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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
13121
Venue
VLDB
Year
2023
Pagerank
5.8557568e-05
Overall Rank
4,873 | 66.14%
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
7,866 Two Birds With One Stone: Designing a Hybrid Cloud Storage Engine for HTAP 2024 VLDB 4.6282779e-05
7,929 Cloud-Native Database Systems and Unikernels: Reimagining OS Abstractions for Modern Hardware 2024 VLDB 4.6091978e-05
8,511 CXL Memory Performance for In-Memory Data Processing 2025 VLDB 4.4904708e-05
8,949 The Five-Minute Rule for the Cloud: Caching in Analytics Systems 2025 CIDR 4.4212006e-05
9,203 F3: The Open-Source Data File Format for the Future 2026 SIGMOD 4.3701616e-05
9,601 SkyPIE: A Fast & Accurate Oracle for Object Placement 2024 SIGMOD 4.3136057e-05
9,974 Cloudspecs: Cloud Hardware Evolution Through the Looking Glass 2026 CIDR 4.1905499e-05
10,248 Active Data Lakes: Regaining Physical Data Independence Without Losing Interoperability 2026 VLDB 4.1905499e-05
10,286 Incremental Stream Query Deployment under Continuous Infrastructure Changes in the Cloud-Edge Continuum 2026 VLDB 4.1905499e-05
10,400 Rapid Data Ingestion through DB-OS Co-design 2025 SIGMOD 4.1905499e-05
10,492 Fast and Scalable Data Transfer Across Data Systems 2025 SIGMOD 4.1905499e-05
10,503 Moving on From Group Commit: Autonomous Commit Enables High Throughput and Low Latency on NVMe SSDs 2025 SIGMOD 4.1905499e-05
10,617 LogCloud: Fast Search of Compressed Logs on Object Storage 2025 VLDB 4.1905499e-05
10,773 The HANA Native Query Engine for Lakehouse Systems 2025 VLDB 4.1905499e-05
10,858 LiquidCache: Efficient Pushdown Caching for Cloud-Native Data Analytics 2025 VLDB 4.1905499e-05
10,992 High-Performance Query Processing with NVMe Arrays: Spilling without Killing Performance 2024 SIGMOD 4.1905499e-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 0.00048217028
156 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00040580118
167 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00039408116
417 Morsel-Driven Parallelism: A NUMA-Aware Query Evaluation Framework for the Many-Core Age 2014 SIGMOD 0.00023734582
715 Building a Database on S3 2008 SIGMOD 0.00017636409
729 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00017448059
739 Delta Lake: High-Performance ACID Table Storage over Cloud Object Stores 2020 VLDB 0.00017365933
914 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.00015370799
920 Serverless Computing: One Step Forward, Two Steps Back 2019 CIDR 0.0001526483
950 Runtime Measurements in the Cloud: Observing, Analyzing, and Reducing Variance 2010 VLDB 0.00015100872
1,196 Rack-Scale In-Memory Join Processing using RDMA 2015 SIGMOD 0.00013378379
1,260 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00012990853
1,273 Amazon Redshift Re-invented 2022 SIGMOD 0.00012870386
1,324 Starling: A Scalable Query Engine on Cloud Functions 2020 SIGMOD 0.00012585081
1,721 Cloud-Native Database Systems at Alibaba: Opportunities and Challenges 2019 VLDB 0.00010741822
2,060 Dremel: A Decade of Interactive SQL Analysis at Web Scale 2020 VLDB 9.6585115e-05
2,337 PolarDB Serverless: A Cloud Native Database for Disaggregated Data Centers 2021 SIGMOD 9.0092781e-05
2,420 Lambada: Interactive Data Analytics on Cold Data Using Serverless Cloud Infrastructure 2020 SIGMOD 8.8474951e-05
2,472 Photon: A Fast Query Engine for Lakehouse Systems 2022 SIGMOD 8.7156826e-05
2,542 POLARIS: The Distributed SQL Engine in Azure Synapse 2020 VLDB 8.5681631e-05
2,553 Towards Cost-Optimal Query Processing in the Cloud 2021 VLDB 8.5522099e-05
3,153 AnalyticDB: Real-time OLAP Database System at Alibaba Cloud 2019 VLDB 7.4706916e-05
3,353 Eon Mode: Bringing the Vertica Columnar Database to the Cloud 2018 SIGMOD 7.1825176e-05
3,396 Towards Cost-Effective and Elastic Cloud Database Deployment via Memory Disaggregation 2021 VLDB 7.1396933e-05
3,682 Exploiting Directly-Attached NVMe Arrays in DBMS 2020 CIDR 6.8429686e-05
3,753 Choosing A Cloud DBMS: Architectures and Tradeoffs 2019 VLDB 6.7850001e-05
3,829 Farview: Disaggregated Memory with Operator Off-loading for Database Engines 2022 CIDR 6.7187307e-05
3,838 The evolution of Amazon Redshift (extended abstract) 2021 VLDB 6.7113252e-05
3,932 Rethinking Data Management Systems for Disaggregated Data Centers 2020 CIDR 6.6190727e-05
4,523 ScaleStore: A Fast and Cost-Efficient Storage Engine using DRAM, NVMe, and RDMA 2022 SIGMOD 6.1102901e-05
4,579 Virtual-Memory Assisted Buffer Management 2023 SIGMOD 6.0651118e-05
4,672 FlexPushdownDB: Hybrid Pushdown and Caching in a Cloud DBMS 2021 VLDB 6.001444e-05
5,063 Not your Grandpa's SSD: The Era of Co-Designed Storage Devices 2021 SIGMOD 5.7170891e-05
5,498 The Case for Distributed Shared-Memory Databases with RDMA-Enabled Memory Disaggregation 2023 VLDB 5.4738497e-05
6,152 Crystal: A Unified Cache Storage System for Analytical Databases 2021 VLDB 5.1802666e-05
7,063 CompuCache: Remote Computable Caching using Spot VMs 2022 CIDR 4.8397918e-05
7,336 SaS: SSD as SQL Database System 2021 VLDB 4.7533353e-05
9,123 On-Demand State Separation for Cloud Data Warehousing 2022 VLDB 4.3875153e-05
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