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You're reading from  Driving Data Quality with Data Contracts

Product typeBook
Published inJun 2023
PublisherPackt
ISBN-139781837635009
Edition1st Edition
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Author (1)
Andrew Jones
Andrew Jones
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Andrew Jones

Andrew Jones is a principal engineer at GoCardless, one of Europe's leading Fintech's. He has over 15 years experience in the industry, with the first half primarily as a software engineer, before he moved into the data infrastructure and data engineering space. Joining GoCardless as its first data engineer, he led his team to build their data platform from scratch. After initially following a typical data architecture and getting frustrated with facing the same old challenges he'd faced for years, he started thinking there must be a better way, which led to him coining and defining the ideas around data contracts. Andrew is a regular speaker and writer, and he is passionate about helping organizations get maximum value from data.
Read more about Andrew Jones

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Data contract publishing patterns

Data generators need to be able to publish their data easily and reliably to the interface they are providing to their data consumers, which will typically be a table in a data warehouse or lakehouse, such as Snowflake or Google BigQuery, or a topic in an event streaming platform such as Apache Kafka or Google Pub/Sub.

In this section, we’ll look at the different patterns they can use to publish their data to these systems, and the pros and cons of each.

Perhaps the key consideration you need to make is whether you need a transactional guarantee between the source system and the interface you’re providing to the data consumer. It’s what ensures consistency between the data in our service and the data used by our data consumers.

Consider the scenario where you have a user of the system taking some action that results in a new record being written to the services database – for example, placing an order. Writing to...

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Driving Data Quality with Data Contracts
Published in: Jun 2023Publisher: PacktISBN-13: 9781837635009

Author (1)

author image
Andrew Jones

Andrew Jones is a principal engineer at GoCardless, one of Europe's leading Fintech's. He has over 15 years experience in the industry, with the first half primarily as a software engineer, before he moved into the data infrastructure and data engineering space. Joining GoCardless as its first data engineer, he led his team to build their data platform from scratch. After initially following a typical data architecture and getting frustrated with facing the same old challenges he'd faced for years, he started thinking there must be a better way, which led to him coining and defining the ideas around data contracts. Andrew is a regular speaker and writer, and he is passionate about helping organizations get maximum value from data.
Read more about Andrew Jones