soda-spark
Soda Spark is a PySpark library that helps you with testing your data in Spark Dataframes (by sodadata)
soda-core
:zap: Data quality testing for the modern data stack (SQL, Spark, and Pandas) https://www.soda.io (by sodadata)
soda-spark | soda-core | |
---|---|---|
1 | 5 | |
60 | 1,768 | |
- | 2.5% | |
0.0 | 8.9 | |
almost 2 years ago | 3 days ago | |
Python | Python | |
Apache License 2.0 | Apache License 2.0 |
The number of mentions indicates the total number of mentions that we've tracked plus the number of user suggested alternatives.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
Stars - the number of stars that a project has on GitHub. Growth - month over month growth in stars.
Activity is a relative number indicating how actively a project is being developed. Recent commits have higher weight than older ones.
For example, an activity of 9.0 indicates that a project is amongst the top 10% of the most actively developed projects that we are tracking.
soda-spark
Posts with mentions or reviews of soda-spark.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2022-01-23.
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How do you test your pipelines?
Since you already have Spark setup, perhaps it would be easier to build a DataFrames by loading data from different tables and validate it in one go ? You can give soda-spark a try (disclosure: I'm one of the developers), using which you can specify your checks using YAML declaratively and run the validations in spark jobs.
soda-core
Posts with mentions or reviews of soda-core.
We have used some of these posts to build our list of alternatives
and similar projects. The last one was on 2023-03-23.
- Looking for Unit Testing framework in Database Migration Process
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Data profiling tools / approaches?
Tools like Soda Core could be really helpful for this. For example, it allows you to set up a change over time threshold which could take the form of: change avg last 3 for missing_count(column_name) < 20%
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Data QC? Great Expectations?
You can give https://github.com/sodadata/soda-core - open source and (in my opinion) easy to get a lot of value with minimum effort.
- Show HN: Soda Core is now GA – Test data like you would test your code
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Soda Core (OSS) is now GA! So, why should you add checks to your data pipelines?
Give Soda Core a try! It's really easy. If you only have 2 minutes, check out our docs or interactive demo (pretty cool no?). If you have a bit more time, install it and give it a spin! Want to look at it later? Star on Github. Got stuck? As in our Slack community.
What are some alternatives?
When comparing soda-spark and soda-core you can also consider the following projects:
great_expectations - Always know what to expect from your data.