SRE
Apply KISS to the configurations your responders must understand
Use operational state, visible defaults, and reversible transitions to evaluate complexity without discarding necessary capabilities.
Search articles
Search titles and article text.
How-To
Metrics for observability: choose the question before the chart
Counters, gauges, and distributions answer different questions. Build metrics that preserve scope, denominators, and the evidence behind an incident.
AIOps
Python logging for operations: record failure and preserve the exit status
Use Python logging to capture useful context without swallowing errors, duplicating exceptions, or exposing sensitive data.
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.
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.
How-To
Observability logs: preserve the events an investigation needs
Design logs around useful events, searchable context, and a collection path whose failures are visible.
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.
SRE
SRE runbook template: diagnosis, bounded action, and recovery
Download a Markdown runbook template and follow a database connection example that separates symptoms, mitigation decisions, and verified recovery.
How-To
Containers and orchestration: understand what the platform guarantees
Containers package processes; orchestration reconciles desired state. Reliability still depends on probes, capacity, dependencies, and application behavior.
SRE
Turn postmortem lessons into changes you can verify
Translate incident findings into funded changes with an owner, a test, and evidence that the relevant failure mode became less likely or less costly.