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Soda Core is a free, open-source Python library and CLI tool that enables data engineers to test data quality.
Data contracts typically serve as the bridge between data producers, such as software engineers, and data consumers, such as data engineers or scientists. These contracts meticulously outline how data should be structured and organized to facilitate its utilization by downstream processes, such as data pipelines.
The main purpose of an SLA is to ensure that both parties have clear expectations for their responsibilities. In contrast, a data contract is a set of conditions you set up to prevent downstream consumers from having data quality issues, often within one company or service.
The Value of Contract Data Contract data can be used to track a number of different things, including the number of contracts that are active at any given time, the total value of all contracts, and the average length of time that a contract is active.
Soda Core is an open source framework for checking data quality. It uses the Soda Checks Language (SodaCL) to run checks defined in a YAML file. Soda Core lets you: Define checks as YAML configuration, including many preset checks.
That API is typically querying a table. In that sense, a data contract is nothing more than an API specification. 50 years of software development has learned that apart from an API description, we also need ownership, documentation and stability guarantees as part of that agreement.
What are data contracts? A data contract is a formal agreement between the users of a source system and the data engineering team that is extracting data for a data pipeline. This data is loaded into a data repository — such as a data warehouse — where it can be transformed for end users.
Soda Checks Language (SodaCL) is a YAML-based, domain-specific language for data reliability. Used in conjunction with Soda software, you use SodaCL to write checks for data quality, then run a scan of the data in your data source to execute those checks.
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