This is part one of Project Cinnte (KIN-TEH), an effort to look at some foundational questions in software reliability. Introduction Being professionally interested in questions of software reliability, we have often wondered whether or not we can find good models to help explain, characterise, or predict failure. The industry…
I've been reflecting recently on the journey from infra/SRE to product/service owner, and my lessons - expected and not - along the way. My initial anchor on product thinking was based on an effort Google had, originally called P2020, to do product development within SRE tailored to the…
[Cross-posted to https://www.stanza.systems/post/srecon-americas-2025] Those of us who do booth duty at a conference don’t often get a chance to attend many, if any, sessions. So my view on SRECon is necessarily limited by the fact that I spent more time talking…
The AI wave is passing over us: what of genuine value will be left behind? asks Niall Murphy As a long-time observer of the SRE/DevOps tooling market, I look at the tsunami of AI-powered and LLM-enabled currently engulfing our industry like most great wave observers would:…
This is a topic of intermediate complexity in SLOs. If you are coming to this cold, we recommend you read a few other pieces about SLOs first, then this will make a fair bit more sense to you. SLOs, as you may know, have a dual nature: they have both…
Recently we at Stanza have been exploring operational data, and it's been really exciting to bring techniques and ideas from other domains into our domain - production systems generally, traffic, alerting, cloud costs, etc. The thing we’ve been looking at most recently is a thing called Benford’s…
Software cannot be shown to be stable, and so it’s safer to assume it isn’t.…
What is graceful degradation? Graceful degradation is the idea that, when you can’t serve the user precisely what they wanted, instead of serving the user an error, you serve them some in-between thing. The details of this depend a lot on what exactly it is you’re trying…
