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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
6407
Venue
SIGMOD
Year
2022
Pagerank
4.7677422e-05
Overall Rank
7,291 | 49.33%
DOI
10.1145/3514221.3522566

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 6 of 6 citing papers.

Rank Citing Paper Year Venue Pagerank
6,753 Breaking It Down: An In-depth Study of Index Advisors 2024 VLDB 4.9345582e-05
8,099 GaussDB: A Cloud-Native Multi-Primary Database with Compute-Memory-Storage Disaggregation 2024 VLDB 4.58218e-05
10,182 Making LSM-Tree-based Key-Value Store Practical and Efficient for Multi-Tenant Serverless Cloud Databases 2026 SIGMOD 4.1905499e-05
10,202 Reducing Tail Latency in Storage-Disaggregated Database Systems 2026 SIGMOD 4.1905499e-05
10,414 CockroachDB Serverless: Sub-second Scaling from Zero with Multi-region Cluster Virtualization 2025 SIGMOD 4.1905499e-05
10,778 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 4.1905499e-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 0.00061707583
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048217028
119 Executing SQL over Encrypted Data in the Database-Service-Provider Model 2002 SIGMOD 0.00045724707
122 Calvin: Fast Distributed Transactions for Partitioned Database Systems 2012 SIGMOD 0.0004532783
156 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00040580118
160 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00040053897
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039408116
183 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036859633
203 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00034868567
214 THE 5 MINUTE RULE FOR TRADING MEMORY FOR DISC ACCESSES and THE 10 BYTE RULE FOR TRADING MEMORY FOR CPU TIME 1987 SIGMOD 0.00033644457
237 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00031727601
329 Neo: A Learned Query Optimizer 2019 VLDB 0.00027301488
371 Self-Driving Database Management Systems 2017 CIDR 0.00025382677
454 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00022796106
455 Processing Analytical Queries over Encrypted Data 2013 VLDB 0.00022736946
573 Workload-Aware Database Monitoring and Consolidation 2011 SIGMOD 0.00019886777
664 Relational Cloud: A Database-as-a-Service for the Cloud 2011 CIDR 0.0001846313
716 Performance Prediction for Concurrent Database Workloads 2011 SIGMOD 0.00017623897
739 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017365933
841 Self-tuning Database Technology and Information Services: from Wishful Thinking to Viable Engineering 2002 VLDB 0.00015987128
887 Zephyr: Live Migration in Shared Nothing Databases for Elastic Cloud Platforms 2011 SIGMOD 0.00015561082
914 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.00015370799
920 Serverless Computing: One Step Forward, Two Steps Back 2019 CIDR 0.0001526483
967 Orthogonal Security With Cipherbase 2013 CIDR 0.00014946526
1,008 Spanner: Becoming a SQL System 2017 SIGMOD 0.00014663067
1,017 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.00014627121
1,024 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014601525
1,048 Starfish: A Self-tuning System for Big Data Analytics 2011 CIDR 0.00014442178
1,120 Albatross: Lightweight Elasticity in Shared Storage Databases for the Cloud using Live Data Migration 2011 VLDB 0.00013846732
1,229 Toward a Progress Indicator for Database Queries 2004 SIGMOD 0.00013153898
1,239 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00013091459
1,321 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012605455
1,324 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012585081
1,387 SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service 2013 CIDR 0.00012249858
1,509 Estimating Progress of Execution for SQL Queries 2004 SIGMOD 0.0001158945
1,533 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 0.00011462982
1,634 Cloudburst: Stateful Functions-as-a-Service 2020 VLDB 0.00011061792
1,817 iCBS: Incremental Cost-based Scheduling under Piecewise Linear SLAs 2011 VLDB 0.00010428319
1,828 Authenticated Join Processing in Outsourced Databases 2009 SIGMOD 0.0001038324
1,856 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00010319105
1,921 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 0.00010085899
1,989 Amazon Aurora: On Avoiding Distributed Consensus for I/Os, Commits, and Membership Changes 2018 SIGMOD 9.8499087e-05
2,050 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 9.6883066e-05
2,060 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6585115e-05
2,542 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 8.5681631e-05
2,667 Statistical Learning Techniques for Costing XML Queries 2005 VLDB 8.3444649e-05
2,746 Toward Practical Query Pricing with QueryMarket 2013 SIGMOD 8.1824056e-05
2,750 CPU Sharing Techniques for Performance Isolation in Multi-tenant Relational Database-as-a-Service 2014 VLDB 8.1788028e-05
2,827 Price-Optimal Querying with Data APIs 2016 VLDB 8.055521e-05
2,894 The Design of the Force.com Multitenant Internet Application Development Platform 2009 SIGMOD 7.9542248e-05
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