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Blog

Stories, guides, and lessons from the world of observability

Last9 Named a Gartner® Cool Vendor in AI for SRE and Observability

Last9 Named a Gartner® Cool Vendor in AI for SRE and Observability

Gartner recognizes Last9 in their latest Cool Vendor report for unified telemetry and agentic SDK—moving teams from reactive monitoring to proactive ops.

Nishant Modak

Nishant Modak

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An isometric line drawing of four connected units in a diagonal chain. Lime ripples leave the first unit, a dashed lime path hops from unit to unit, and the last unit is lit lime

Automated Alert Triage: Route Alerts to the Root-Cause Team

Rule-based routing pages the service that errored. Build a small triage service that reads the alert webhook, finds the origin span in your traces and pages the team that owns it.

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Last9

Last9

An isometric line drawing of four devices, an analog meter, a reel-to-reel deck, a stack of staggered slabs and a tall card with rows of fields, wired by cables into one mechanical counter whose screen glows lime, standing for metrics, logs, trace spans and wide events adding up to one bill

Wide Events vs Metrics, Logs and Traces: What Observability 2.0 Costs

Wide events move observability cost instead of removing it. See what each signal is billed in, which question each answers cheapest, and how to size spend against cloud spend.

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Sejal Pandey

Sejal Pandey

Isometric line drawing of a server rack and a CRT console showing the Last9 mark and redacted log lines, inside one dashed cloud account boundary and joined by a cable with a lime padlock

Data Residency in Observability: A Security Review for Your Own Cloud

A data residency security review for observability in your own cloud account: vendor access, connection direction, PII redaction and egress, with what Last9 documents.

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Last9

Last9

Isometric line drawing of a tape recorder for logs, an oscilloscope with a glowing lime waveform and the Last9 mark for traces, and an analog meter for metrics, joined by two cables labelled trace_id and service.name

Correlating Logs, Traces and Metrics to Find Root Cause

Correlate logs, traces and metrics with trace_id, span_id, exemplars and shared resource attributes, then pivot from an alert to the root cause.

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Last9

Last9

A safe, a switchboard and a stack of crates marked with the Vault, Consul and Nomad logos, each cabled to one meter with a glowing lime gauge, standing for one place to watch the HashiCorp stack

Vault, Consul and Nomad Monitoring: Key Metrics and Setup

How to monitor HashiCorp Vault, Consul and Nomad with Prometheus: telemetry config, scrape setup, auth, and the key metrics and thresholds to alert on.

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Sejal Pandey

Sejal Pandey

Istio, Linkerd and Envoy pods with sidecar proxies cabled together and to a meter

Service Mesh Observability: Istio, Linkerd and Envoy Metrics

Service mesh observability guide: the metrics Istio, Linkerd and Envoy proxies emit, what ambient mode changes, and why tracing still needs app changes.

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Sejal Pandey

Sejal Pandey

Isometric line drawing of a conveyor belt carrying package cubes through three gate frames marked with the GitHub Actions, Jenkins and Argo logos, the middle gate's lamp glowing lime, with a cable from the end of the belt to a monitor whose lime screen shows stacked timeline bars

CI/CD Pipeline Observability: GitHub Actions, Jenkins and ArgoCD

CI/CD observability guide: the OpenTelemetry CI/CD conventions, tracing GitHub Actions and Jenkins runs, queue time, failure vs error, and deploy markers.

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Sejal Pandey

Sejal Pandey

A switchboard patched into three tool units, with the middle unit's lamp glowing lime

MCP Server Monitoring: Tracing Tool Calls with OpenTelemetry

MCP server monitoring guide: spans, metrics and logs to record for tool calls, why failed tools look healthy, and how to trace requests from client to server.

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Sejal Pandey

Sejal Pandey

A handheld meter probing the outside of a sealed box marked with the Prometheus logo

Prometheus Blackbox Exporter: Setup, Probes and Alerts

Set up the Prometheus Blackbox Exporter: install it, write HTTP, TCP, DNS and ICMP modules, relabel scrape targets, and alert on probe_success and SSL expiry.

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Sejal Pandey

Sejal Pandey