HybridMesh: A Hardware-software Hybrid Approach for Accelerating Service Mesh Ingress

Myoungsung You, University of Seoul; Jaehyun Nam, Dankook University; Minjae Seo, ETRI; Taejune Park, Chonnam National University; Seungwon Shin, KAIST

Service meshes have become essential for enabling microservice communication in cloud environments. Despite their benefits, they impose significant network overhead. We identify the ingress gateway, a main entry point for external traffic, has emerged as a major performance bottleneck. This overhead stems from two key limitations of current ingress gateways: (1) CPU-intensive traffic analysis and (2) a complex packet forwarding path. Our analysis shows that these inefficiencies can reduce network throughput by up to 4× while substantially increasing CPU utilization. In response, we propose HybridMesh, a hardware-software hybrid ingress gateway that leverages a SmartNIC for high-performance traffic analysis and efficient traffic routing. This process is augmented by a lightweight CPU-side proxy that provides various traffic management features not suitable for SmartNIC execution. Evaluations show that HybridMesh outperforms existing ingress gateways, achieving a 4.4× increase in HTTP throughput. Furthermore, compared to software-only and hardware-only designs, our hybrid design delivers 2.3× higher cost-effectiveness and 2.8× better power-efficiency.

NSDI '26 Open Access Sponsored by
King Abdullah University of Science and Technology (KAUST)

Open Access Media

USENIX is committed to Open Access to the research presented at our events. Papers and proceedings are freely available to everyone once the event begins. Any video, audio, and/or slides that are posted after the event are also free and open to everyone. Support USENIX and our commitment to Open Access.

BibTeX
@inproceedings {316744,
author = {Myoungsung You and Jaehyun Nam and Minjae Seo and Taejune Park and Seungwon Shin},
title = {{HybridMesh}: A Hardware-software Hybrid Approach for Accelerating Service Mesh Ingress},
booktitle = {23rd USENIX Symposium on Networked Systems Design and Implementation (NSDI 26)},
year = {2026},
isbn = {978-1-939133-54-0},
address = {Renton, WA},
pages = {359--375},
url = {https://www.usenix.org/conference/nsdi26/presentation/you},
publisher = {USENIX Association},
month = may
}

Presentation Video