A Grafana-first analytical companion that bridges the gap between raw data and actionable business insights for product and operations teams.
Install & Download
1. ClawHub CLI
The fastest way to install a skill directly from the registry.
npx clawhub@latest install data-analyst-partner
2. Manual Installation
Copy the skill folder to one of these locations
~/.openclaw/skills/ <project>/skills/ Priority: Workspace > Local > Bundled
3. Prompt Installation
Copy this prompt to OpenClaw to install it automatically.
Help me install data-analyst-partner using Clawhub. If Clawhub is not installed, install it first (npm i -g clawhub).
Prefer to download?
Get the raw skill files in a ZIP archive.
What is Data Analyst Partner?
The Data Analyst Partner is a specialized Openclaw Skills implementation designed to act as a bridge between complex data infrastructures and non-technical stakeholders. It prioritizes a Grafana-first approach, ensuring that all data interpretations remain consistent with the team's existing single source of truth before escalating to direct ClickHouse SQL queries.
By functioning as a virtual member of an app team, this skill handles everything from clarifying metric definitions (like DAU logic) to performing complex dimension splits across platforms and versions. It transforms raw numbers into structured, analyst-grade responses that emphasize conclusions, evidence, and actionable next steps.
Data Analyst Partner Use Cases
- Interpreting existing Grafana dashboard trends and anomalies for product managers.
- Performing ad-hoc dimension splits (e.g., iOS vs. Android) on existing data panels.
- Investigating root causes for metric fluctuations using SQL-backed follow-ups.
- Drafting automated, action-oriented daily data reports for stakeholders.
- Clarifying and documenting requirements for new dashboard implementations.
How Data Analyst Partner Works
- Identify the Request: The skill classifies the user ask into interpretation, split, new query, or new dashboard categories.
- Grafana Discovery: It utilizes the Grafana read-only skill to locate relevant dashboards, inspect panels, and check variable definitions.
- Smart Escalation: If existing panels are insufficient, it progresses to Grafana datasource queries or direct ClickHouse SQL only when necessary.
- Analytical Synthesis: It processes the retrieved data to form a conclusion supported by specific evidence and source paths.
- Structured Delivery: The response is formatted into a compact template covering conclusion, evidence, observations, and caveats.
Data Analyst Partner Setup
To integrate this analytics partner into your workflow, ensure your Openclaw Skills environment has access to your Grafana instance.
# Install the data-analyst-partner skill
openclaw install data-analyst-partner
# Configure Grafana read-only access
openclaw configure grafana --read-only
Data Analyst Partner Data Schema & Taxonomy
The skill organizes its analytical workflow based on the following taxonomy:
| Level | Data Source Path | Purpose |
|---|---|---|
| Priority 1 | Existing Dashboard | Aligns with existing team definitions and visual truth. |
| Priority 2 | Datasource Query | Reruns panel queries with modified variables or time ranges. |
| Priority 3 | Direct ClickHouse | Executes custom SQL for deep-dive analysis not present in UI. |
Metadata Dimensions Supported: Platform, App Version, Channel, Region/Language, Content Type, and Subscription State.
Data Analyst Partner Advanced Features
- Multi-step Dashboard Confirmation Flow: Prevents dashboard bloat by requiring 8-point validation before proposing new structures.
- Automated Daily Reporting: Generates concise reports covering traffic, conversion, revenue, and anomalies.
- Quality Assurance Guardrails: Built-in rules to distinguish correlation from causation and prevent premature SQL switching.
- Reference Integration: Dynamically pulls from
dashboard-confirmation.mdanddaily-report-template.mdfor standardized outputs.
SKILL.md
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