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7-9 October, 2026
Prague, Czechia
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Important Note: Timing of sessions and room locations are subject to change.

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Friday October 9, 2026 14:00 - 14:40 CEST
Uber runs about 4 million containers on over 150,000 hosts. Our fleet includes a mix of cgroupv1 and v2 hosts, multiple cloud providers, and multiple Linux kernel versions. Tracking container performance at this massive scale is a difficult engineering challenge, including the cost of storing them. We currently process 60 million data points every second to keep everything running smoothly.

We run Cadvisor and open-source Nvidia and AMD GPU metrics exporters to reliably and affordably collect and store these metrics. This infrastructure is vital for our real-time autoscaling, which ensures our services stay online. We also use these metrics to track memory usage and keep costs low for our AI workloads. Despite maintaining all the critical use cases, we have saved around $ 4 million compared to last year by changing how we collect and store data.

We will share how we use these metrics to detect and prevent system failures before they affect users. Attendees will learn practical patterns for operating container metrics at scale. We will also discuss the hard lessons we learned while building a reliable metrics system for a complex global fleet.
Speakers
avatar for Sambhav Jain

Sambhav Jain

Software Engineer, Uber
Sambhav Jain currently works as a Software Engineer at Uber on the container runtime team. Primarily working on container resource metrics and distributed container registry systems at Uber.
Before Uber, Sambhav worked at Cockroach Labs in the Database Performance team and at Confluent in the Kafka Connect team... Read More →
avatar for Digvijay Singh Shekhawat

Digvijay Singh Shekhawat

Software Engineer, Uber
I've always loved solving problems. As a kid, that passion started with mathematics, which led me to competitive programming and eventually computer science.

At Uber, I was one of the founding engineers on the AI Solutions team, helping build Uber's new gig platform from the gr... Read More →
Friday October 9, 2026 14:00 - 14:40 CEST
Small Hall (Floor 0)
  Cloud & Orchestration
  • Audience Experience Level Any

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