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Exploiting Cloud Object Storage for High-Performance Analytics

Summary: Blueprint for analytics on cloud object stores: first in‑depth study deriving cost- and performance‑optimal retrieval configurations and integration guidance for query engines. AnyBlob, a download manager optimizing throughput and CPU, integrated into Umbra, matches SSD-cached warehouse performance without local caching and improves elasticity. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
13120
Venue
VLDB
Year
2023
Pagerank
5.8613885e-05
Overall Rank
4,870 | 66.13%
DOI
10.14778/3611479.3611486

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
7,876 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 4.6298182e-05
7,927 Cloud-Native Database Systems and Unikernels: Reimagining OS Abstractions for Modern Hardware 2024 VLDB 4.6136219e-05
8,513 CXL Memory Performance for In-Memory Data Processing 2025 VLDB 4.4947795e-05
8,945 The Five-Minute Rule for the Cloud: Caching in Analytics Systems 2025 CIDR 4.4254423e-05
9,201 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 4.3743539e-05
9,601 SkyPIE: A Fast & Accurate Oracle for Object Placement 2024 SIGMOD 4.3177432e-05
9,975 Cloudspecs: Cloud Hardware Evolution Through the Looking Glass 2026 CIDR 4.1945683e-05
10,248 Active Data Lakes: Regaining Physical Data Independence Without Losing Interoperability 2026 VLDB 4.1945683e-05
10,274 Incremental Stream Query Deployment under Continuous Infrastructure Changes in the Cloud-Edge Continuum 2026 VLDB 4.1945683e-05
10,389 Rapid Data Ingestion through DB-OS Co-design 2025 SIGMOD 4.1945683e-05
10,482 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 4.1945683e-05
10,493 Moving on From Group Commit: Autonomous Commit Enables High Throughput and Low Latency on NVMe SSDs 2025 SIGMOD 4.1945683e-05
10,609 LogCloud: Fast Search of Compressed Logs on Object Storage 2025 VLDB 4.1945683e-05
10,767 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 4.1945683e-05
10,854 LiquidCache: Efficient Pushdown Caching for Cloud-Native Data Analytics 2025 VLDB 4.1945683e-05
10,989 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 38 of 38 cited papers.

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

Rank Cited Paper Year Venue Pagerank
109 Dremel: Interactive Analysis of Web-Scale Datasets 2010 VLDB 0.00048186983
156 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00040504295
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039180521
418 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023729211
720 Building a Database on S3 2008 SIGMOD 0.00017615431
735 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00017452467
746 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017326979
918 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.00015350181
924 Serverless Computing: One Step Forward, Two Steps Back 2019 CIDR 0.00015272958
953 Runtime Measurements in the Cloud: Observing, Analyzing, and Reducing Variance 2010 VLDB 0.00015095431
1,206 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013281657
1,263 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00012982857
1,284 Amazon Redshift Re-invented 2022 SIGMOD 0.00012837822
1,326 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012576952
1,729 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.0001073728
2,062 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6481955e-05
2,358 PolarDB Serverless: A Cloud Native Database for Disaggregated Data Centers 2021 SIGMOD 8.9617346e-05
2,424 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 8.8380822e-05
2,473 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 8.7237281e-05
2,545 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 8.5725413e-05
2,568 Towards Cost-Optimal Query Processing in the Cloud 2021 VLDB 8.5239227e-05
3,152 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 7.4711766e-05
3,350 Eon Mode: Bringing the Vertica Columnar Database to the Cloud 2018 SIGMOD 7.1890237e-05
3,430 Towards Cost-Effective and Elastic Cloud Database Deployment via Memory Disaggregation 2021 VLDB 7.1009617e-05
3,687 Exploiting Directly-Attached NVMe Arrays in DBMS 2020 CIDR 6.8417266e-05
3,753 Choosing A Cloud DBMS: Architectures and Tradeoffs 2019 VLDB 6.7871241e-05
3,841 Farview: Disaggregated Memory with Operator Off-loading for Database Engines 2022 CIDR 6.7103563e-05
3,844 The evolution of Amazon Redshift (extended abstract) 2021 VLDB 6.7076451e-05
4,247 Rethinking Data Management Systems for Disaggregated Data Centers 2020 CIDR 6.325596e-05
4,544 ScaleStore: A Fast and Cost-Efficient Storage Engine using DRAM, NVMe, and RDMA 2022 SIGMOD 6.1000636e-05
4,583 Virtual-Memory Assisted Buffer Management 2023 SIGMOD 6.0676378e-05
4,667 FlexPushdownDB: Hybrid Pushdown and Caching in a Cloud DBMS 2021 VLDB 6.0116919e-05
5,067 Not your Grandpa's SSD: The Era of Co-Designed Storage Devices 2021 SIGMOD 5.7215985e-05
5,490 The Case for Distributed Shared-Memory Databases with RDMA-Enabled Memory Disaggregation 2023 VLDB 5.4778129e-05
6,149 Crystal: A Unified Cache Storage System for Analytical Databases 2021 VLDB 5.1847534e-05
7,092 CompuCache: Remote Computable Caching using Spot VMs 2022 CIDR 4.8370308e-05
7,340 SaS: SSD as SQL Database System 2021 VLDB 4.757874e-05
9,125 On-Demand State Separation for Cloud Data Warehousing 2022 VLDB 4.3917246e-05
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