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governed data systems

The Global Standard: Understanding the Open Data Contract Standard (ODCS)
BlogEngineering

The Global Standard: Understanding the Open Data Contract Standard (ODCS)

Explaining the definitive open-source YAML specification for data contracts and why tool-agnostic standards are critical for data trust.

Feb 12, 2026LakeLogic Team
Data Contracts Explained: Why 'Shifting Left' is the Future of Data Quality
BlogEngineering

Data Contracts Explained: Why 'Shifting Left' is the Future of Data Quality

Why catching data quality issues at the source is 10x cheaper than fixing them in the warehouse. A deep dive into the 'Shift Left' movement.

Feb 10, 2026LakeLogic Team
Implementing Data Mesh: From Principles to Practical Domain Ownership
BlogEngineering

Implementing Data Mesh: From Principles to Practical Domain Ownership

A practical guide to decentralized data: domain ownership, federated governance, and why data contracts are the connective tissue of a healthy mesh.

Feb 05, 2026LakeLogic Team
StandardData Contracts

Data Contract Specification (ODCS)

The definitive open-source YAML specification for data contracts. Schema, quality, and SLA in a tool-agnostic way.

Open resource
OSSData Contracts

Contract examples (RideFlow + more)

Reference contracts spanning Bronze, Silver, and Gold layers in a fictional ride-share company. Powers the demo workspace.

Open resource
OSSEngineering

Engine specifications

How LakeLogic abstracts Spark, DuckDB, Polars, BigQuery, and friends behind a single contract execution interface.

Open resource
DocumentationData Contracts

LakeLogic quickstart guide

From zero to your first deployed contract in five minutes. Install the CLI, generate a contract from a real table, ship a quality gate.

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DocumentationData Mesh

Data product architecture

The mental model behind medallion + data mesh. How LakeLogic fits between your warehouse and your consumers.

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DocumentationData Contracts

Writing contracts

A practical guide to authoring contracts — what to include, how to express SLA expectations, how to structure quality rules.

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ArticleData Mesh

Data Mesh principles — Martin Fowler

Fowler's foundational essay on domain ownership, federated governance, and data-as-a-product. Required reading for anyone building a mesh.

Open resource
ArticleData Contracts

Data contracts explained — Monte Carlo

A clear walkthrough of what data contracts are, who needs them, and how they fit alongside data observability.

Open resource
ArticleData Mesh

AWS — Data Mesh explained

AWS's take on data mesh architecture, with cloud-specific patterns for federated governance and inter-domain sharing.

Open resource
ArticleData Mesh

Monte Carlo — Data mesh implementation guide

A field guide to implementing data mesh: common pitfalls, organisational design, and the role of contracts.

Open resource
CourseData Contracts

DataCamp — Data Contracts technical intro

A hands-on technical introduction to data contracts as a discipline. Good starting point for engineers new to the pattern.

Open resource
CourseData Contracts

Andrew Jones — Data Contracts workshop

Workshop by one of the data contracts community's founding voices. Practical patterns for rolling them out in a real org.

Open resource
CourseAI

Chad Sanderson — Master AI-ready data infrastructure

Cohort-based course covering what an AI-ready data platform actually looks like, with contracts as the spine.

Open resource