Fluid Forge
Get Started
See it run
  • Local (DuckDB)
  • Source-Aligned (Postgres → DuckDB)
  • AI Forge + Data Models
  • 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
  • Overview
  • Quickstart
  • Examples
  • Your own CI
  • Your own scaffolding
  • Custom validator
  • Apply hook
  • Reference
Demos
  • Overview
  • Architecture
  • GCP (BigQuery)
  • AWS (S3 + Athena)
  • Snowflake
  • Local (DuckDB)
  • Custom Providers
  • Roadmap
GitHub
GitHub
Get Started
See it run
  • Local (DuckDB)
  • Source-Aligned (Postgres → DuckDB)
  • AI Forge + Data Models
  • 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
  • Overview
  • Quickstart
  • Examples
  • Your own CI
  • Your own scaffolding
  • Custom validator
  • Apply hook
  • Reference
Demos
  • Overview
  • Architecture
  • GCP (BigQuery)
  • AWS (S3 + Athena)
  • Snowflake
  • Local (DuckDB)
  • Custom Providers
  • Roadmap
GitHub
GitHub
  • Introduction

    • Home
    • 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

    • Product Types — SDP, ADP, CDP
  • Walkthroughs

    • Walkthrough: Local Development
    • Source-Aligned: Postgres → DuckDB → Parquet
    • AI Forge And Data-Model Journeys
    • 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
    • fluid init
    • fluid demo
    • fluid forge
    • fluid skills
    • fluid status
    • fluid validate
    • fluid plan
    • fluid apply
    • fluid generate
    • fluid generate artifacts
    • fluid validate-artifacts
    • fluid verify-signature
    • fluid generate-airflow
    • fluid generate-pipeline
    • fluid viz-graph
    • fluid odps
    • fluid odps-bitol
    • fluid odcs
    • fluid export
    • fluid export-opds
    • fluid publish
    • fluid datamesh-manager
    • fluid market
    • fluid import
    • fluid policy
    • fluid policy check
    • fluid policy compile
    • fluid policy apply
    • fluid contract-tests
    • fluid contract-validation
    • fluid diff
    • fluid test
    • fluid verify
    • fluid product-new
    • fluid product-add
    • fluid workspace
    • fluid ide
    • fluid ai
    • fluid memory
    • fluid mcp
    • fluid scaffold-ci
    • fluid scaffold-composer
    • fluid scaffold-ide
    • fluid docs
    • fluid config
    • fluid split
    • fluid bundle
    • fluid auth
    • fluid doctor
    • fluid providers
    • fluid provider-init
    • fluid roadmap
    • fluid version
    • fluid runs
    • fluid retention
    • fluid secrets
    • fluid stats
    • fluid contract
    • fluid ship
    • fluid rollback
    • fluid schedule-sync
    • Catalog adapters

      • Source Catalog Integration (V1.5)
      • BigQuery Catalog
      • Snowflake Horizon Catalog
      • Databricks Unity Catalog
      • Google Dataplex Catalog
      • AWS Glue Data Catalog
      • DataHub Catalog
      • Data Mesh Manager 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
  • 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
  • Advanced

    • Blueprints
    • Governance & Compliance
    • Airflow Integration
    • Built-in And Custom Forge Guidance
    • FLUID Forge Contract GPT Packet
    • Forge Discovery Guide
    • Forge Memory Guide
    • LLM Providers
    • Capability Warnings
    • LiteLLM Backend (opt-in)
    • MCP Server
    • Credential Resolver — Security Model
    • Cost Tracking
    • Agentic Primitives
    • Typed Errors
    • Typed CLI Errors
    • Authoring Forge Tools
    • Source-Aligned Acquisition
    • API Stability — fluid_build.api
    • Guided fluid forge UX
    • V1.5 Catalog Integration — Architecture Deep-Dive
    • V1.5 + V2 Hardening — Release Notes
  • Project

    • Contributing to Fluid Forge
    • 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 0.7.11

Release Date: April 16, 2026 Status: Historical docs baseline (superseded by 0.8.0, supersedes 0.7.9)

What changed in the docs

  • Pinned the supported CLI version in docs/.vuepress/cli-version.json. One file to bump per CLI release.
  • New CI workflow cli-consistency.yml installs the pinned CLI from PyPI and fails on docs ↔ CLI drift (version, command list, provider list).
  • Documented every command registered by the CLI's fluid_build/cli/bootstrap.py. New pages:
    • demo, skills, ai
    • contract-tests, contract-validation, policy-compile, policy-apply
    • scaffold-ci, scaffold-composer, generate-pipeline, provider-init
    • odps, odps-bitol, odcs, export, export-opds, datamesh-manager
    • product-new, product-add, workspace, ide, docs
  • Hidden / deprecated commands (compile, context, graph, marketplace, preview, viz-plan) are tracked in scripts/cli-docs-allowlist.yml rather than left as silent gaps.
  • Sidebar regrouped to match the new CLI Reference index (Core, Generate, Standards & Interop, Integrations, Quality & Governance, Project & Workspace, CI & Scaffolding, Utilities).

Notable CLI context

CLI 0.7.11 is a tooling release with no user-visible behavior changes. It rolls up the post-0.7.9 work that was previously sitting in Unreleased:

  • PyPI distribution rename — install with pip install data-product-forge (the old fluid-forge name no longer publishes new versions). The CLI binary stays as fluid, the Python import stays as import fluid_build, and Snowflake / Airflow runtime identifiers stay as fluid-forge.
  • Dynamic versioning via setuptools-scm — wheels are now versioned from the git tag at build time. fluid_build.__version__ reads from installed-package metadata, removing the version-drift bug that produced a 0.7.10 wheel for a v0.7.10a1 tag.
  • Sequential TestPyPI → PyPI release pipeline — every release tag now publishes to TestPyPI first, install-verifies in a fresh venv, then promotes to real PyPI only if the smoke test passes.
  • Master-schema validation on DMM publish — fluid datamesh-manager publish validates the loaded contract against the schema matching its declared fluidVersion before constructing any provider payload. Default mode is warn (non-breaking); --validation-mode strict aborts on schema violations.
  • All 13 bundled init templates migrated to FLUID 0.7.2 — the fluid init scaffolds and fluid init --blank now emit fluidVersion: 0.7.2 contracts that pass strict validation out of the box.
  • ODPS input-port lineage preserved when publishing to Entropy Data via fluid datamesh-manager publish with provider_hint="odps".
  • Cross-version compatibility matrix in the CLI test suite guards every export path (ODCS, official ODPS, ODPS-Bitol, DMM dry-runs) across FLUID 0.5.7 / 0.7.1 / 0.7.2 schema versions.

Upgrading

# Old install
pip uninstall fluid-forge

# New install
pip install data-product-forge==0.7.11
fluid --version
# → 0.7.11

Archive note

Older release notes remain available for historical context, including 0.7.9 and 0.7.1.

Edit this page on GitHub
Last Updated: 4/24/26, 11:39 PM
Contributors: jeffwatson-ai, Claude Opus 4.6 (1M context), fas89
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