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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
h845e62c57dc1f87d
Venue
SIGMOD
Year
2022
Pagerank
5.6904085e-05
Overall Rank
6,753 | 54.60%
DOI
10.1145/3514221.3522566

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{narasayya_sigmod22,
        title = {{Multi-Tenant Cloud Data Services: State-of-the-Art, Challenges and Opportunities}},
        author = {Narasayya, Vivek and Chaudhuri, Surajit},
        series = {{SIGMOD} '22},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3514221.3522566},
        url = {https://dl.acm.org/doi/10.1145/3514221.3522566},
        year = {2022}
}

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

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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
23 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055406774
49 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00043160717
52 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00041219077
55 Calvin: Fast Distributed Transactions for Partitioned Database Systems 2012 SIGMOD 0.00040471598
63 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00038531147
78 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00036684414
85 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.00035864347
88 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035351639
115 Executing SQL over Encrypted Data in the Database-Service-Provider Model 2002 SIGMOD 0.00031742473
145 Neo: A Learned Query Optimizer 2019 VLDB 0.0002908188
151 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028672526
224 Self-Driving Database Management Systems 2017 CIDR 0.00024013745
272 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00022509573
340 THE 5 MINUTE RULE FOR TRADING MEMORY FOR DISC ACCESSES and THE 10 BYTE RULE FOR TRADING MEMORY FOR CPU TIME 1987 SIGMOD 0.00020539958
420 Processing Analytical Queries over Encrypted Data 2013 VLDB 0.00018540576
459 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017856221
543 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.0001663263
585 Workload-Aware Database Monitoring and Consolidation 2011 SIGMOD 0.00015949541
629 Performance Prediction for Concurrent Database Workloads 2011 SIGMOD 0.00015429949
641 Relational Cloud: A Database-as-a-Service for the Cloud 2011 CIDR 0.00015255418
682 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.0001481781
692 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.00014741011
738 Zephyr: Live Migration in Shared Nothing Databases for Elastic Cloud Platforms 2011 SIGMOD 0.00014334201
746 Spanner: Becoming a SQL System 2017 SIGMOD 0.00014286107
780 Self-tuning Database Technology and Information Services: from Wishful Thinking to Viable Engineering 2002 VLDB 0.00014025444
782 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014022168
893 Albatross: Lightweight Elasticity in Shared Storage Databases for the Cloud using Live Data Migration 2011 VLDB 0.00013220089
898 Orthogonal Security With Cipherbase 2013 CIDR 0.00013189879
932 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00013008551
940 Starfish: A Self-tuning System for Big Data Analytics 2011 CIDR 0.00012964445
1,019 Serverless Computing: One Step Forward, Two Steps Back 2019 CIDR 0.00012460326
1,067 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.0001219157
1,135 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 0.00011891907
1,159 Toward a Progress Indicator for Database Queries 2004 SIGMOD 0.00011771949
1,279 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.00011226878
1,338 SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service 2013 CIDR 0.00010979494
1,425 Amazon Aurora: On Avoiding Distributed Consensus for I/Os, Commits, and Membership Changes 2018 SIGMOD 0.00010714536
1,441 Cloudburst: Stateful Functions-as-a-Service 2020 VLDB 0.00010641542
1,516 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 0.00010402594
1,587 Estimating Progress of Execution for SQL Queries 2004 SIGMOD 0.0001014156
1,708 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 9.8224587e-05
1,745 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.7343818e-05
1,790 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 9.6272006e-05
1,834 Authenticated Join Processing in Outsourced Databases 2009 SIGMOD 9.537823e-05
2,106 iCBS: Incremental Cost-based Scheduling under Piecewise Linear SLAs 2011 VLDB 9.0316322e-05
2,275 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 8.7090584e-05
2,283 CPU Sharing Techniques for Performance Isolation in Multi-tenant Relational Database-as-a-Service 2014 VLDB 8.6961837e-05
2,625 Statistical Learning Techniques for Costing XML Queries 2005 VLDB 8.2089383e-05
2,714 Toward Practical Query Pricing with QueryMarket 2013 SIGMOD 8.101919e-05
2,758 The Design of the Force.com Multitenant Internet Application Development Platform 2009 SIGMOD 8.0519909e-05
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