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 0.9.0

Release Date: June 25, 2026 Status: Current stable docs baseline (supersedes 0.8.11)

Headline

0.9.0 lands the streaming Kafka → Iceberg sink. Fluid Forge can now derive and manage the connector configuration that lands streaming / CDC data into Apache Iceberg — from the same contract.fluid.yaml. 0.9.0 also promotes contract schema 0.7.5 to the GA default (it was a preview in the 0.8.x line). Existing 0.7.4 contracts validate unchanged, and the streaming sink itself is a 0.7.5 feature you enable per contract via iceberg_sink_enabled. (fluid init --quickstart still scaffolds the pinned customer-360 template at 0.7.2.)

Who should upgrade

Anyone building streaming / CDC products into Iceberg — and anyone who wants the latest security hardening. New contracts now default to schema 0.7.5; the Iceberg streaming sink is a 0.7.5 feature you enable per contract (iceberg_sink_enabled). Existing batch contracts are unaffected. pip install --upgrade data-product-forge.

What changed in v0.9.0

Added — streaming Kafka → Iceberg

  • Opt-in fluid-schema-0.7.5 with the icebergConfig.streamingSink block (commitIntervalMs, dynamicEnabled, routeField, upsertMode, autoCreate, evolveSchema, controlTopic), plus iceberg_sink_enabled, iceberg_catalog_overrides, sink_topics, and the iceberg_table → iceberg binding.platform alias. fluid-schema-0.7.5 is now the GA default (promoted from preview); the streaming-sink fields (iceberg_sink_enabled, etc.) are opt-in per contract. (#266)
  • Kafka-Connect Iceberg sink derivation — Forge derives the sink connector config from the contract (auto-create, schema evolution, control topic, record routing), and detects task-level connector failures with canonical <table>__late_events late-arrival naming. (#264, #268)
  • Debezium-Server Iceberg sink — derive the embedded Debezium-Server → Iceberg configuration for CDC sources. (#284)
  • Confluent Tableflow plugin — a managed Kafka → Iceberg IaC plugin. (#285)
  • Plan-time checks for the Iceberg streaming sink — fluid validate / fluid plan catch streaming-sink misconfigurations before any apply. (#267)
  • REST + GCP / Azure Iceberg catalog profiles in the resolver. (#280)

Changed

  • fluid mcp split into a package — internal refactor; the fluid mcp serve (producer / authoring) and fluid mcp output-port serve (consumer / data-access gate) surface is unchanged. (#282)
  • Renamed config.py → config_defaults.py with clarifying docstrings. (#225)

Fixed

  • Cross-platform text I/O — encoding="utf-8" on all text file I/O, and forced UTF-8 stdout/stderr so the CLI no longer crashes on Windows cp1252 consoles. (#269, #263)
  • Deterministic planDigest across identical plan runs (so plan-binding doesn't spuriously mismatch). (#260)
  • fluid bundle --out - restores logging state after the stderr redirect. (#261)

Security

  • Redact sasl.jaas.config in both redaction layers — streaming credentials never reach logs. (#270)
  • Redact run-record facets before disk write — closes a Kafka-Connect task-trace credential leak in .fluid run records. (#272)

Companion packages

PackageVersionNotes
data-product-forge0.9.0The CLI (this docs set)
data-product-forge-sdk0.9.1Unchanged this release
data-product-forge-custom-scaffold0.1.1Unchanged this release
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Last Updated: 6/25/26, 10:06 PM
Contributors: fas89
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