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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
5.8216165e-05
Overall Rank
6,821 | 52.60%
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
6,258 Breaking It Down: An In-depth Study of Index Advisors 2024 VLDB 5.9996908e-05
7,748 GaussDB: A Cloud-Native Multi-Primary Database with Compute-Memory-Storage Disaggregation 2024 VLDB 5.611297e-05
10,182 Making LSM-Tree-based Key-Value Store Practical and Efficient for Multi-Tenant Serverless Cloud Databases 2026 SIGMOD 5.1725247e-05
10,202 Reducing Tail Latency in Storage-Disaggregated Database Systems 2026 SIGMOD 5.1725247e-05
10,414 CockroachDB Serverless: Sub-second Scaling from Zero with Multi-region Cluster Virtualization 2025 SIGMOD 5.1725247e-05
10,778 veDB-HTAP: a Highly Integrated, Efficient and Adaptive HTAP System 2025 VLDB 5.1725247e-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
25 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00055280049
51 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00043359268
57 Calvin: Fast Distributed Transactions for Partitioned Database Systems 2012 SIGMOD 0.00040347584
68 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00038508193
77 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00037304543
85 Automated Selection of Materialized Views and Indexes for SQL Databases 2000 VLDB 0.00035865404
86 Learned Cardinalities: Estimating Correlated Joins with Deep Learning 2019 CIDR 0.0003577267
89 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00035598024
112 Executing SQL over Encrypted Data in the Database-Service-Provider Model 2002 SIGMOD 0.00032781621
154 An Efficient, Cost-Driven Index Selection Tool for Microsoft SQL Server 1997 VLDB 0.00028960058
157 Neo: A Learned Query Optimizer 2019 VLDB 0.00028782395
238 Self-Driving Database Management Systems 2017 CIDR 0.00024001206
304 An Overview of Query Optimization in Relational Systems 1998 PODS 0.00021980949
339 THE 5 MINUTE RULE FOR TRADING MEMORY FOR DISC ACCESSES and THE 10 BYTE RULE FOR TRADING MEMORY FOR CPU TIME 1987 SIGMOD 0.00020855894
405 Processing Analytical Queries over Encrypted Data 2013 VLDB 0.00019123134
513 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017314526
575 Workload-Aware Database Monitoring and Consolidation 2011 SIGMOD 0.00016338548
595 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.00016047218
609 Performance Prediction for Concurrent Database Workloads 2011 SIGMOD 0.00015872412
634 Relational Cloud: A Database-as-a-Service for the Cloud 2011 CIDR 0.00015623081
690 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.00015080949
715 Selectivity Estimation for Range Predicates using Lightweight Models 2019 VLDB 0.0001480646
733 Zephyr: Live Migration in Shared Nothing Databases for Elastic Cloud Platforms 2011 SIGMOD 0.00014639358
764 Self-tuning Database Technology and Information Services: from Wishful Thinking to Viable Engineering 2002 VLDB 0.00014253508
779 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014100375
841 Spanner: Becoming a SQL System 2017 SIGMOD 0.0001372453
876 Albatross: Lightweight Elasticity in Shared Storage Databases for the Cloud using Live Data Migration 2011 VLDB 0.00013521786
886 Orthogonal Security With Cipherbase 2013 CIDR 0.00013467014
900 Starfish: A Self-tuning System for Big Data Analytics 2011 CIDR 0.00013374475
948 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00013069852
982 Serverless Computing: One Step Forward, Two Steps Back 2019 CIDR 0.00012905763
1,093 Automated Demand-driven Resource Scaling in Relational Database-as-a-Service 2016 SIGMOD 0.00012305432
1,122 Toward a Progress Indicator for Database Queries 2004 SIGMOD 0.00012174023
1,280 AI Meets AI: Leveraging Query Executions to Improve Index Recommendations 2019 SIGMOD 0.0001144289
1,310 SQLVM: Performance Isolation in Multi-Tenant Relational Database-as-a-Service 2013 CIDR 0.00011297591
1,359 Cloudburst: Stateful Functions-as-a-Service 2020 VLDB 0.00011151736
1,467 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 0.00010752713
1,498 Amazon Aurora: On Avoiding Distributed Consensus for I/Os, Commits, and Membership Changes 2018 SIGMOD 0.00010657884
1,516 Estimating Progress of Execution for SQL Queries 2004 SIGMOD 0.00010573921
1,528 Automatically Indexing Millions of Databases in Microsoft Azure SQL Database 2019 SIGMOD 0.00010545806
1,663 PerfXplain: Debugging MapReduce Job Performance 2012 VLDB 0.00010148026
1,737 Selecting Subexpressions to Materialize at Datacenter Scale 2018 VLDB 9.9473651e-05
1,780 Authenticated Join Processing in Outsourced Databases 2009 SIGMOD 9.8538043e-05
1,973 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 9.4689067e-05
2,050 iCBS: Incremental Cost-based Scheduling under Piecewise Linear SLAs 2011 VLDB 9.3282629e-05
2,350 CPU Sharing Techniques for Performance Isolation in Multi-tenant Relational Database-as-a-Service 2014 VLDB 8.7848508e-05
2,487 Active Learning for ML Enhanced Database Systems 2020 SIGMOD 8.5859375e-05
2,563 Statistical Learning Techniques for Costing XML Queries 2005 VLDB 8.4780924e-05
2,693 Toward Practical Query Pricing with QueryMarket 2013 SIGMOD 8.3069171e-05
2,730 The Design of the Force.com Multitenant Internet Application Development Platform 2009 SIGMOD 8.2534088e-05
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