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RSpec VS AWS Data Wrangler

Compare RSpec VS AWS Data Wrangler and see what are their differences

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  3. » Reviews
  4. » Alternatives

RSpec logo RSpec

RSpec is a testing tool for the Ruby programming language born under the banner of Behavior-Driven Development featuring a rich command line program, textual descriptions of examples, and more.

AWS Data Wrangler logo AWS Data Wrangler

Pandas on AWS. Contribute to awslabs/aws-data-wrangler development by creating an account on GitHub.
  • RSpec Landing page
    Landing page //
    2021-10-09
  • AWS Data Wrangler Landing page
    Landing page //
    2023-08-29

RSpec features and specs

  • Readable Syntax
    RSpec's syntax is designed to be readable and expressive, making it easier for developers to write and understand tests without extensive background knowledge.
  • Behavior-Driven Development
    RSpec is tailored for Behavior-Driven Development (BDD), allowing developers to focus on the expected behavior of their applications and creating tests that reflect these behaviors.
  • Rich Set of Features
    RSpec provides a comprehensive set of features including test doubles, mocks, stubs, and the ability to test asynchronous code, which makes it versatile for a variety of testing needs.
  • Active Community
    With an active community and extensive documentation, RSpec offers plenty of resources for support and community-driven improvement.
  • Integration with Rails
    RSpec integrates seamlessly with Ruby on Rails applications, providing built-in configurations and generators that enhance productivity.

Possible disadvantages of RSpec

  • Steep Learning Curve
    Developers new to RSpec or BDD might face a learning curve as they become familiar with its unique concepts and syntax compared to more traditional testing frameworks.
  • Overhead for Small Projects
    For small or simple projects, RSpec might add unnecessary complexity or overhead compared to lighter testing frameworks, making it less efficient.
  • Performance
    RSpec can sometimes be slower in execution compared to other Ruby testing frameworks, particularly in large test suites or when running integration tests.
  • Customization Complexity
    While RSpec is highly customizable, the extensive configuration options can sometimes lead to complexity and make it harder to manage if not handled properly.
  • Dependency on Gems
    RSpec often requires additional gems for full functionality or integration with other tools, which can lead to dependency bloat and potential version conflicts.

AWS Data Wrangler features and specs

No features have been listed yet.

RSpec videos

No RSpec videos yet. You could help us improve this page by suggesting one.

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AWS Data Wrangler videos

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AWS Tutorials - Introduction to AWS Data Wrangler

More videos:

  • Review - AWS Data Wrangler: Get Glue Catalog Table Description
  • Review - AWS Data Wrangler: Write Parquet to AWS S3

Category Popularity

0-100% (relative to RSpec and AWS Data Wrangler)

RSpec

AWS Data Wrangler

Automated Testing
100 100%
Automated Testing
0% 0
Databases
0 0%
Databases
100% 100
Browser Testing
100 100%
Browser Testing
0% 0
Data Science And Machine Learning
0 0%
Data Science And Machine Learning
100% 100

User comments

Share your experience with using RSpec and AWS Data Wrangler. For example, how are they different and which one is better?
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Social recommendations and mentions

Based on our record, RSpec should be more popular than AWS Data Wrangler. It has been mentiond 31 times since March 2021. We are tracking product recommendations and mentions on various public social media platforms and blogs. They can help you identify which product is more popular and what people think of it.

RSpec mentions (31)

  • 30,656 Pages of Books About the .NET Ecosystem: C#, Blazor, ASP.NET, & T-SQL
    I am very comfortable with Minitest in Ruby. When I started to learn Rails, though, I was surprised by how different RSpec was. In case .NET testing is equally unlike the xUnit style, I should learn the idioms. - Source: dev.to / 3 months ago
  • 3 useful VS Code extensions for testing Ruby code
    It supports both RSpec and Minitest as well as any other testing gem. There are flexible configurations options which allow to configure editor with needed testing tool. - Source: dev.to / 7 months ago
  • Adding Jest To Explainer.js
    I'm a huge supporter for TDD(Test Driven Development). Almost every piece code should be tested. During my co-op more than half of the time I spent writing test for my PR. I believe that experience really helped me understand the necessity of testing. I was surprised to see how similar the testing framework in JS and Ruby are. I used Jest which is very similar to RSpec I have used during my co-op. To mock http... - Source: dev.to / 7 months ago
  • Exploring the Node.js Native Test Runner
    The describe and it keywords are popularly used in other JavaScript testing frameworks to write and organize unit tests. This style originated in Ruby's Rspec testing library and is commonly known as spec-style testing. - Source: dev.to / 11 months ago
  • Is the VCR plugged in? Common Sense Troubleshooting For Web Devs
    5. Automated Tests: Unit tests are automated tests that verify the behavior of a small unit of code in isolation. I like to write unit tests for every bug reported by a user. This way, I can reproduce the bug in a controlled environment and verify that the fix works as expected and that we wont see a regression. There are many different JavaScript test frameworks like Jest, cypress, mocha, and jasmine. We use... - Source: dev.to / 11 months ago
View more

AWS Data Wrangler mentions (4)

  • Read files from s3 using Pandas/s3fs or AWS Data Wrangler?
    I had no problem with awswrangler (https://github.com/aws/aws-sdk-pandas) and it supports reading and writing partitions which was really helpful and a few other optimizations that made it a great tool. Source: over 1 year ago
  • Redshift API vs. other ways to connect?
    Awslabs has developed their own package for this and given it's for their product, seem likely to maintain it. https://github.com/awslabs/aws-data-wrangler. Source: over 3 years ago
  • Parquet files
    AWS data wrangler works well. it's a wrapper on pandas: https://github.com/awslabs/aws-data-wrangler. Source: over 3 years ago
  • Go+: Go designed for data science
    Yep, agreed. Go is a great language for AWS Lambda type workflows. Python isn't as great (Python Lambda Layers built on Macs don't always work). AWS Data Wrangler (https://github.com/awslabs/aws-data-wrangler) provides pre-built layers, which is a work around, but something that's as portable as Go would be the best solution. - Source: Hacker News / about 4 years ago

What are some alternatives?

When comparing RSpec and AWS Data Wrangler, you can also consider the following products

Cucumber - Cucumber is a BDD tool for specification of application features and user scenarios in plain text.

nSpek - nSpek, build forms and mobile checklists without coding or developers. Canadian Digital Inspections and Form Builder Provider for Heavy Industries such as Mining and Construction.

JUnit - JUnit is a simple framework to write repeatable tests.

Serverspec - Serverspec.github.com :

PHPUnit - Application and Data, Build, Test, Deploy, and Testing Frameworks

Dask - Dask natively scales Python Dask provides advanced parallelism for analytics, enabling performance at scale for the tools you love

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