Individual skill
dataproduct-implement
Given an Entropy Data data product URL or id, fetch its data contracts (output port ODCS files written next to the SQL under models/output_ports/v<N>/, input port ODCS files cached next to their dbt source under models/input_ports/), translate the schema into dbt models, and ensure the project has the publishing layer (ODPS, OpenLineage, GitHub Actions). Trigger when the user asks to "implement the data product <url>", "build the dbt pipeline for this data product", or "scaffold dbt models from a data contract".
plugins/entropy-data/dataproduct-builder-dbt/skills/dataproduct-implement/SKILL.md
Source commit d780783eba4ecc7c8b9429f95c9362df95f07c61
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- Observed behavior
- Network or broad shell
- Last checked
- Nov 4, 2026
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- 1,532
- Repository last updated
- Nov 6, 2026
- License
- Apache-2.0
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# Implement a data product from its data contract
Turn an Entropy Data data product into a working dbt pipeline. The data contract (ODCS) is the source of truth for output schema; this skill reads it and writes the dbt artifacts that produce data matching the contract.
## When to use this vs. other skills
- **Empty directory, no dbt project yet** → run `dataproduct-bootstrap` first, then come back here.
- **Existing dbt project, need ODPS/ODCS/OpenLineage scaffolding only** → use `entropy-data-sync` instead.
- **Existing dbt project, want to derive models from a published data contract** → this skill.
## How to run this skill
> `${PLUGIN_ROOT}` below refers to the root of this plugin — the directory that contains `skills/`. On Claude Code it is set automatically as `${CLAUDE_PLUGIN_ROOT}` — use that. On any other agent (Codex, Copilot CLI, etc.) it is unset; resolve it as `../..` relative to **this `SKILL.md` file's directory** (i.e. the grandparent of `skills/<this-skill>/`).