Step‑by‑Step Guide: Setting Up Grafana Dashboards for Multi‑Tenant Billing Metrics with OpenClaw Rating API Edge

Introduction

In modern SaaS environments, billing transparency is as critical as application performance. By pulling data from the OpenClaw Rating API Edge into Grafana, you gain a single pane of glass for every tenant’s consumption, invoice status, and payment health. This guide walks you through the end‑to‑end setup, from data source configuration to Stripe reconciliation, with practical screenshots and best‑practice tips for production‑grade monitoring.

Prerequisites

• Access to the OpenClaw Rating API Edge (API token and endpoint URL).
• A running Grafana instance (self‑hosted or managed).
• Stripe account with the Stripe integration guide at hand.
• Basic familiarity with Grafana query language (PromQL, Loki, or direct HTTP JSON).

1. Setting up OpenClaw Rating API data source in Grafana

Create an API token

Log into the OpenClaw portal, navigate to API Tokens, and generate a token with read:billing scope. Copy the token; you’ll need it in the next step.

Configure an HTTP JSON datasource

1. In Grafana, go to Configuration > Data Sources and click Add data source.
2. Select JSON API (or install the plugin if missing).
3. Enter the OpenClaw endpoint, e.g., https://api.openclaw.io/v1/billing.
4. Under Authentication, choose Bearer Token and paste the token from step 1.
5. Save & test – you should see a 200 OK response with a JSON payload.

Validate the data schema

Use Grafana’s Explore view to run a simple query:

GET /metrics?tenant_id=demo

The response should contain fields such as tenant_id, usage_seconds, cost_usd, and invoice_status. These become the building blocks for your dashboards.

2. Building multi‑tenant billing dashboards

Data model overview

Each tenant’s billing record is a JSON object:

{
  "tenant_id": "acme-corp",
  "period_start": "2024-01-01",
  "period_end": "2024-01-31",
  "usage_seconds": 452300,
  "cost_usd": 123.45,
  "invoice_status": "paid"
}

Query examples

• Total cost per tenant (last 30 days):

  SELECT tenant_id, SUM(cost_usd) AS total_cost
  FROM billing
  WHERE period_end > now() - interval '30 days'
  GROUP BY tenant_id
  ORDER BY total_cost DESC

• Invoice status breakdown:

  SELECT invoice_status, COUNT(*) AS count
  FROM billing
  GROUP BY invoice_status

Panel configurations

Create a new dashboard and add panels:

1. Bar chart – Total cost per tenant. Use the query above, set Display → Bar chart, and enable Legend → Tenant ID.
2. Pie chart – Invoice status distribution. Map invoice_status to slice values.
3. Time series – Daily usage per tenant. Query SUM(usage_seconds) GROUP BY time_bucket('1d', period_end).

Screenshot placeholders

Insert real screenshots where indicated:

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3. Linking Stripe data for payment reconciliation

Stripe stores payment events that can be joined with OpenClaw billing records on invoice_id. Follow the official Stripe integration guide to export charges and invoices into a PostgreSQL table or a separate JSON endpoint.

In Grafana, add a second datasource pointing at your Stripe export. Then create a mixed panel that overlays OpenClaw cost with Stripe payment status. This visual cross‑check instantly highlights mismatches (e.g., unpaid invoices).

4. Best practices and troubleshooting

Performance tips

• Cache OpenClaw responses for 5 minutes using Grafana’s Cache TTL to reduce API load.
• Enable Query reduction on large tenant sets – aggregate on the server side before returning JSON.
• Use Grafana alerts to trigger Slack or email when invoice_status = 'unpaid' exceeds a threshold.

Common errors

Security considerations

Store the bearer token in Grafana’s Secure JSON Data section. Restrict datasource access to the Billing team role only.

Conclusion

By integrating the OpenClaw Rating API Edge with Grafana and cross‑referencing Stripe payment data, senior engineers gain a real‑time, multi‑tenant view of revenue health. The dashboards built with the steps above are fully extensible—add more panels, set alerts, or embed them in internal portals for stakeholders.

Ready to accelerate your SaaS billing observability? Explore the broader UBOS homepage for a complete AI‑driven platform, or dive into the UBOS templates for quick start that include pre‑built Grafana panels.

Further reading

• AI marketing agents – how automated insights can enrich billing reports.
• Workflow automation studio – orchestrate nightly data pulls from OpenClaw.
• Enterprise AI platform by UBOS – scale observability across thousands of tenants.
• UBOS pricing plans – choose a tier that includes dedicated Grafana hosting.
• UBOS portfolio examples – see real‑world implementations of billing dashboards.
• AI SEO Analyzer – optimize your own documentation for search.
• AI Article Copywriter – generate release notes for new dashboard features.
• AI Video Generator – create walkthrough videos for onboarding.
• AI Chatbot template – add a help‑bot to your Grafana portal.
• GPT-Powered Telegram Bot – push alert notifications to Slack or Teams.