Data contracts is an amazing initiative to bring data producers and data consumers together. This is a curated list of awesome articles, tools, resources that will help you understand concepts and start your data contracts journey.
- Why the Need for Standardizing Data Contracts? The genesis of Bitol or why data contracts are an essential part of modern data engineering.
- Data Contract 101 A quick and not-so-dirty introduction to data contracts, focusing on the Open Data Contract Standard (ODCS).
- Improving data quality with data contracts (GoCardless) What are data contracts and GoCardless implementation of data contracts
- Interfaces and Breaking Stuff by Tristan Handy (CEO, DBT) Need of data contracts as data interfaces and analogy with software APIs
- Implementing data contracts at GoCardless Data contract specification examples from GoCardless systems
- 7 key learnings from implementing data contracts (Bar Moses and Andrew Jones) Sample data contract example and learnings from implementations
- A PM's thoughts on data contracts A product manager’s view on data contracts and challenges they can solve
- Engineer’s guide to data contracts part I - entities covers implementing data contracts for entities
- Engineer’s guide to data contracts part II - application events cover enforcing and monitoring data contracts using transactional outbox pattern
- Data Contracts: The Mesh Glue Scope of data contract and how it can be a layer with data mesh architectures
- Yet another post on data contracts - part I Thoughts from David J. on what is data contracts and what it should contain
- Yet another post on data contracts - part II What kind of data should be covered by data contracts and some highlights of tooling that’s available
- Yet another post on data contracts - part III Deeper dive on current tooling that can be used for data contracts implementation
- Are we setting data contracts in the right place? Considerations and analogies from software architecture world while defining data contracts
- Implementing data contracts Specifications and real world architecture example of data contract implementation
- The best data contract is the pull request Datafold’s view on how the best data contract is pull request
- An open letter to data ninjas - yes, you need to implement data contracts View on implementations and specifications of data contracts
- Data person: attorney at law Interesting view on data contracts which turn data engineers into data lawyers by Stephen Bailey
- Demystifying event streams - New event streams model at Merit and event specifications being treated as data contracts - named OMG contract
- Fine let’s talk about data contracts - Different view on viability and usability of data contracts
- Brain, kidney, cancer research and data contracts (Schemata project) - Example of data contract explanation / discussion in simple terms for people outside of data space
- The rise of data contracts - (Q/A style article on what are data contracts and why we need them)
- Data contracts from zero to hero - a pragmatic approach to data contracts
- Implementing data contracts - Implementing basic schema based data contract with Kafka schema registry
- Data contracts - ensure robustness in your data mesh architecture - Interesting view on using data sharing agreements in data mesh architecutre and how data contracts validation should be done as data products sidecar
- Data contracts wrapped 2022 - Data contracts creation, storage, enforcement and application
- McDonald's event driven architecture and data journey - Use of data contracts in McDonald's event driven architecture
- Implementing data contracts in data warehouse - Data contracts validation in data warehouse and downstream systems and not just limited to source systems.
- 7 Lessons From GoCardless’ Implementation of Data Contracts
- Data Contracts: The Key to Scaling Distributed Data Architecture and Reducing Data Chaos
- Using Data Contracts with Confluent Schema Registry
- Data Contracts in Action - Testing
- Inventing data contracts and building data for a FinTech unicorn with Andrew Jones of GoCardless
- Data contracts and domain ownership
- How data contracts can kill innovation
- Getting jiggy with jsonschema: The power of contracts for building data systems
- Data Contracts: Accountable Data Quality w/ Chad Sanderson - UDEM October 2022
- Data Contract Battle Royale w/ Chad Sanderson vs Ethan Aaron
- Driving ML data quality with data contracts
- How to use Data Contracts for Long-Term Schema Management
- Intro to Data Contracts w/ Andrew Jones
- Monday Morning Data Chat (7/3/2023)
- Why You'll Need Data Contracts (w/ Chad Sanderson + Prukalpa)
- The Analytics Engineering Podcast (11/18/2022)
- Data Contracts & Domain Ownership w/ Ananth Packkildurai
- Monday Morning Data Chat (5/24/2022)
- The Importance Of Data Contracts As The Interface For Data Integration With Abhi Sivasailam
- The Data Engineering Podcast (1/23/2022)
- Avo.app - Avo is a data governance platform that error-proofs your analytics events and speeds up implementation.
- Reflekt - Define tracking plans as code for analytics
- Iteratively - Bring your data teams, product managers and engineers together to define, instrument, verify and collaborate on analytics tracking
- Buz - Buz collects, validates, and delivers schematized data to where it needs to bee
- Benthos - Benthos is a high performance and resilient stream processor, able to connect various sources and sinks in a range of brokering patterns and perform hydration, enrichments, transformations and filters on payloads.
- Data Caterer - Data Caterer is a test data management tool that can leverage the rich metadata from data contracts to help simulate production-like data and validate your data pipelines
- Schemata - Schemata is a schema modeling framework for decentralized domain-driven ownership of data. Schemata combines a set of standard metadata definitions for each schema & data field and a scoring algorithm to provide a feedback loop on how efficient the data modeling of your data warehouse is.
- Open Data Contract Specification: A community-driven open standard to define data contract around eight sections: demographics, schema, Data Quality, pricing, stakeholders, security, SLA, and custom properties.
- Data Product Descriptor Specification: An open specification that declaratively defines a data product in all its components using a JSON or YAML descriptor document.
- Establish formal data contracts between consumers and producers Older article from 2018 that explored the concept of data contracts (Older generation article)
- Data Mesh — A Data Movement and Processing Platform @ Netflix - Schema enforcement in Netflix’s data mesh platform
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