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Mega-KV: A Case for GPUs to Maximize the Throughput of In-Memory Key-Value Stores

Summary: Mega-KV: GPU-based in-memory key-value store designed to exploit GPU memory bandwidth, latency hiding, and massive data parallelism, addressing large working sets. On a commodity PC with two CPUs and two GPUs, Mega-KV delivers 160+ million K/V ops/sec, 1.4–2.8x faster than state-of-the-art CPU KV stores. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11001
Venue
VLDB
Year
2015
Pagerank
8.1760621e-05
Overall Rank
2,751 | 80.87%
DOI
-

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Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank Citing Paper Year Venue Pagerank
2,471 Morton Filters: Faster, Space-Efficient Cuckoo Filters via Biasing, Compression, and Decoupled Logical Sparsity 2018 VLDB 8.7320072e-05
2,824 BlueCache: A Scalable Distributed Flash-based Key-value Store 2017 VLDB 8.0589366e-05
3,465 GPL: A GPU-based Pipelined Query Processing Engine 2016 SIGMOD 7.0695873e-05
4,968 Efficient GPU-Accelerated Subgraph Matching 2023 SIGMOD 5.7956205e-05
5,048 Put an Elephant into a Fridge: Optimizing Cache Efficiency for In-memory Key-value Stores 2020 VLDB 5.7378052e-05
5,125 The Art of Balance: A RateupDBTM Experience of Building a CPU/GPU Hybrid Database Product 2021 VLDB 5.679423e-05
5,426 RTIndeX: Exploiting Hardware-Accelerated GPU Raytracing for Database Indexing 2023 VLDB 5.5096704e-05
6,285 Mixer: Efficiently Understanding and Retrieving Visual Content at Web-scale 2021 VLDB 5.1280578e-05
7,235 Catalyst: Optimizing Cache Management for Large In-memory Key-value Systems 2023 VLDB 4.7937267e-05
9,229 H-Rocks: CPU-GPU accelerated Heterogeneous RocksDB on Persistent Memory 2025 SIGMOD 4.3690661e-05
9,925 GPH: An Efficient and Effective Perfect Hashing Scheme for GPU Architectures 2025 SIGMOD 4.2543961e-05
10,405 Flux: Unifying Heterogeneous Infrastructure for Alibaba AnalyticDB 2025 SIGMOD 4.1945683e-05
10,863 Towards Sufficient GPU-accelerated Dynamic Graph Management: Survey and Experiment 2025 VLDB 4.1945683e-05
11,013 X-TED: Massive Parallelization of Tree Edit Distance 2024 VLDB 4.1945683e-05
11,126 High-Performance Spatial Data Analytics: Systematic R&D for Scale-Out and Scale-Up Solutions from the Past to Now 2024 VLDB 4.1945683e-05
11,418 Rearchitecting In-Memory Object Stores for Low Latency 2022 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 8 of 8 cited papers.

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

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