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Analyzing Near-Network Hardware Acceleration with Co-Processing on DPUs

Summary: Empirical study of near-network hardware acceleration on PCIe DPUs, quantifying how performance depends on data types, task/query configurations, and DPU reconfiguration overhead. Micro-benchmarks of partial offloads and host–DPU co-processing reveal throughput vs reconfiguration trade-offs and offer practical integration guidance for data systems. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
heb6701fffef14225
Venue
VLDB
Year
2025
Pagerank
4.9769913e-05
Overall Rank
11,442 | 23.10%
DOI
10.14778/3773731.3773743
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{giouroukis_vldb25,
        title = {{Analyzing Near-Network Hardware Acceleration with Co-Processing on DPUs}},
        author = {Giouroukis, Dimitrios and Nugroho, Dwi P. A. and Pandey, Varun and Zeuch, Steffen and Markl, Volker},
        journal = {PVLDB},
        series = {{VLDB} '25},
        volume = {18},
        number = {13},
        pages = {5689--5702},
        doi = {10.14778/3773731.3773743},
        url = {https://doi.org/10.14778/3773731.3773743},
        year = {2025}
}

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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
52 The Snowflake Elastic Data Warehouse 2016 SIGMOD 0.00041210636
53 Eddies: Continuously Adaptive Query Processing 2000 SIGMOD 0.000408505
63 Amazon Aurora: Design Considerations for High Throughput Cloud-Native Relational Databases 2017 SIGMOD 0.00038521221
325 The Dataflow Model: A Practical Approach to Balancing Correctness, Latency, and Cost in Massive-Scale, Unbounded, Out-of-Order Data Processing 2015 VLDB 0.0002095522
543 Socrates: The New SQL Server in the Cloud 2019 SIGMOD 0.00016624903
681 Amazon Redshift Re-invented 2022 SIGMOD 0.0001482366
950 Lakehouse: A New Generation of Open Platforms that Unify Data Warehousing and Advanced Analytics 2021 CIDR 0.00012889569
1,343 PolarDB Serverless: A Cloud Native Database for Disaggregated Data Centers 2021 SIGMOD 0.00010959797
1,475 Analyzing and Mitigating Data Stalls in DNN Training 2021 VLDB 0.00010551698
1,542 HippogriffDB: Balancing I/O and GPU Bandwidth in Big Data Analytics 2016 VLDB 0.0001030858
3,810 An Empirical Evaluation of Columnar Storage Formats 2024 VLDB 7.0064171e-05
4,610 Not your Grandpa's SSD: The Era of Co-Designed Storage Devices 2021 SIGMOD 6.5005576e-05
4,638 A Deep Dive into Common Open Formats for Analytical DBMSs 2023 VLDB 6.4901967e-05
4,999 The Case for Network-Accelerated Query Processing 2019 CIDR 6.3196876e-05
5,376 Distributed GPU Joins on Fast RDMA-capable Networks 2023 SIGMOD 6.1555648e-05
5,599 Database Processing-in-Memory: An Experimental Study 2020 VLDB 6.0685498e-05
6,828 PIM-tree: A Skew-resistant Index for Processing-in-Memory 2023 VLDB 5.6690684e-05
6,989 Cackle: Analytical Workload Cost and Performance Stability With Elastic Pools 2023 SIGMOD 5.6257777e-05
7,099 Design and Analysis of a Processing-in-DIMM Join Algorithm: A Case Study with UPMEM DIMMs 2023 SIGMOD 5.5991152e-05
7,916 Databases on Modern Networks: A Decade of Research That Now Comes into Practice 2023 VLDB 5.4258309e-05
8,163 P4DB - The Case for In-Network OLTP 2022 SIGMOD 5.3854685e-05
8,760 Zero-sided RDMA: Network-driven Data Shuffling for Disaggregated Heterogeneous Cloud DBMSs 2024 SIGMOD 5.2822161e-05
8,766 DDS: DPU-optimized Disaggregated Storage 2024 VLDB 5.2812955e-05
8,813 Deploying Computational Storage for HTAP DBMSs Takes More Than Just Computation Offloading 2023 VLDB 5.270772e-05
9,693 DPDPU: Data Processing with DPUs 2025 CIDR 5.1384473e-05
10,171 Exploiting Structure in Regular Expression Queries 2023 SIGMOD 5.0658661e-05
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