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Cost-Intelligent Data Analytics in the Cloud

Summary: Introduce 'cost intelligence'—treating monetary cost as a first-class optimization objective—and outline a cloud data-warehouse architecture to enable cost-aware analytics. Target two core challenges—automatic resource deployment and cost-oriented auto‑tuning—highlighting missing components and research opportunities. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
531
Venue
CIDR
Year
2024
Pagerank
4.6468106e-05
Overall Rank
7,787 | 45.89%
DOI
-

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Outgoing Citations (Sorted by Pagerank)

Showing 25 of 25 cited papers.

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

Rank Cited Paper Year Venue Pagerank
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039408116
310 The Vertica Analytic Database: C-Store 7 Years Later 2012 VLDB 0.0002815547
371 Self-Driving Database Management Systems 2017 CIDR 0.00025382677
417 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023734582
517 AutoAdmin "What-if" Index Analysis Utility 1998 SIGMOD 0.00021193179
704 Query-based Workload Forecasting for Self-Driving Database Management Systems 2018 SIGMOD 0.00017785557
876 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.00015660534
1,273 Amazon Redshift Re-invented 2022 SIGMOD 0.00012870386
1,324 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012585081
2,420 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 8.8474951e-05
2,533 Velox: Meta’s Unified Execution Engine 2022 VLDB 8.5870599e-05
2,553 Towards Cost-Optimal Query Processing in the Cloud 2021 VLDB 8.5522099e-05
2,652 Multi-Objective Parametric Query Optimization 2015 VLDB 8.3662031e-05
2,693 Greenplum: A Hybrid Database for Transactional and Analytical Workloads 2021 SIGMOD 8.2845883e-05
3,150 The MemSQL Query Optimizer: A modern optimizer for real-time analytics in a distributed database 2016 VLDB 7.4765759e-05
3,623 Cost Models for Big Data Query Processing: Learning, Retrofitting, and Our Findings 2020 SIGMOD 6.9017341e-05
3,753 Choosing A Cloud DBMS: Architectures and Tradeoffs 2019 VLDB 6.7850001e-05
3,811 Changing the Face of Database Cloud Services with Personalized Service Level Agreements 2015 CIDR 6.7372095e-05
4,327 Big Metadata: When Metadata is Big Data 2021 VLDB 6.2765351e-05
4,587 MB2: Decomposed Behavior Modeling for Self-Driving Database Management Systems 2021 SIGMOD 6.0594195e-05
4,698 Schedule Optimization for Data Processing Flows on the Cloud 2011 SIGMOD 5.9835195e-05
4,876 Approximation Schemes for Many-Objective Query Optimization 2014 SIGMOD 5.8544467e-05
5,373 Fine-Grained Modeling and Optimization for Intelligent Resource Management in Big Data Processing 2022 VLDB 5.5410059e-05
7,386 Bubble Execution: Resource-aware Reliable Analytics at Cloud Scale 2018 VLDB 4.7398757e-05
9,662 Efficient Query Re-optimization with Judicious Subquery Selections 2023 SIGMOD 4.3056334e-05
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