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 0.8.0

Release Date: April 24, 2026 Status: Current stable docs baseline (supersedes 0.7.11)

What changed in the docs

  • Pinned docs consistency checks to the stable PyPI package data-product-forge==0.8.0.
  • Updated install guidance so normal users install from PyPI, while TestPyPI is documented only for release validation and intentional next-release candidates.
  • Promoted the 11-stage production pipeline docs as the current CLI baseline.
  • Documented Jenkins generation defaults for verify strictness, publish stage behavior, and publish --env handling.
  • Documented Data Mesh Manager publishing behavior that uses Entropy Access lineage for Bronze-to-Silver product dependencies instead of duplicating SourceSystems.

Notable CLI context

CLI 0.8.0 is the first stable release of the 0.8 line. It promotes the production pipeline and catalog-publish work that the docs were already tracking from the release-candidate cycle:

  • 11-stage CI pipeline — fluid generate ci emits Jenkins and other CI templates for bundle, validate, generate-artifacts, validate-artifacts, diff, plan, apply, policy-apply, verify, publish, and schedule-sync.
  • Supply-chain controls — bundle digests, plan binding, signed bundle verification, and SLSA-style attestation docs are part of the promoted surface.
  • Apply safety matrix — fluid apply --mode covers dry-run, create-only, amend, amend-and-build, replace, and replace-and-build with explicit data-loss gating.
  • Catalog publishing — fluid publish --target ... is the promoted catalog surface. Data Mesh Manager / Entropy publishing validates ODPS payload shape and emits Access lineage for product-to-product dependencies.
  • Jenkins lab ergonomics — generated Jenkinsfiles can carry first-class defaults for strict verify, publish stage enablement, and publish --env behavior without post-generation text patching.

Installing

Stable PyPI:

pip install --upgrade data-product-forge

# Exact docs baseline:
pip install "data-product-forge==0.8.0"
fluid version
# -> 0.8.0

TestPyPI is still useful for validating released artifacts and for the next alpha / beta / release-candidate line, but it is not the normal 0.8.0 install path:

pip install --pre \
  --index-url https://test.pypi.org/simple/ \
  --extra-index-url https://pypi.org/simple/ \
  data-product-forge

Archive note

Older release notes remain available for historical context, including 0.7.11, 0.7.9, and 0.7.1.

Edit this page on GitHub
Last Updated: 5/9/26, 7:26 PM
Contributors: fas89
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