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Metabase data engineering: from raw tables to dashboards v1.0.0

Use this resource to explore raw data, model a semantic layer and verify numbers in Metabase

New

  • 366 downloads
  • 239 likes
  • 117 saves

Free

Install with the CLI

In a terminal, from the folder you want:

npx --yes palatekit@latest install metabase-data-engineering-workflow

With no option, the skill goes to ~/.agents/skills/; add --agent claude-code (or codex, cursor…) to target an agent.

First time: connect the CLI with

npx --yes palatekit@latest login

The agent acts as a data engineer in Metabase: it loads the playbook that matches the request, explores and profiles raw tables, builds clean tables as tested transforms, then the semantic layer (models, metrics, segments) and dashboards. It also reconciles numbers against a reference.

Mostly picked by

Updated November 2, 2026

Card for the “Metabase data engineering: from raw tables to dashboards” skill

Details

Works in
Install guides
Generates with
Your agent's model
Licence
MIT

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What you get

  • README.md : overview and how to choose a playbook
  • playbooks/build-semantic-layer.md : building the semantic layer

Good fit for

  • A Metabase figure does not match the finance figure
  • You want to turn a raw schema into a usable model

Not for

    Tags

    • metabase
    • data
    • semantic layer
    • transforms
    • reconciliation

    About

    You say

    “Model this raw orders schema and officially define MRR in Metabase.”

    Card for the “Metabase data engineering: from raw tables to dashboards” skill

    Skill published by metabase under the MIT license, delivered in its original version.

    Show more

    How to use it

    1. Install the skill in your agent's skills folder
    2. Ask your agent to explore raw data, model a semantic layer and verify numbers in Metabase
    3. Review and adjust the result

    Content preview

    Files

    • LICENSE1.1 KB
    • NOTICE-PALATEKIT.md0.5 KB
    • playbooks/answer-a-question.md5 KB
    • playbooks/build-clean-tables.md9.8 KB
    • playbooks/build-dashboards.md9 KB
    • playbooks/build-semantic-layer.md6.8 KB
    • playbooks/explore-raw-data.md5.7 KB
    • playbooks/extract-business-logic.md5.2 KB
    • playbooks/validate-and-reconcile.md6.7 KB
    • README.md2.9 KB
    • references/collaboration-contract.md11.6 KB
    • references/dashboard-content-design.md6.9 KB
    • references/data-apps.md9.3 KB
    • references/data-quality-checks.md7.3 KB
    • references/diagnose-number-disagreements.md5.1 KB
    • references/domains/event-and-registration-data.md7.1 KB
    • references/domains/product-usage-events.md4.6 KB
    • references/domains/subscription-revenue.md9.6 KB
    • references/entities-and-time.md8 KB
    • references/extraction-and-gap-report.md4.9 KB
    • references/layering-and-naming.md8.9 KB
    • references/modeling-decisions.md8.6 KB
    • references/profiling-catalog.md5.9 KB
    • references/reconciliation.md7.1 KB
    • references/remote-sync.md7.3 KB
    • references/semantic-layer-design.md9.2 KB
    • references/staging-rules.md7.1 KB
    • references/state.md5.7 KB
    • references/transform-tests.md16 KB
    • SKILL.md14.3 KB

    Origin and licence

    Listed unmodified

    Author
    metabase
    Source
    github.com/metabase/agent-skills/tree/445e938b84e4fbb217241d854008dcb4cdd0c605/skills/metabase-rde/v1
    Licence
    MIT

    Notice

    « metabase-rde » (metabase, MIT) livré dans sa version d'origine : fiche en français et en anglais par PalateKit.

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