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@mshdata

msh data

The Atomic Data Engine
README.md

msh — The Atomic Data Engine

msh is a unified data engine that compiles ingestion, transformation, lineage, testing, and deployment into a single atomic asset file (.msh).

🚀 Ingest → Transform → Deploy — All in One File
msh eliminates fragmented data stacks and replaces pipelines with simple, atomic, version-controlled data assets.

What msh provides

  • Smart Ingest (API, SQL, files, streaming)
  • Deterministic transformations (SQL & Python)
  • Blue/Green deployments with instant rollbacks
  • Sidecar lineage & metadata graph
  • CI-safe execution model
  • CLI + Cloud Runtime (coming soon)

Useful links

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  1. msh-docs msh-docs Public

    Documentation for msh

    JavaScript

  2. msh-engine msh-engine Public

    Runtime engine for msh atomic data platform. Provides Smart Ingest optimization, Blue/Green deployments, schema evolution, and universal connectivity (SQL, REST, GraphQL).

    Python

  3. msh-demo msh-demo Public

    A production-ready demonstration of msh's full capabilities through multiple realistic business scenarios.

    Python

  4. msh-cli msh-cli Public

    Command line interface for the msh atomic data platform. Compiles .msh files to dbt, orchestrates ingestion and transformation pipelines, and provides UI dashboard and lineage visualization.

    Python

  5. .github .github Public

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