Database Paper Browser

Back to papers

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
13164
Venue
VLDB
Year
2023
Pagerank
4.2561557e-05
Overall Rank
9,917 | 31.01%
DOI
10.14778/3611479.3611526

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 5 of 5 citing papers.

Previous Page 1 / 1 Next

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 0.0040449103
71 How Good Are Query Optimizers, Really? 2016 VLDB 0.00059038975
102 The Case for Learned Index Structures 2018 SIGMOD 0.00049545203
151 Optimizing Queries across Diverse Data Sources 1997 VLDB 0.00041016476
165 Federated Database Systems for Managing Distributed, Heterogeneous, and Autonomous Databases 1991 VLDB 0.00039502525
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036721403
333 Neo: A Learned Query Optimizer 2019 VLDB 0.00027206884
359 Self-Driving Database Management Systems 2017 CIDR 0.0002592783
488 TiDB: A Raft-based HTAP Database 2020 VLDB 0.000220409
514 An End-to-End Automatic Cloud Database Tuning System Using Deep Reinforcement Learning 2019 SIGMOD 0.0002124895
590 Lazy Database Replication with Snapshot Isolation 2006 VLDB 0.000195762
608 DeepDB: Learn from Data, not from Queries! 2020 VLDB 0.00019235898
640 Bao: Making Learned Query Optimization Practical 2021 SIGMOD 0.00018759152
716 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017723171
746 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017326979
801 SageDB: A Learned Database System 2019 CIDR 0.00016505496
806 An End-to-End Learning-based Cost Estimator 2020 VLDB 0.00016434274
858 Efficient Transaction Processing in SAP HANA Database – The End of a Column Store Myth 2012 SIGMOD 0.000158756
884 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015654004
1,019 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.00014625603
1,377 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012296941
1,407 DB-BERT: A Database Tuning Tool that "Reads the Manual" 2022 SIGMOD 0.00012146739
1,458 Multidatabase Update Issues 1988 SIGMOD 0.00011892325
1,478 Learning Multi-dimensional Indexes 2020 SIGMOD 0.00011762542
1,501 P-Store: An Elastic Database System with Predictive Provisioning 2018 SIGMOD 0.00011664869
1,630 Garlic: A New Flavor of Federated Query Processing for DB2 2002 SIGMOD 0.0001108111
1,759 Information Translation, Mediation, and Mosaic-Based Browsing in the TSIMMIS System 1995 SIGMOD 0.00010653127
1,820 A Demonstration of the BigDAWG Polystore System 2015 VLDB 0.00010428281
1,889 Tsunami: A Learned Multi-dimensional Index for Correlated Data and Skewed Workloads 2021 VLDB 0.00010200865
2,783 Flow-Loss: Learning Cardinality Estimates That Matter 2021 VLDB 8.1293383e-05
3,142 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 7.4815444e-05
3,265 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3083672e-05
3,627 The Distributed Information Search Component (DISCO) and the World Wide Web 1997 SIGMOD 6.9034006e-05
3,779 Instance-Optimized Data Layouts for Cloud Analytics Workloads 2021 SIGMOD 6.7747205e-05
3,828 Zero-Shot Cost Models for Out-of-the-box Learned Cost Prediction 2022 VLDB 6.7208524e-05
3,982 The Myria Big Data Management and Analytics System and Cloud Service 2017 CIDR 6.5651188e-05
3,990 FactorJoin: A New Cardinality Estimation Framework for Join Queries 2023 SIGMOD 6.5581983e-05
4,202 Cost Models DO Matter: Providing Cost Information for Diverse Data Sources in a Federated System 1999 VLDB 6.36184e-05
4,240 Make Your Database System Dream of Electric Sheep: Towards Self-Driving Operation 2021 VLDB 6.3318228e-05
4,380 LlamaTune: Sample-Efficient DBMS Configuration Tuning 2022 VLDB 6.2396606e-05
4,417 Robust Query Driven Cardinality Estimation under Changing Workloads 2023 VLDB 6.2037371e-05
4,427 TreeLine: An Update-In-Place Key-Value Store for Modern Storage 2023 VLDB 6.1965873e-05
5,402 Towards Scalable Hybrid Stores: Constraint-Based Rewriting to the Rescue 2019 SIGMOD 5.5278023e-05
5,975 The MYRIAD Federated Database Prototype 1994 SIGMOD 5.2461057e-05
6,803 Proteus: Autonomous Adaptive Storage for Mixed Workloads 2022 SIGMOD 4.9224958e-05
7,077 Skeena: Efficient and Consistent Cross-Engine Transactions 2022 SIGMOD 4.8425226e-05
9,467 Database Gyms 2023 CIDR 4.3346412e-05
Previous Page 1 / 1 Next

Semantically Similar Papers