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 0.8.4

Release Date: May 26, 2026 Status: Superseded by 0.8.5 (supersedes 0.8.3)

Headline

0.8.4 delivers three headline improvements: Bitol ODPS center-staging (the Open Data Product Standard v1.0.0 is now the promoted default format throughout the CLI, with LF/ODPI v4.1 as a clearly-labelled opt-in), engine-as-library Phase 1 (the fluid_build.engine module is now a clean public API usable outside the CLI), and world-class DMM lineage UX (Data Mesh Manager publish output now surfaces access-agreement status inline, with --auto-approve-access for sandbox flows, plus five new fluid dmm sub-commands for contract lifecycle management and full workspace wipe). No schema break vs v0.8.3.


What changed in v0.8.4

1 — Bitol ODPS v1.0.0 center-stage, LF/ODPI v4.1 opt-in

Standards command spelling normalized to fluid odps — the unified dispatch command's canonical spelling fixes an earlier letter-swap. The prior spelling is kept as a silent back-compat alias (deprecation WARNING).

Command / flagCanonical form in v0.8.4
Unified standards exportfluid odps export (default spec: Bitol 1.0.0)
LF/ODPI v4.1 exportfluid odps export --spec odps-v4.1
One-shot exportfluid export-odps
generate standard default--format odps (Bitol, center-stage)

All old spellings continue to work but emit a deprecation WARNING. Update your scripts at your convenience — they will not break until the next major release.

fluid generate standard — format table now reads:

  • --format odps → Bitol ODPS v1.0.0 (center-stage, default)
  • --format odcs → ODCS v3.1.0 (unchanged)
  • --format odps-v4.1 → LF/ODPI ODPS v4.1 (opt-in)

The standards environment-variable prefix is ODPS_* (ODPS_INCLUDE_BUILD_INFO, ODPS_INCLUDE_EXECUTION_DETAILS, ODPS_TARGET_PLATFORM, ODPS_VALIDATE_OUTPUT). Earlier prefix names remain as deprecated aliases.

See the updated fluid odps and fluid generate standard pages.

2 — Engine-as-library Phase 1

fluid_build.engine is now a clean importable library, not just a CLI internal. Phase 1 exposes:

  • Engine.validate(contract) — run the same validation pipeline as fluid validate programmatically.
  • Engine.plan(contract, provider) — produce a PlanResult without writing files.
  • Engine.apply(plan, provider, *, dry_run=False) — execute a plan returned by Engine.plan.

The module is usable from Python scripts, notebooks, and CI helpers without spawning a subprocess:

from fluid_build.engine import Engine

engine = Engine()
result = engine.validate("contract.fluid.yaml")
plan = engine.plan("contract.fluid.yaml", provider="local")
engine.apply(plan, dry_run=True)

The existing CLI stages (fluid validate, fluid plan, fluid apply) continue to work as before — they now delegate to this library internally. All plan-binding cryptographic checks (bundleDigest + planDigest) apply equally to the library path.

3 — Data Mesh Manager lineage UX improvements

New fluid dmm sub-commands for full contract lifecycle management and sandbox teardown:

CommandWhat it does
fluid dmm list-contracts [--format json|table]List all published data contracts in the namespace
fluid dmm get-contract CONTRACT_IDFetch a single contract by ID
fluid dmm delete-contract CONTRACT_ID [--yes]Delete a contract by ID
fluid dmm wipe [--yes]Delete all data products + data contracts (sandbox/CI only)

Access-agreement visibility in fluid dmm publish output. The publish panel now displays generated access agreements inline. Agreements that are still PENDING are highlighted in yellow with a reminder to approve them in the DMM UI (or via --auto-approve-access).

--auto-approve-access / DMM_AUTO_APPROVE_ACCESS — when set, the publisher POSTs the /approve endpoint after creating each access agreement. Use for local sandboxes and demo environments; production review flows should leave this off and approve through the DMM UI.

Team auto-creation hardened — team creation now always includes type: "Data Product Team" (required by Entropy Data CE 2.x). If DMM rejects member emails, the team is retried without members while preserving the contact email.

Access slug unified — internal slug renamed from __consumes__ to __uses__ to match the DMM native identifier. Existing agreements created by older CLI versions are unaffected; only new agreements created by v0.8.4+ use the new slug.

See the updated fluid datamesh-manager page.


Notable for upgraders

  • Standards command spelling normalized to fluid odps — the prior spelling continues to work until the next major release. CI scripts that parse exact CLI output may see the command name reflected as odps in structured output; update pipelines that depend on that field.
  • --spec odpi-4.1 → --spec odps-v4.1 — the old --spec odpi-4.1 token is accepted with a WARNING and redirected automatically. Mechanical find-and-replace in your scripts is safe.
  • Standards env vars use the ODPS_* prefix — the earlier prefix still works and emits a deprecation WARNING. Update CI env-var exports at your convenience.
  • fluid export-odps — the one-shot export command. Default output path is runtime/exports/product.odps.json.
  • fluid dmm wipe is destructive — requires --yes or an interactive confirmation. Never pipe yes | in production.

What changed in the docs

  • fluid odps — fully rewritten to document the renamed unified command with Bitol center-stage, LF/ODPI opt-in, import subcommand, and back-compat notes.
  • fluid odps-bitol — updated unified-dispatch section to reflect fluid odps name; deprecation note for --spec odpi-4.1.
  • fluid export-odps — new page for the one-shot export command.
  • fluid generate standard — format table updated; odps-v4.1 added; env-var prefix updated to ODPS_*.
  • fluid datamesh-manager — new sub-commands (list-contracts, get-contract, delete-contract, wipe), access-agreement visibility and auto-approve behavior documented.
  • RELEASE_NOTES_0.8.4.md — this file.

Installing

pip install --upgrade data-product-forge
pip install "data-product-forge==0.8.4"

# Verify
fluid version
# -> 0.8.4

Archive note

Older release notes remain available: 0.8.3, 0.8.0, 0.7.11, 0.7.9, 0.7.1.

Edit this page on GitHub
Last Updated: 5/29/26, 4:51 PM
Contributors: fas89
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