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CliffGuard: A Principled Framework for Finding Robust Database Designs

Summary: CliffGuard applies robust optimization to select physical designs (indices, materialized views) under workload uncertainty. Users set risk tolerance to trade nominal optimality for robustness, yielding predictable performance amid workload shifts. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
5072
Venue
SIGMOD
Year
2015
Pagerank
5.4231783e-05
Overall Rank
5,578 | 61.24%
DOI
10.1145/2723372.2749454

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
1,024 DBSherlock: A Performance Diagnostic Tool for Transactional Databases 2016 SIGMOD 0.00014601525
1,161 VerdictDB: Universalizing Approximate Query Processing 2018 SIGMOD 0.00013579831
1,574 Approximate Query Processing: No Silver Bullet 2017 SIGMOD 0.00011289028
2,589 Database Learning: Toward a Database that Becomes Smarter Every Time 2017 SIGMOD 8.4868591e-05
2,959 SQLShare: Results from a Multi-Year SQL-as-a-Service Experiment 2016 SIGMOD 7.8116974e-05
3,117 Distributed Lock Management with RDMA: Decentralization without Starvation 2018 SIGMOD 7.5400979e-05
3,335 SnappyData: A Unified Cluster for Streaming, Transactions, and Interactive Analytics 2017 CIDR 7.2023806e-05
3,482 Optimal Column Layout for Hybrid Workloads 2019 VLDB 7.0514808e-05
3,750 DIAMetrics: Benchmarking Query Engines at Scale 2020 VLDB 6.7864305e-05
5,518 A Top-Down Approach to Achieving Performance Predictability in Database Systems 2017 SIGMOD 5.468383e-05
5,737 Enabling Incremental Query Re-Optimization 2016 SIGMOD 5.3459609e-05
6,394 Endure: A Robust Tuning Paradigm for LSM Trees Under Workload Uncertainty 2022 VLDB 5.0770427e-05
6,402 Approximate Query Engines: Commercial Challenges and Research Opportunities 2017 SIGMOD 5.0725227e-05
6,481 Joins on Samples: A Theoretical Guide for Practitioners 2020 VLDB 5.039683e-05
9,004 DBSeer: Pain-free Database Administration through Workload Intelligence 2015 VLDB 4.4074927e-05
9,238 PilotDB: Database-Agnostic Online Approximate Query Processing with A Priori Error Guarantees 2025 SIGMOD 4.3648789e-05
10,719 DobLIX: A Dual-Objective Learned Index for Log-Structured Merge Trees 2025 VLDB 4.1905499e-05
11,717 Demonstration of VerdictDB, the Platform-Independent AQP System 2018 SIGMOD 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 26 of 26 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
310 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.0002815547
407 Database Cracking 2007 CIDR 0.00023941779
495 Automatic SQL Tuning in Oracle 10g 2004 VLDB 0.00021712703
650 Robust Query Processing through Progressive Optimization 2004 SIGMOD 0.0001865144
680 Towards a Robust Query Optimizer: A Principled and Practical Approach 2005 SIGMOD 0.00018193263
736 Congressional Samples for Approximate Answering of Group-By Queries 2000 SIGMOD 0.00017414831
960 Aqua: A Fast Decision Support System Using Approximate Query Answers 1999 VLDB 0.00015031055
1,017 Robust Estimation of Resource Consumption for SQL Queries using Statistical Techniques 2012 VLDB 0.00014627121
1,023 Materialized View Selection for Multidimensional Datasets* 1998 VLDB 0.00014601981
1,151 Blink and It's Done: Interactive Queries on Very Large Data 2012 VLDB 0.00013634671
1,234 Least Expected Cost Query Optimization: An Exercise in Utility 1999 PODS 0.00013115865
1,443 Compressing SQL Workloads 2002 SIGMOD 0.00011944621
1,801 H2O: A Hands-free Adaptive Store 2014 SIGMOD 0.00010485628
1,867 Knowing When You’re Wrong: Building Fast and Reliable Approximate Query Processing Systems 2014 SIGMOD 0.00010264932
2,062 PIQL: Success-Tolerant Query Processing in the Cloud 2012 VLDB 9.654149e-05
2,231 Self-organizing Tuple Reconstruction in Column-stores 2009 SIGMOD 9.2367968e-05
2,239 Performance and Resource Modeling in Highly-Concurrent OLTP Workloads 2013 SIGMOD 9.2163469e-05
2,424 The Analytical Bootstrap: a New Method for Fast Error Estimation in Approximate Query Processing 2014 SIGMOD 8.8415494e-05
2,552 Probabilistic Optimization of Top N Queries 1999 VLDB 8.5540341e-05
4,003 DBSeer: Resource and Performance Prediction for Building a Next Generation Database Cloud 2013 CIDR 6.5406297e-05
4,480 Variance Aware Optimization of Parameterized Queries 2010 SIGMOD 6.1433292e-05
4,507 Stochastic Database Cracking: Towards Robust Adaptive Indexing in Main-Memory Column-Stores 2012 VLDB 6.1271582e-05
5,445 Materialized View and Index Selection Tool for Microsoft SQL Server 2000 2001 SIGMOD 5.499851e-05
5,867 ABS: a System for Scalable Approximate Queries with Accuracy Guarantees 2014 SIGMOD 5.2933639e-05
6,079 Opportunistic Physical Design for Big Data Analytics 2014 SIGMOD 5.2194019e-05
7,445 An Automated, Yet Interactive and Portable DB Designer 2010 SIGMOD 4.7235588e-05
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