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What is Deequ?
Deequ is a groundbreaking library designed to enhance Apache Spark by enabling "unit tests for data," which helps evaluate the quality of large datasets. User feedback and contributions are highly encouraged as we strive to improve the library. The operation of Deequ requires Java 8, and it is crucial to recognize that version 2.x of Deequ is only compatible with Spark 3.1, creating a dependency between the two. Users of older Spark versions should opt for Deequ 1.x, which is available in the legacy-spark-3.0 branch. Moreover, we also provide legacy releases that support Apache Spark versions from 2.2.x to 3.0.x. The Spark versions 2.2.x and 2.3.x utilize Scala 2.11, while the 2.4.x, 3.0.x, and 3.1.x releases rely on Scala 2.12. Deequ's main objective is to conduct "unit-testing" on data to pinpoint possible issues at an early stage, thereby ensuring that mistakes are rectified before the data is utilized by consuming systems or machine learning algorithms. In the upcoming sections, we will illustrate a straightforward example that showcases the essential features of our library, emphasizing its user-friendly nature and its role in preserving data quality. This example will also reveal how Deequ can simplify the process of maintaining high standards in data management.
What is Appsurify TestBrain?
Appsurify employs its unique AI technology to pinpoint the altered segments of an application after each developer commit, subsequently choosing and running the tests relevant to those precise modifications within the CI Pipeline. By concentrating on a narrow set of tests impacted by each developer’s alterations, Appsurify boosts the efficiency of CI Pipelines, reducing the strain of automation testing that typically leads to delays and stifles productivity. This enhancement significantly hastens build processes, guaranteeing that crucial feedback is provided swiftly to detect bugs without delaying release schedules. Furthermore, Appsurify fosters a more productive partnership between QA and DevOps by enabling focused test execution in essential areas, which aids in early bug identification and ensures that CI/CD workflows remain efficient and streamlined. Ultimately, this strategy not only accelerates the testing phase but also cultivates a more responsive and agile development atmosphere, allowing teams to adapt quickly to changes and deliver higher-quality software.
Integrations Supported
Apache Spark
API Availability
Has API
API Availability
Has API
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Pricing Information
Pricing not provided.
Free Trial Offered?
Free Version
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Supported Platforms
SaaS
Android
iPhone
iPad
Windows
Mac
On-Prem
Chromebook
Linux
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Customer Service / Support
Standard Support
24 Hour Support
Web-Based Support
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Training Options
Documentation Hub
Webinars
Online Training
On-Site Training
Company Facts
Organization Name
Deequ
Company Website
github.com/awslabs/deequ
Company Facts
Organization Name
Appsurify
Date Founded
2018
Company Location
United States
Company Website
appsurify.com
Categories and Features
Categories and Features
Automated Testing
Hierarchical View
Move & Copy
Parameterized Testing
Requirements-Based Testing
Security Testing
Supports Parallel Execution
Test Script Reviews
Unicode Compliance