Fluid Forge
Why Forge
Concepts
Get Started
  • Consume a Data Product
  • See it run
  • Demos
  • Local (DuckDB)
  • Source-Aligned (Postgres → DuckDB)
  • AI Forge + Data Models
  • MCP Output Port — Serve to AI Agents
  • GCP (BigQuery)
  • Snowflake Team Collaboration
  • Declarative Airflow
  • Orchestration Export
  • Jenkins CI/CD
  • Universal Pipeline
  • 11-Stage Production Pipeline
  • Catalog Forge End-to-End
CLI Reference
  • Agent Policy (concept)
  • MCP Output Port — Serve to Agents
  • MCP deep-dive
  • AI-assisted authoring
  • LLM providers & backends
  • Overview
  • Quickstart
  • Examples
  • Your own CI
  • Your own scaffolding
  • Custom validator
  • Apply hook
  • Reference
  • Overview
  • Architecture
  • GCP (BigQuery)
  • AWS (S3 + Athena)
  • Snowflake
  • Local (DuckDB)
  • Custom Providers
  • Roadmap
GitHub
Why Forge
Concepts
Get Started
  • Consume a Data Product
  • See it run
  • Demos
  • Local (DuckDB)
  • Source-Aligned (Postgres → DuckDB)
  • AI Forge + Data Models
  • MCP Output Port — Serve to AI Agents
  • GCP (BigQuery)
  • Snowflake Team Collaboration
  • Declarative Airflow
  • Orchestration Export
  • Jenkins CI/CD
  • Universal Pipeline
  • 11-Stage Production Pipeline
  • Catalog Forge End-to-End
CLI Reference
  • Agent Policy (concept)
  • MCP Output Port — Serve to Agents
  • MCP deep-dive
  • AI-assisted authoring
  • LLM providers & backends
  • Overview
  • Quickstart
  • Examples
  • Your own CI
  • Your own scaffolding
  • Custom validator
  • Apply hook
  • Reference
  • Overview
  • Architecture
  • GCP (BigQuery)
  • AWS (S3 + Athena)
  • Snowflake
  • Local (DuckDB)
  • Custom Providers
  • Roadmap
GitHub
  • Introduction

    • Home
    • Why Fluid Forge
    • Getting Started
    • Snowflake Quickstart
    • See it run
    • Forge Data Model
    • Vision & Roadmap
    • Playground
    • FAQ
  • Concepts

    • Concepts
    • Builds, Exposes, Bindings
    • What is a contract?
    • Quality, SLAs & Lineage
    • Governance & Policy
    • Agent Policy (LLM/AI governance)
    • Providers vs Platforms
    • Fluid Forge vs alternatives
  • Data Products

    • Consume a Data Product
    • Product Types — SDP, ADP, CDP
  • Walkthroughs

    • Walkthrough: Local Development
    • Source-Aligned: Postgres → DuckDB → Parquet
    • AI Forge And Data-Model Journeys
    • Walkthrough: MCP Output Port
    • Walkthrough: Deploy to Google Cloud Platform
    • Walkthrough: Snowflake Team Collaboration
    • Declarative Airflow DAG Generation - The FLUID Way
    • Generating Orchestration Code from Contracts
    • Jenkins CI/CD for FLUID Data Products
    • Universal Pipeline
    • The 11-Stage Pipeline
    • End-to-End Walkthrough: Catalog → Contract → Transformation
  • CLI Reference

    • CLI Reference
    • Core workflow

      • fluid init
      • fluid demo
      • fluid forge
      • fluid validate
      • fluid plan
      • fluid apply
      • fluid diff
      • fluid status
    • Build & ship

      • fluid bundle
      • fluid generate
      • fluid generate artifacts
      • fluid validate-artifacts
      • fluid verify-signature
      • fluid generate iac
      • fluid generate-airflow
      • fluid generate-pipeline
      • fluid viz-graph
      • fluid publish
      • fluid ship
      • fluid rollback
      • fluid schedule-sync
    • AI & Agents

      • fluid ai
      • fluid agents
      • fluid mcp
      • fluid memory
      • fluid stats
      • fluid skills
    • Quality & governance

      • fluid test
      • fluid verify
      • fluid contract-tests
      • fluid contract-validation
      • fluid policy
      • fluid policy check
      • fluid policy compile
      • fluid policy apply
    • Standards & interoperability

      • fluid odps
      • fluid odps-bitol
      • fluid odcs
      • fluid export
      • fluid export-odps
      • fluid exporters
      • fluid import
      • fluid market
      • fluid datamesh-manager
    • Project & workspace

      • fluid product-new
      • fluid product-add
      • fluid workspace
      • fluid contract
      • fluid split
      • fluid config
      • fluid providers
      • fluid plugins
      • fluid provider-init
      • fluid auth
      • fluid secrets
      • fluid ide
      • fluid scaffold-ci
      • fluid scaffold-composer
      • fluid scaffold-ide
      • fluid docs
      • fluid runs
      • fluid retention
      • fluid describe
      • fluid doctor
      • fluid roadmap
      • fluid version
    • Catalog adapters

      • Source Catalog Integration (V1.5)
      • Publishing to a Catalog — Overview
      • BigQuery Catalog
      • Snowflake Horizon Catalog
      • Databricks Unity Catalog
      • Google Dataplex Catalog
      • AWS Glue Data Catalog
      • DataHub Catalog
      • Data Mesh Manager Catalog
      • OpenMetadata Catalog
    • CLI by task

      • CLI by task
      • Add quality rules
      • Add agent governance
      • Debug a failed pipeline run
      • Switch clouds with one line
  • Recipes

    • Recipes
    • Recipe — add a quality rule
    • Recipe — switch clouds with one line
    • Recipe — tag PII in your schema
    • Write a contract that consumes another contract
    • Generate per-environment overlays
  • SDK & Plugins

    • SDK & Plugins
    • Quickstart — your first plugin
    • Examples

      • Runnable examples
      • Example: hello-scaffold — the minimal viable plugin
      • Example: gitlab-ci-scaffold — generate a complete CI project
      • Example: steward-validator — a custom governance rule
      • Example: prod-key-guard — apply-time invariant check
    • Journeys

      • Journeys
      • Your own CI/CD

        • You have your own CI/CD setup, no problem
        • GitLab CI — the bundle template
        • GitHub Actions — the bundle template
        • Jenkins — the bundle template
        • CircleCI — the bundle template
      • You have a strict project layout, no problem
      • You have governance rules, no problem
      • You want a check at apply time, no problem
    • Reference

      • Reference
      • Roles reference
      • Entry points reference
      • Trust model
      • Packaging
      • Companion packages
  • Providers

    • Providers
    • Provider Architecture
    • GCP Provider
    • AWS Provider
    • Snowflake Provider
    • Local Provider
    • Creating Custom Providers
    • Provider Roadmap
  • AI & Agents

    • MCP Server
    • Built-in And Custom Forge Guidance
    • Forge Discovery Guide
    • Forge Memory Guide
    • Authoring Forge Tools
    • Guided fluid forge UX
    • LLM Providers
    • LiteLLM Backend
    • Capability Warnings
    • Cost Tracking
    • FLUID Forge Contract GPT Packet
    • Agentic Primitives
  • Operate & Deploy

    • Airflow Integration
    • Blueprints
    • Source-Aligned Acquisition
  • Govern & Secure

    • Governance, Compliance & the Business Case
    • Governance & Compliance
    • Network Safety
    • Credential Resolver — Security Model
  • Configuration & Reference

    • Environment Variables
    • Typed Errors
    • Typed CLI Errors
    • API Stability — fluid_build.api
  • Architecture & Releases

    • V1.5 Catalog Integration — Architecture Deep-Dive
    • V1.5 + V2 Hardening — Release Notes
  • Project

    • Contributing to Fluid Forge
    • Fluid Forge Docs Baseline: CLI 0.9.0
    • Fluid Forge Docs Baseline: CLI 0.8.11
    • Fluid Forge Docs Baseline: CLI 0.8.10
    • Fluid Forge Docs Baseline: CLI 0.8.9
    • Fluid Forge Docs Baseline: CLI 0.8.8
    • Fluid Forge Docs Baseline: CLI 0.8.7
    • Fluid Forge Docs Baseline: CLI 0.8.6
    • Fluid Forge Docs Baseline: CLI 0.8.5
    • Fluid Forge Docs Baseline: CLI 0.8.4
    • Fluid Forge Docs Baseline: CLI 0.8.3
    • Fluid Forge Docs Baseline: CLI 0.8.0
    • Fluid Forge Docs Baseline: CLI 0.7.11
    • Fluid Forge Docs Baseline: CLI 0.7.9
    • Fluid Forge v0.7.1 - Multi-Provider Export Release

Fluid Forge Docs Baseline: CLI 0.8.11

Release Date: June 16, 2026 Status: Superseded by 0.9.0 (supersedes 0.8.10)

Headline

0.8.11 makes fluid forge data-model extensible without forking the CLI. Two new entry-point groups let a third-party package plug in its own behaviour: fluid_build.source_adapters registers a custom metadata-catalog source (e.g. an internal / enterprise catalog) that merges into the --source choices, and fluid_build.modeling_techniques makes --modeling-technique open-ended. Two new built-in techniques ship too: flat (source-aligned 1:1) and custom (bring-your-own logical model). No contract-schema change — contracts stay at fluidVersion: 0.7.4.

Who should upgrade

Teams that want fluid forge data-model to read from an in-house metadata catalog, or to model with a technique beyond the built-in data_vault_2 / dimensional — both are now pluggable. Also recommended for anyone authoring dbt-engine contracts: fluid validate now accepts the full dbt-<adapter> engine family and the properties.target / select / models keys the dbt runner already honoured.

What changed in v0.8.11

Added

  • Pluggable metadata source adapters for fluid forge data-model from-source. A new fluid_build.source_adapters entry-point group lets a third-party package register a custom CatalogAdapter (e.g. an internal / enterprise metadata catalog) that merges into the --source choices and dispatch — and into the forge_from_source MCP tool — without forking the CLI. Built-in catalog + JDBC sources now resolve through one shared registry (the two previously duplicated dispatch tables are gone). (#247)
  • Pluggable modeling techniques, plus flat and custom. A new fluid_build.modeling_techniques entry-point group makes --modeling-technique extensible. Two new built-ins: flat (source-aligned 1:1 — one expose per source table, no reshaping) for bronze / source-aligned products, and custom (bring-your-own logical model used verbatim via --logical-model <path>, no reshaping). The closed {data_vault_2, dimensional} enum is now a registry the modeler and contract emitter read instead of branching on the technique name. (#248)

Fixed

  • Contract schema now accepts dbt features the build runner already supported. build.engine accepts the whole dbt-<adapter> family (dbt-glue, dbt-snowflake, …) generically, and the hybrid-reference build pattern accepts properties.target, properties.select, and properties.models — all of which the dbt runner already honoured but fluid validate rejected. Applied across every bundled schema (0.7.1–0.7.4). (#249)
  • Nightly live-LLM / TS-conformance gate no longer false-fails when no LLM API key is wired; duplicate CircuitBreakerOpenError definitions consolidated into fluid_build/errors.py. (#223)
  • CI Docker base bumped to python:3.13-slim with grype-ignores for the unfixable CPython CVEs. (#226)

Security

  • Dockerfile.verify now runs as a non-root user (fluid, UID/GID 1000, overridable via --build-arg UID/GID for Linux hosts), closing trivy DS-0002 and matching the production image's non-root posture. (#235)
  • .gitleaks.toml with triaged allowlists so full-history gitleaks detect scans run clean. Requires gitleaks ≥ 8.25.0. (#236)

Changed

  • Dependency / CI-action bumps via Dependabot: black 26.3.1→26.5.1 (#232), plus actions/setup-node, actions/setup-go, actions/github-script, github/codeql-action, docker/metadata-action, docker/login-action, docker/setup-buildx-action, aws-actions/configure-aws-credentials, peter-evans/create-pull-request, and softprops/action-gh-release.
Edit this page on GitHub
Last Updated: 6/25/26, 10:06 PM
Contributors: fas89
Prev
Fluid Forge Docs Baseline: CLI 0.9.0
Next
Fluid Forge Docs Baseline: CLI 0.8.10