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Sheng Cheng

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Book Open access Aug 2026

From Nimitz to NetPila: The Evolution of Production-Scale Container Network

This paper describes two generations of production container networks deployed for over five years. Our first-generation network, Nimitz, used VxLAN for overlay-underlay mapping, providing flexibility and scalability from 2019-2022. However, with the rise of large-scale services (e.g., AI training and inference), Nimitz hit the C100K problem: beyond O(100K) containers, address mapping overhead and complex packet processing caused significant performance degradation. To overcome this, we built NetPila, a second-generation design that uses simple, practical IPv6 addressing to remove VxLAN encapsulation and overlay-underlay mapping tables. By embedding container addresses in the 128-bit IPv6 space, NetPila integrates the container network with the physical network, reducing packet-processing complexity and improving scalability. NetPila now supports millions of containers per tenant for production AI training and inference. We present the design, lessons, and deployment results of both generations.

Jiaqi Gao, Chao Qin, Sheng Cheng et al. · 0 citations