Data & Analytics Skill
Airflow DAG Patterns
Build production Apache Airflow DAGs with best practices for operators, sensors, testing, and…
$15
Grafana Dashboards
Create and manage production Grafana dashboards for real-time visualization of system and…
A production-grade methodology for designing Grafana dashboards that operators actually trust during an incident. It applies proven observability frameworks: RED for services, USE for resources, and the Four Golden Signals for SLOs, so every dashboard answers the right question at a glance instead of drowning on-call engineers in noise. The result is a hierarchy of information that surfaces status first, trends second, and debug detail only when you drill in.
$15 one-time
Add to a kit → Prices include 20% VAT. · Forged on real agency work · one-time, no lock-in
- Type Skill
- Category Data & Analytics
- Delivery Email · instant
- License One-time
Inside the run · no black box
See the actual work before you buy it.
Method comes before panels: RED for services, USE for infrastructure, Golden Signals for SLOs. Dashboards lay out by information hierarchy, alerts hold five minutes against noise, and everything ships as code in the repo.
- Picks the measurement method before drawing anything: RED (rate, errors, duration) for services, USE (utilization, saturation, errors) for infrastructure, Four Golden Signals for SLO dashboards. The top row of every dashboard is these panels, everything else builds on them.
- Lays out by information hierarchy: big stat panels on top for instant status, time series in the middle for trends, tables and heatmaps at the bottom for debug detail. Detail rows are collapsible and closed by default.
- Writes the PromQL targets per panel: request rate as sum(rate(http_requests_total[5m])), error percentage as the 5xx ratio, latency as histogram_quantile(0.95) over duration buckets.
- Adds template variables (namespace, service) so one dashboard serves every service, and wires drill-down links from the overview dashboard into service-specific ones.
- Attaches alert rules with discipline against noise: thresholds defined as deviation from baseline rather than fixed values, a minimum 'for: 5m' hold to filter transient spikes, and severity tiers that route to pager, Slack or log only.
- Ships dashboards as code: the JSON lives in the repo and deploys through provisioning config or Terraform, so no dashboard exists only as hand edits in the UI.
One power source. 6 lines out.
grafana-dashboards · core
core active · 6 lines
- ✓ build api monitoring das…
Build API monitoring dashboards with rate, error, and latency panels
- ✓ design slo dashboards with
Design SLO dashboards with error budget burn-down charts
- ✓ create infrastructure da…
Create infrastructure dashboards using the USE method
- ✓ stand up database dashbo…
Stand up database dashboards for query latency and replication lag
- ✓ configure dashboard vari…
Configure dashboard variables for dynamic namespace and service filtering
- ✓ provision dashboards as
Provision dashboards as code with Terraform or Ansible
Yours to keep.
Drag time forward. Watch what stays.
Forever
That's what owning means.
The rented stack
ai writing tool: subscription
expired · access lostanalytics suite: subscription
expired · access lostdesign platform: subscription
expired · access lost(nothing left)
Your forge
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Read system health in one glance instead of hunting across panels
license: perpetual -
Reduce alert fatigue with severity tiers and minimum-duration thresholds
license: perpetual -
Ship consistent, reusable dashboards instead of one-off clicks in the UI
license: perpetual -
Give on-call engineers the 'I know what to do' confidence runbooks provide
license: perpetual
subscriptions expire · deeds don't
Everything in the box.
Pick a piece up. Watch it work.
RED, USE, and Four Golden Signals frameworks mapped to concrete PromQL
6 parts · one working system · ships instantly by email
This wasn't forged for everyone.
- Not for you if you'd rather rent a tool than own one.
- Not for you if you want someone else to run your stack.
- Not for you if you're happy guessing.
For SRE and platform teams who want observability dashboards grounded in battle-tested frameworks rather than ad-hoc panels that add noise.
then this was forged for you.Works with
Universal by design: these run in any AI. Delivered in the open Agent Skills + MCP format (native in Claude); ChatGPT, Gemini, Cursor and Copilot adapt the same files their own way.
- Claude Native format
- ChatGPT Adapts via open standards
- Gemini Adapts via open standards
- Cursor Adapts via open standards
- Copilot Adapts via open standards
Catch what's on your mind.
the air is clear. nothing between you and the forge.
catch a spark: the forge will answer
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Our metrics live in Prometheus, do I need anything else?
No. The RED, USE, and Four Golden Signals frameworks come mapped to concrete PromQL, and the panel JSON is ready to adapt against a Prometheus datasource.
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Can't I just build dashboards by clicking around in the Grafana UI?
You can, but one-off clicks produce inconsistent dashboards nobody trusts during an incident. The difference here is the information hierarchy: status first, trends second, debug detail on drill-down, plus dashboards provisioned as code via Terraform or Ansible.
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Does it collect the metrics too?
No. This designs dashboards and alert rules on top of metrics you already have; exporters and instrumentation are an upstream layer it deliberately doesn't touch.
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How is it delivered?
By email right after purchase: ready to run, downloaded instantly, no setup wait.
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One-time or subscription?
A one-time purchase; no subscription or hidden fees. VAT (20%) is included.
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Can I get a refund?
As a digital product, it can’t be refunded once downloaded. That’s why we show exactly what’s inside and who it’s for, right here.