Saturation: How Your Software Will Fail at Scale

QCon San Francisco 2026

Session Reliability

Saturation: How Your Software Will Fail at Scale

Monday Nov 16 / 02:45PM PST, Seacliff ABC at Hyatt Regency, San Francisco

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$2,995, Conference (3 days)
Current pricing ends November 10th

Abstract

Even in the ethereal world of software, everything has a limit. And, once that limit is reached, very bad things can happen. In this talk, we will explore the problem of saturation: when a software system runs into one of these limits. We'll see a sampling of the many different kinds of system overload, how our systems are always potentially at risk of saturation no matter how well designed they are, and what we can do to prepare for the day when a system in our charge has been pushed beyond what it can normally handle.

Interview

My session is about *saturation*, an extremely common failure mode in cloud-based software systems. If senior developers are more explicitly aware of saturation, they can design their systems to both identify when the risk of saturation is increasing, and more quickly recover when they encounter it. 

In the new age of LLM-driven-development, we're changing our systems more quickly. This has the effect of increasing the load on our software delivery tooling, which means we can expect saturation-related problems to increase with the volume of the changes.

Reliability work tends to focus on the prevention of incidents that occurred previously. A significant challenge is: how do I design my system so I can recover more quickly from an incident that hasn't happened before? 

Tooling that makes it easier for an operator to manually reduce load in different parts of their system during an incident.

The consistently high quality of the speakers, who all have deep technical experience.

Topics

Reliability Performance Resilience
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$2,995, Conference (3 days). Current pricing ends November 10th. All pass options.

76% senior dev or higher
1:11 speaker ratio
60+ practitioners

QCon San Francisco 2026 is a three day conference for senior software engineers, architects and team leads. An international program committee of working engineers selects every session. Patterns and practices, not products and pitches.

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Monday 16 November

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Current pricing ends November 10th
$2,995, Conference (3 days)

Register