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Numba VS TestComplete

Compare Numba VS TestComplete and see what are their differences

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Contents:
  1. ยป Base Details
  2. ยป Videos
  3. ยป Reviews
  4. ยป Alternatives

Numba logo Numba

Numba gives you the power to speed up your applications with high performance functions written...

TestComplete logo TestComplete

TestComplete Desktop, Web, and Mobile helps you create repeatable and accurate automated tests across multiple devices, platforms, and environments easily and quickly.
  • Numba Landing page
    Landing page //
    2019-09-05
  • TestComplete Landing page
    Landing page //
    2023-09-20

Numba features and specs

  • Performance
    Numba can significantly increase the speed of execution for numerically intensive Python code by compiling Python functions to optimized machine code using LLVM.
  • Ease of Use
    Numba is user-friendly and requires minimal code changes. Often, just applying a decorator to functions is enough to gain performance benefits.
  • Integration with NumPy
    Numba works well with NumPy, allowing users to compile functions that utilize NumPy arrays efficiently.
  • JIT Compilation
    It supports Just-In-Time (JIT) compilation, enabling functions to be compiled at runtime, which allows for optimizations based on actual usage.
  • GPGPU Acceleration
    Numba offers support for GPU acceleration, which can further enhance performance by offloading tasks to NVIDIA GPUs using CUDA.

Possible disadvantages of Numba

  • Limited Python Feature Support
    Numba does not support all Python features and standard library modules, which can limit its applicability for certain functions or applications.
  • Compilation Overhead
    The initial compilation of functions can add overhead, which might negate performance gains for small or simple tasks.
  • Debugging Difficulty
    Debugging Numba-compiled code can be challenging due to the compiled nature of the code, which may obscure typical Python error messages.
  • Complex Code Compatibility
    More complex Python constructs, such as classes and closures, are not fully supported, requiring workarounds or alternative solutions.
  • Dependency on LLVM
    Numba heavily relies on the LLVM library for compilation, which can complicate installation and increase dependency size.

TestComplete features and specs

  • Ease of Use
    TestComplete has a user-friendly interface that allows both technical and non-technical users to create automated tests with ease.
  • Scriptless Testing
    The tool supports keyword-driven testing, enabling users to create automated tests without any scripting knowledge.
  • Multi-Technology Support
    TestComplete supports testing for a wide range of technologies, including desktop, web, and mobile applications, making it a versatile tool.
  • Integration Capabilities
    It easily integrates with other SmartBear tools and third-party tools like JIRA, Jenkins, and Azure DevOps, facilitating a smooth CI/CD process.
  • Parallel Test Execution
    TestComplete allows for parallel test executions, which can significantly reduce the total testing time and speed up the development cycle.
  • Object Recognition
    The tool includes advanced object recognition methods that ensure automated tests are stable and resilient to changes in the application's UI.
  • Comprehensive Reporting
    TestComplete provides detailed test reports and logs, helping teams quickly diagnose and address any issues that arise during testing.

Possible disadvantages of TestComplete

  • Cost
    TestComplete is relatively expensive compared to other automated testing tools, which can be a significant investment for small and medium-sized businesses.
  • Resource Intensive
    The tool can be resource-intensive, requiring significant system resources for smooth operation, which might affect performance on less powerful machines.
  • Learning Curve
    Despite its user-friendly interface, there can be a steep learning curve for users who want to utilize its more advanced features.
  • Limited Community Support
    Compared to some other popular testing tools, TestComplete has a smaller user community, which can make it challenging to find solutions to uncommon issues.
  • Complex Licensing Model
    The licensing model can be complex, potentially confusing for new users who need to understand different types of licenses and their limitations.

Analysis of Numba

Overall verdict

  • Numba is considered good, especially if your work involves numerical computations that can take advantage of its just-in-time compilation. Its ability to speed up Python code while allowing you to remain within the Python ecosystem makes it a valuable tool for performance optimization in computationally demanding applications.

Why this product is good

  • Numba is a just-in-time compiler for Python that is particularly effective for numerical and scientific computing. It translates Python functions to optimized machine code at runtime using the LLVM compiler infrastructure. This can significantly accelerate execution speed, especially for operations that involve loops and computationally intensive tasks. It's an attractive option for developers looking for performance optimization without having to write C or C++ code. Numba is also easy to integrate with other popular scientific computing libraries such as NumPy.

Recommended for

  • Data scientists and engineers working with large datasets.
  • Developers involved in scientific computing and numerical analysis.
  • Researchers needing to optimize algorithms for speed without leaving Python.
  • Educational purposes for those learning about compiling and performance acceleration.

Analysis of TestComplete

Overall verdict

  • Overall, TestComplete is considered a robust and comprehensive tool for automated testing. Its user-friendly interface and powerful testing capabilities make it a worthwhile investment for many organizations aiming to improve their software testing processes.

Why this product is good

  • TestComplete is a popular automation tool for UI testing, known for its ease of use, broad range of supported applications, and testing capabilities. It supports multiple scripting languages, such as JavaScript, Python, and VBScript, allowing testers with varying coding skills to utilize it effectively. Its record-and-playback feature makes creating tests straightforward, and its extensive integration options with other tools enhance its functionality and flexibility. Additionally, TestComplete automates functional, regression, and performance testing, which contributes to higher-quality software releases.

Recommended for

    TestComplete is recommended for organizations seeking a reliable UI testing tool that supports both desktop, mobile, and web applications. It is especially beneficial for testers who appreciate the flexibility of choosing from multiple scripting languages or those who prefer a record-and-playback approach. It suits both small teams looking for straightforward solutions and larger enterprises that require more advanced integration and automation capabilities.

Numba videos

+ Add

The Criminal History of RondoNumbaNine

More videos:

  • Review - lucky numba review
  • Review - RondoNumbaNine - Free RondoNumbaNine "Clint Masseyโ€ (Official Interview - WSHH Exclusive)

TestComplete videos

+ Add

TestComplete: The Easiest-to-Use Automated UI Testing Tool

Category Popularity

0-100% (relative to Numba and TestComplete)

Numba

TestComplete

Website Builder
100 100%
Website Builder
0% 0
Automated Testing
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Automated Testing
100% 100
Website Design
100 100%
Website Design
0% 0
Website Testing
0 0%
Website Testing
100% 100

User comments

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Reviews

These are some of the external sources and on-site user reviews we've used to compare Numba and TestComplete

Numba Reviews

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TestComplete Reviews

Best Automation Testing Tools (Free and Paid) | July 2022
TestComplete is a commercial testing tool and it allows you to create reusable tests for all web applications including modern JavaScript frameworks like React and Angular on 2050+ browser and platform configurations.
Source: www.softwaretestingmaterial.com
Top 10 Best Selenium Alternatives You Should Try
TestComplete is an influential and tough automated tool for testing mobile, desktop and web applications. It can be integrated with open source tools like Selenium, Jenkins etc. TestComplete supports few name mapping functions and GUI features that are not available with Selenium.
Source: www.softwaretestinghelp.com
Top 6 Complete Automation Testing Solutions
TestComplete is an automation testing tool developed by SmartBear and used for web, mobile and desktop applications. The main feature of this tool is the object recognition engine that can detect dynamic elements from a UI.
Source: dzone.com
Top 20 Best Automation Testing Tools in 2019 (Comprehensive List)
TestComplete is the top automation testing tool for desktop, mobile and web applications. With TestComplete, you can build and run functional UI tests via robust record & replay capabilities or by scripting in your favorite languages, including Python, JavaScript, VBScript and more.
Source: www.softwaretestinghelp.com
Top 20 Best Automation Testing Tools in 2018 (Comprehensive List)
TestComplete is the top automation testing tool for desktop, mobile and web applications. With TestComplete, you can build and run functional UI tests via robust record & replay capabilities or by scripting in your favorite languages, including Python, JavaScript, VBScript and more.
Source: www.softwaretestinghelp.com

Social recommendations and mentions

Based on our record, Numba seems to be a lot more popular than TestComplete. While we know about 94 links to Numba, we've tracked only 2 mentions of TestComplete. 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.

Numba mentions (94)

  • Python JIT project was asked to pause development
    Also you can use projects like numba https://numba.pydata.org/. - Source: Hacker News / 26 days ago
  • I Use Nim Instead of Python for Data Processing
    >Not type safe That's the point. Look up what duck typing means in Python. Your program is meant to throw exceptions if you pass in data that doesn't look and act how it needs to. This means that in Python you don't need to do defensive programming. It's not like in C where you spend many hundreds of lines safe-guarding buffer lengths, memory allocation, return codes, static type sizes, and so on. That means that... - Source: Hacker News / almost 2 years ago
  • Gravitational Collapse of Spongebob
    I believe it is using Numba which converts to machine code. https://numba.pydata.org/. - Source: Hacker News / over 2 years ago
  • Mojo๐Ÿ”ฅ: Head -to-Head with Python and Numba
    Around the same time, I discovered Numba and was fascinated by how easily it could bring huge performance improvements to Python code. - Source: dev.to / almost 3 years ago
  • Mojo: The usability of Python with the performance of C
    Or you use numba [1]. Then you can use a subset of plain Python. [1] https://numba.pydata.org/. - Source: Hacker News / almost 3 years ago
View more

TestComplete mentions (2)

  • How to create step recording program like testcomplete?
    I've been working with Selenium and Python for the past two years and I can say I've good enough experience with them about now. One thing that has always bothered me is how much manual work I have to do in order to implement the steps I need my program to make. So I've been thinking of making my own "step recorder", something in the vein of TestComplete. I've been using PyAutoGui too and the thought of crossing... Source: over 3 years ago
  • Looking for OS automation software
    SmartBear TestComplete and Ranorex both offer 30-day free trials to try them out. Their suites make it easy to automate desktop apps, but licensing is expensive. Part of what you pay for is being able to write "codeless" tests by recording your mouse and keyboard activity and validating whatever you want on the app. Source: over 4 years ago

What are some alternatives?

When comparing Numba and TestComplete, you can also consider the following products

Cython - Cython is a language that makes writing C extensions for the Python language as easy as Python...

Sauce Labs - Test mobile or web apps instantly across 700+ browser/OS/device platform combinations - without infrastructure setup.

NumPy - NumPy is the fundamental package for scientific computing with Python

Ranorex Studio - Accelerate testing with Ranorex Studio, the all-in-one tool for test automation. For desktop, web, or mobile app testing, with easy codeless automation tools, a full IDE, robust object recognition, flexible reporting and built-in Selenium WebDriver.

Nim (programming language) - The Nim programming language is a concise, fast programming language that compiles to C, C++ and JavaScript.

soapUI - SoapUI Pro is one of the most prominent API testing platforms around, allowing developers to quickly prototype the functions of their apps and get them to market with little hassle.

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