Guides
Real stories from the operations floor, technical deep dives into Sentinel AI, and honest perspectives on where autonomous operations is heading.
- ProductTwo Thousand Connectors, and What That Number CountsEvery vendor quotes a connector count and almost none says what it is a count of. Here is ours, broken down, including the part that ...Read the announcement →
- ProductInside Sherlock: How We Verify a Fix Actually HeldA closure task is a set of independent mechanical checks with criteria written before the action ran. There is deliberately no model ...Read the announcement →
- ProductIntroducing Agent Studio: Certified Before They ShipMost agent platforms end at deployment. The interesting problems all start there: which version is live, what did it actually do, and ...Read the announcement →
- ProductIntroducing the SRE Agent, Which Is Not a ProductIt has a name because people needed something to call it. It is not a new component, not a new licence, and not a fourth thing to ...Read the announcement →
- IntegrationWhen Splunk Detects a Pattern Nobody Has Time to InvestigateYour correlation searches are working. That is the problem. Detection capacity has outrun investigation capacity, and the queue is where ...Read the walkthrough →
- IntegrationWhen PagerDuty Pages Someone Who Cannot Fix It AloneThe escalation policy worked. The right rota was paged inside thirty seconds. The person who answered still could not resolve it, and ...Read the walkthrough →
- IntegrationWhen ServiceNow Opens a P1 and Nobody Knows Who Owns ItThe assignment group was populated before a human read the ticket. It was still wrong. What ServiceNow records perfectly is not the ...Read the walkthrough →
- IntegrationWhen Datadog Raises a Monitor AlertA Datadog monitor tells you a threshold was crossed. It cannot tell you why, what else is affected, or whether the fix is safe. Here is ...Read the guide →
- IntegrationWhen a Prometheus Alert Fires at 3amAlertmanager routed it correctly and the rule was well written. An engineer still spends twenty minutes rebuilding context the cluster ...Read the guide →
- GuideWhat Is AIOps?The complete guide to Artificial Intelligence for IT Operations: what it is, how it works, and the difference between detect-and-alert and autonomous AIOps.Read the guide →
- GuideWhat Is Agentic AIOps?Autonomous AI agents in operations, explained, and the difference between agentic assistance and agentic resolution.Read the guide →
- GuideWhat Is Autonomous Remediation?How autonomous remediation differs from runbook automation, and why validation and governance are the hard parts.Read the guide →
- GuideWhat Is a NOC?What a Network Operations Center does, how it is tiered, the alert-fatigue problem, and how automation is reshaping it.Read the guide →
- GuideWhat Is BSS in Telecom?Business Support Systems explained: billing, CRM, order and revenue management, and how BSS relates to OSS.Read the guide →
- GuideWhat Is OSS/BSS?The two halves of a telecom operator's software backbone, one runs the network, the other runs the business.Read the guide →
- GuideWhat Is Data Ops?Operating data pipelines reliably: how Data Ops differs from data observability, and where autonomous remediation fits.Read the guide →
- GuideWhat Is Fin Ops?Cloud financial operations explained: the crawl-walk-run phases, and the difference between visibility and governed optimization.Read the guide →
- GuideWhat Is MLOps?Operating machine learning models in production, and how MLOps extends into LLMOps and Agent Ops.Read the guide →
- GuideWhat Is Agent Ops?The operations discipline for AI agents in production, and how it differs from MLOps.Read the guide →
- GuideWhat Is DevSec Ops?How security shifts left into the delivery pipeline, the core practices, and where governance fits.Read the guide →
- GuideWhat Is Process Mining?How process mining reconstructs real business processes from event logs, and how live process operations extend it.Read the guide →
- GuideWhat Is SIEM and SOAR?SIEM and SOAR explained, how they work together, and how the SOC is shifting toward agentic response.Read the guide →
- GuideWhat Is Infra Ops?What infrastructure operations covers, from compute, network and storage health to capacity and autoscaling, and where autonomous remediation fits.Read the guide →
- GuideWhat Is Service Ops?End-to-end service observability from user request to database query, and how autonomous service resolution works.Read the guide →
- GuideWhat Is Managed Ops (AMS)?Running the managed application estate with blast-radius impact, service-to-process mapping and SLA governance.Read the guide →
- GuideObservability vs AIOps: The DifferenceHow observability and AIOps differ, how they work together, and why one shows you what is happening while the other acts.Read the guide →
- GuideWhat Is a MOP (Method of Procedure)?What a Method of Procedure is, and how MOPs are executed autonomously with pre-checks, rollback and validation.Read the guide →
- GuideWhat Is Root Cause Analysis (RCA)?What RCA is, correlation versus causal analysis, and how autonomous RCA feeds resolution.Read the guide →
- GuideWhat Is Governed Automation?Why autonomy needs reversibility, audit and approval gates, and how the Action Ticket model works.Read the guide →
- GuideWhat Is Anomaly Detection in AIOps?How AIOps finds unusual patterns in operational data, and how detection feeds autonomous resolution.Read the guide →
- GuideWhat Is Event Correlation?How AIOps groups thousands of related alerts into a handful of incidents, and what comes after correlation.Read the guide →
- GuideWhat Is Incident Management?The incident lifecycle from detection to postmortem, key metrics like MTTR, and how autonomy reshapes it.Read the guide →
- GuideWhat Is SRE?What Site Reliability Engineering is, SLOs and error budgets, and how autonomy reduces reliability workload.Read the guide →
- GuideWhat Is Predictive AIOps?How AI forecasts incidents before they happen, and how prediction connects to autonomous prevention.Read the guide →
- GuideWhat Is Cloud Cost Anomaly Detection?How it catches unexpected spend spikes before the invoice, and how it connects to remediation.Read the guide →
- GuideWhat Is Model Drift?Why ML models degrade in production, data drift versus concept drift, and how to detect and respond.Read the guide →
- SecurityAutonomous Operations in Air-Gapped EnvironmentsRegulated and sovereign teams cannot send telemetry to a vendor cloud. How autonomous AIOps runs fully on-prem and air-gapped, with the model inside your perimeter.Read the post →
- GuideFluent Bit vs OpenTelemetry Collector: Which and WhenBoth collect and ship telemetry, but they were built for different jobs. Here is how Fluent Bit and the OpenTelemetry Collector compare, and when t...Read the guide →
- GuidePrometheus vs OpenTelemetry: Which and WhenThese two get compared constantly, but they solve overlapping, not identical, problems. Here is how Prometheus and OpenTelemetry relate, and how to...Read the guide →
- GuideHow to Migrate from Datadog to OpenTelemetry-Native ObservabilityMigrating from Datadog to OpenTelemetry-native observability means re-instrumenting your services with OpenTelemetry instead of the proprietary Dat...Read the guide →
- GuideHow to Migrate from the Elastic / ELK StackMigrating from the Elastic/ELK Stack means moving your logs, and often metrics and APM, off Elasticsearch, Logstash and Kibana to a new platform, u...Read the guide →
- GuideHow to Migrate Dashboards to a New Observability PlatformMigrating dashboards means recreating your monitoring dashboards and alerts on a new observability platform faithfully enough that teams keep the v...Read the guide →