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Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities

Summary: Tutorial survey of multi-tenant cloud data service architectures, highlighting trends, scalability, and isolation challenges. Discusses elasticity, SLA provisioning, performance isolation and cost-reduction techniques, and outlines research problems. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6406
Venue
SIGMOD
Year
2022
Pagerank
4.7723197e-05
Overall Rank
7,296 | 49.25%
DOI
10.1145/3514221.3522566

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
6,750 Breaking It Down: An In-depth Study of Index Advisors 2024 VLDB 4.9392771e-05
8,095 GaussDB: A Cloud-Native Multi-Primary Database with Compute-Memory-Storage Disaggregation 2024 VLDB 4.5865778e-05
10,182 Making LSM-Tree-based Key-Value Store Practical and Efficient for Multi-Tenant Serverless Cloud Databases 2026 SIGMOD 4.1945683e-05
10,202 Reducing Tail Latency in Storage-Disaggregated Database Systems 2026 SIGMOD 4.1945683e-05
10,403 CockroachDB Serverless: Sub-second Scaling from Zero with Multi-region Cluster Virtualization 2025 SIGMOD 4.1945683e-05
10,772 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 50 of 62 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 0.00061639801
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048186983
118 Executing SQL over Encrypted Data in the Database-Service-Provider Model 2002 SIGMOD 0.00045685662
122 Calvin: Fast Distributed Transactions for Partitioned Database Systems 2012 SIGMOD 0.00045316749
156 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00040504295
158 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00040071492
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039180521
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036721403
204 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034784455
213 THE 5 MINUTE RULE FOR TRADING MEMORY FOR DISC ACCESSES and THE 10 BYTE RULE FOR TRADING MEMORY FOR CPU TIME 1987 SIGMOD 0.00033660051
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031726304
333 Neo: A Learned Query Optimizer 2019 VLDB 0.00027206884
359 Self-Driving Database Management Systems 2017 CIDR 0.0002592783
454 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00022734812
459 Processing Analytical Queries over Encrypted Data 2013 VLDB 0.00022627746
570 Workload-Aware Database Monitoring and Consolidation 2011 SIGMOD 0.00019922274
664 Relational Cloud: A Database-as-a-Service for the Cloud 2011 CIDR 0.00018465843
718 Performance Prediction for Concurrent Database Workloads 2011 SIGMOD 0.0001763106
746 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017326979
846 Self-tuning Database Technology and Information Services: from Wishful Thinking to Viable Engineering 2002 VLDB 0.00015997985
892 Zephyr: Live Migration in Shared Nothing Databases for Elastic Cloud Platforms 2011 SIGMOD 0.00015559876
918 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.00015350181
924 Serverless Computing: One Step Forward, Two Steps Back 2019 CIDR 0.00015272958
973 Orthogonal Security With Cipherbase 2013 CIDR 0.00014921633
1,015 Spanner: Becoming a SQL System 2017 SIGMOD 0.00014638696
1,019 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.00014625603
1,022 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014614917
1,071 Starfish: A Self-tuning System for Big Data Analytics 2011 CIDR 0.00014312777
1,121 Albatross: Lightweight Elasticity in Shared Storage Databases for the Cloud using Live Data Migration 2011 VLDB 0.00013856011
1,228 Toward a Progress Indicator for Database Queries 2004 SIGMOD 0.00013164884
1,254 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00013027411
1,322 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012610912
1,326 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012576952
1,385 SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service 2013 CIDR 0.00012261812
1,512 Estimating Progress of Execution for SQL Queries 2004 SIGMOD 0.00011597041
1,534 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 0.00011468393
1,632 Cloudburst: Stateful Functions-as-a-Service 2020 VLDB 0.0001107213
1,818 iCBS: Incremental Cost-based Scheduling under Piecewise Linear SLAs 2011 VLDB 0.000104336
1,828 Authenticated Join Processing in Outsourced Databases 2009 SIGMOD 0.00010389392
1,855 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00010315245
1,922 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 0.00010082599
1,984 Amazon Aurora: On Avoiding Distributed Consensus for I/Os, Commits, and Membership Changes 2018 SIGMOD 9.8607096e-05
2,047 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 9.6920209e-05
2,062 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6481955e-05
2,545 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 8.5725413e-05
2,665 Statistical Learning Techniques for Costing XML Queries 2005 VLDB 8.3498101e-05
2,731 CPU Sharing Techniques for Performance Isolation in Multi-tenant Relational Database-as-a-Service 2014 VLDB 8.2108797e-05
2,743 Toward Practical Query Pricing with QueryMarket 2013 SIGMOD 8.1897331e-05
2,820 Price-Optimal Querying with Data APIs 2016 VLDB 8.062913e-05
2,887 The Design of the Force.com Multitenant Internet Application Development Platform 2009 SIGMOD 7.9599191e-05
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