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In the last decade, key-value data storage systems have gained significantly more interest from academia and industry. These systems face numerous challenges concerning storage space- and read optimization. There exists a large potential…

Databases · Computer Science 2020-04-07 Martin Weise

Key-value stores are a fundamental class of NoSQL databases that offer a simple yet powerful model for data storage and retrieval, representing information as pairs of unique keys and associated values. Their minimal structure enables…

Databases · Computer Science 2025-11-13 Zonglin Guo , Tony Givargis

Key-value store is a popular type of cloud computing applications. The performance of key-value store applications have been shown to be very sensitive to load within the data center, and in particular to latency. As load within data center…

Hardware Architecture · Computer Science 2018-05-30 Yuta Tokusashi , Hiroki Matsutani , Noa Zilberman

When key-value (KV) stores use SSDs for storing a large number of items, oftentimes they also require large in-memory data structures including indices and caches to be traversed to reduce IOs. This paper considers offloading most of such…

Modern large-scale services such as search engines, messaging platforms, and serverless functions, rely on key-value (KV) stores to maintain high performance at scale. When such services are deployed in constrained memory environments, they…

Databases · Computer Science 2025-08-07 Konstantinos Kanellis , Badrish Chandramouli , Ted Hart , Shivaram Venkataraman

With the current rate of data growth, processing needs are becoming difficult to fulfill due to CPU power and energy limitations. Data serving systems and especially persistent key-value stores have become a substantial part of data…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-09-01 Stella Mikrou , Anastasios Papagiannis , Giorgos Saloustros , Manolis Marazakis , Angelos Bilas

As its price per bit drops, SSD is increasingly becoming the default storage medium for cloud application databases. However, it has not become the preferred storage medium for key-value caches, even though SSD offers more than 10x lower…

Operating Systems · Computer Science 2017-02-10 Assaf Eisenman , Asaf Cidon , Evgenya Pergament , Or Haimovich , Ryan Stutsman , Mohammad Alizadeh , Sachin Katti

Key-Value cache (\texttt{KV} \texttt{cache}) compression has emerged as a promising technique to optimize Large Language Model (LLM) serving. It primarily decreases the memory consumption of \texttt{KV} \texttt{cache} to reduce the…

Machine Learning · Computer Science 2025-04-01 Wei Gao , Xinyu Zhou , Peng Sun , Tianwei Zhang , Yonggang Wen

Over the past years, there has been an increasing number of key-value (KV) store designs, each optimizing for a different set of requirements. Furthermore, with the advancements of storage technology the design space of KV stores has become…

Distributed, Parallel, and Cluster Computing · Computer Science 2020-03-03 Nikos Batsaras , Giorgos Saloustros , Anastasios Papagiannis , Panagiota Fatourou , Angelos Bilas

With the ever-increasing amount of data generate in the world, estimated to reach over 200 Zettabytes by 2025, pressure on efficient data storage systems is intensifying. The shift from HDD to flash-based SSD provides one of the most…

Operating Systems · Computer Science 2023-07-25 Nick Tehrany , Krijn Doekemeijer , Animesh Trivedi

In-memory key-value datastores have become indispensable building blocks of modern cloud-native infrastructures, yet their evolution faces scalability, compatibility, and sustainability constraints. The current literature lacks an…

Distributed, Parallel, and Cluster Computing · Computer Science 2026-03-10 Carl-Johan Fauvelle Munck af Rosensch"old , Feras M. Awaysheh , Ahmad Awad

Persistent key-value (KV) stores mostly build on the Log-Structured Merge (LSM) tree for high write performance, yet the LSM-tree suffers from the inherently high I/O amplification. KV separation mitigates I/O amplification by storing only…

Databases · Computer Science 2019-06-18 Yongkun Li , Helen H. W. Chan , Patrick P. C. Lee , Yinlong Xu

Persistent key-value (KV) stores are critical infrastructure for data-intensive applications. Leveraging high-performance Non-Volatile Memory (NVM) to enhance KV stores has gained traction. However, previous work has primarily focused on…

Databases · Computer Science 2025-06-02 Zhen Liu , Wenzhe Zhu , Yongkun Li , Yinlong Xu

Cloud key-value (KV) stores provide businesses with a cost-effective and adaptive alternative to traditional on-premise data management solutions. KV stores frequently consist of heterogeneous clusters, characterized by varying hardware…

Databases · Computer Science 2024-07-30 Alireza Heidari , Amirhossein Ahmadi , Zefeng Zhi , Wei Zhang

Maintaining multiple versions of data is popular in key-value stores since it increases concurrency and improves performance. However, designing a multi-version key-value store entails several challenges, such as additional capacity for…

Databases · Computer Science 2019-12-03 Pulkit A. Misra , Jeffrey S. Chase , Johannes Gehrke , Alvin R. Lebeck

Large language models (LLMs) have demonstrated exceptional capabilities in generating text, images, and video content. However, as context length grows, the computational cost of attention increases quadratically with the number of tokens,…

Computation and Language · Computer Science 2025-04-23 Neusha Javidnia , Bita Darvish Rouhani , Farinaz Koushanfar

The increasing adoption of large language models (LLMs) with extended context windows necessitates efficient Key-Value Cache (KVC) management to optimize inference performance. Inference workloads like Retrieval-Augmented Generation (RAG)…

Emerging Technologies · Computer Science 2025-05-29 Yue Zhu , Hao Yu , Chen Wang , Zhuoran Liu , Eun Kyung Lee

As a core component in modern data centers, key-value cache provides high-throughput and low-latency services for high-speed data processing. The effectiveness of a key-value cache relies on its ability of accommodating the needed data.…

Databases · Computer Science 2024-12-13 Rui Xie , Linsen Ma , Alex Zhong , Feng Chen , Tong Zhang

Key-Value Stores (KVSs) are No-SQL databases that store data as key-value pairs and have gained popularity due to their simplicity, scalability, and fast retrieval capabilities. However, storing sensitive data in KVSs requires strong…

Cryptography and Security · Computer Science 2025-01-07 Aghiles Ait Messaoud , Sonia Ben Mokhtar , Anthony Simonet-Boulogne

In the ongoing discourse surrounding integrating QKD networks as a service for critical infrastructures, key storage design often receives insufficient attention. Nonetheless, it bears crucial significance as it profoundly impacts the…

Cryptography and Security · Computer Science 2024-08-09 Emir Dervisevic , Amina Tankovic , Enio Kaljic , Miroslav Voznak , Miralem Mehic
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