SRE Engineering

SRE Engineering

Reliability engineering, SLO definition, incident response frameworks, and observability stacks that keep you ahead of outages.

The problem

A fix that isn't verified against real production data isn't a fix — it's a hypothesis with a deploy timestamp. Plenty of "resolved" tickets are changes that looked right in code review and were never checked against what real users actually experienced afterward.

Without SLOs and real telemetry, teams find out about degraded reliability from angry users instead of from a dashboard — after the damage, not before it.

TekMage's approach

TekMage treats monitoring data as the actual source of truth about whether something is fixed — not the code diff. Every reliability or UX fix gets checked against real session and error data after deployment, and if the data says the problem persists, that's new information, not an inconvenience to explain away.

That habit caught a real bug in production: a UX fix that looked complete in code review but was proven incomplete by real session-recording data days later.

Read the full story of a bug that needed fixing twice — and was only caught the second time because of real user-behavior data, not assumptions — in the WizardsTower.com case study

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