGMOD 0.00011070537
1,759 Information Translation, Mediation, and Mosaic-Based Browsing in the TSIMMIS System 1995 SIGMOD 0.00010642513
1,818 A Demonstration of the BigDAWG Polystore System 2015 VLDB 0.00010418381
1,887 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00010201938
2,781 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 8.1282042e-05
3,144 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4844943e-05
3,270 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3013196e-05
3,625 The Distributed Information Search Component (DISCO) and the World Wide Web 1997 SIGMOD 6.9008028e-05
3,777 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 6.7713324e-05
3,819 Zero-Shot Cost Models for Out-of-the-box Learned Cost Prediction 2022 VLDB 6.7267885e-05
3,983 The Myria Big Data Management and Analytics System and Cloud Service 2017 CIDR 6.5588011e-05
3,992 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5519369e-05
4,180 LlamaTune: Sample-Efficient DBMS Configuration Tuning 2022 VLDB 6.3725334e-05
4,203 Cost Models DO Matter: Providing Cost Information for Diverse Data Sources in a Federated System 1999 VLDB 6.3561618e-05
4,216 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 6.3448176e-05
4,404 TreeLine: An Update-In-Place Key-Value Store for Modern Storage 2023 VLDB 6.2052645e-05
4,413 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 6.1989918e-05
5,409 Towards Scalable Hybrid Stores: Constraint-Based Rewriting to the Rescue 2019 SIGMOD 5.5224926e-05
5,981 The MYRIAD Federated Database Prototype 1994 SIGMOD 5.241069e-05
6,788 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 4.9207259e-05
7,071 Skeena: Efficient and Consistent Cross-Engine Transactions 2022 SIGMOD 4.8378766e-05
9,469 Database Gyms 2023 CIDR 4.3304872e-05
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