AIOps
Ethical leadership in AIOps starts with operational decisions
Make AI-assisted routing and remediation accountable through visible evidence, meaningful overrides, and review of who bears the errors.
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AIOps
AIOps Automated Remediation: A Practical SRE Workflow
Connect AI-assisted diagnosis to bounded runbooks, explicit approval gates, and independent recovery checks. Start with a practical SRE rollout checklist.
AIOps
Collect and aggregate operational data with Python
Validate the source data, preserve useful denominators, and distinguish a failed collection from a real zero before aggregating metrics.
AIOps
Build an AIOps business case around one operational bottleneck
Connect an AIOps investment to a measurable workflow, its full operating cost, and the evidence needed to expand or stop the trial.
How-To
Design an on-call rotation people can actually support
Define coverage, escalation, training, and recovery time before assigning the calendar. Review workload as well as shift counts.
Leadership & Culture
Protecting time off means changing the SRE workload
Protect time away through explicit coverage, recovery policies, and realistic planning instead of relying on individual boundary-setting alone.
Leadership & Culture
On-call overload: respond to the workload before it becomes normal
Use interruption patterns and responder feedback to change paging, coverage, and recovery expectations when on-call work becomes unsustainable.
Leadership & Culture
The reliability decisions an SRE leader must make
Give teams clear service ownership, decision authority, and capacity to act on reliability evidence before the next incident.
SRE
Service level objectives: define the experience you intend to protect
Choose an SLI, target, and evaluation window that reflect user experience, then agree on the decisions an SLO result will change.
SRE
SRE feedback loops: check whether the signal still means the same thing
Connect telemetry, customer reports, decisions, and verification so improvements in a dashboard reflect improvements in the service.
SRE
Error budgets: calculate the allowance and agree how to use it
An error budget translates an SLO into an allowed amount of bad service. Its value comes from the decisions attached to consumption and burn rate.