Recipes

airflow

Blank Apache Airflow project

Govern your orchestration estate from your own REST API exports: no credentials, ever.

airflow

CI Drift Gate for Airflow

Catch pipeline drift before it ships.

airflow

Cross-DAG lineage map

Chain lineage through shared assets: producer DAG to asset to consumer DAG.

airflow

First governed Airflow import

Zero to first audit: your DAG estate governed from one API response.

cbioportal

Clinical attribute registry

One governed dictionary for every study, because 24 spellings of radiation therapy is not a vocabulary.

cbioportal

Consortium conformance loop

Retire the curation checklist: a drift loop for every study in the portfolio.

cbioportal

Staging-file preflight

Start valid instead of fixing invalid: headers minted from governed meaning.

cbioportal

Study-update gate

Republishing a study shouldn't silently change what its attributes mean.

cbioportal

cBioPortal governed baseline

The study's clinical schema, governed, headers only, so no patient data ever leaves your site.

converter

Author an ODCS v3 Data Contract

From governed model to Bitol Open Data Contract Standard, no retyping.

converter

Blank conversion project

A neutral hub between schema formats: start empty or seed it with a schema.

converter

JSON Schema to SQL DDL

From the JSON world's common tongue to CREATE TABLE, in your dialect.

converter

LinkML to Synapse Registered Schema

The LinkML-to-Synapse toolchain every DCC currently hand-builds, with the subset losses declared.

converter

Protobuf to Avro

Move a contract across the registry triad without retyping it.

converter

Semantic Model for dbt (Apache Ossie JSON)

Export your governed meaning as osi-json: the serialization dbt ingests.

converter

Synapse schema migration

schematic sunsets at the end of 2026. Migrate your data model with a fidelity report, not a rewrite.

dbt · held

A contract for the consumers dbt can't see

Model contracts stop at the dbt boundary. Your reverse-ETL job, your ML pipeline and the team next door have nothing.

dbt · ga

Give your agent the governed meaning of status

An LLM writing SQL against your warehouse has three bad options: guess from the column name, read the SQL, or ask a human. Give it a fourth.

dbt

Jaffle Shop, worked: what orders.status means

dbt Labs' sample project, with its five-value status column annotated so an agent looks it up instead of guessing. Every field is on the page.

dbt · ga

One enum, every model

Two files test the same column with different accepted_values. Both pass. Find the one that drifted.

dbt · early-access

Publish governed meaning into dbt

Meaning has nowhere to live in dbt. Govern it once, and let it reach the warehouse column comment.

dbt · early-access

The PR your dbt CI passes

Delete an accepted_values test and CI goes green, because the test is gone. Nothing compares the PR to what you agreed.

dbt · early-access

What breaks if I rename this?

dbt lineage tells you which models depend on this one. It cannot tell you who outside dbt is relying on this column.

dbt · ga

Who decides what this column means?

41% of analytics teams say data ownership is ambiguous. dbt can tell you who owns a model. Nobody owns a definition.

dbt · ga

dbt project

Bring a dbt estate under governance, the baseline the publication contract builds on.

glue

Blank Glue project

A preconfigured home for governing your Glue Data Catalog: bring your export now or later.

glue

CI Drift Gate for Glue

Catch crawler re-inference before it breaks something downstream.

glue

First Governed Import for Glue

Turn one AWS CLI call into a governed lake catalog.

glue

Generate Athena DDL from the Governed Model

Close the loop: governed meaning rides back out as CREATE EXTERNAL TABLE COMMENTs.

glue

Lake Catalog Governance

Give your S3 lake a second, independent account of what it is supposed to look like.

neo4j

Blank Neo4j project

A preconfigured home for governing your Neo4j graph: bring artifacts now or later.

neo4j

CI Drift Gate for Neo4j

Fail the build when your graph drifts from the governed model.

neo4j

First Governed Import for Neo4j

Turn apoc.meta.schema() into a governed model in one upload.

neo4j

Generate Neo4j Constraints from the Governed Model

Close the loop: make Neo4j enforce the governed shape.

neo4j

GraphRAG Grounding for Agents

Stop agents guessing your graph schema: give them the governed model over MCP.

salesforce

Blank Salesforce project

Govern your Salesforce org from one describe export: CoreModels never touches the org.

salesforce

CI Drift Gate for Salesforce

Fail the build before the org forgets what it means.

salesforce

First governed Salesforce import

Zero to first audit: your org as a governed model from one describe export.

salesforce

Object scaffolds back to Salesforce

Governed model in, Metadata-API CustomObject XML out, deployed only by you.

salesforce

Salesforce object-model governance

It takes forty seconds to change what a field means. Make the meaning governed.