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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
LakeLogic

LakeLogic is a Git-native data contract platform that turns quality and governance rules into deployment gates, preventing bad data from reaching production.

DatabricksTechnology Partner
LakeLogic Cloud

Diagnose and resolve pipeline incidents with Zeus, the agentic AI for data platforms.

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