Best 20 Test Automation Frameworks in 2025

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Best 20 Test Automation Frameworks in 2025

Choosing the right test automation framework is crucial for delivering high-quality applications quickly and efficiently.

Modern test automation frameworks offer greater scalability, faster execution, and better integration with CI/CD pipelines.

This article highlights the top test automation frameworks that stand out for their performance, flexibility, and ease of use, helping teams streamline testing and accelerate releases.

What are Test Automation Frameworks?

Test automation frameworks are a set of rules and corresponding tools that are used for building test cases. It is designed to help engineering functions work more efficiently.

The general rules for automation frameworks include coding standards that you can avoid manually entering, test data handling techniques and benefits, accessible storage for the derived test data results, object repositories, and additional information that might be utilized to run the tests suitably.

Best Test Automation Frameworks in 2025

Here are some of the top test automation frameworks used by developers across the globe:

Top Test Automation Frameworks

  1. Selenium
  2. Cypress
  3. Playwright
  4. WebDriverIO
  5. TestCafe
  6. NightwatchJS
  7. Appium
  8. Cucumber
  9. Puppeteer
  10. Katalon Studio
  11. Gauge
  12. Mocha
  13. Jasmine
  14. Serenity BDD
  15. Robot Framework
  16. Taiko
  17. Karate
  18. RedwoodJS Testing Framework
  19. Ranorex
  20. OwlityAI

Below is a detailed explanation of each test automation framework.

Note: Tools mentioned below are in random order and not sorted by ranking. The article intends to help the organization choose the best framework that fits it so the opinion is unbiased.

1. Selenium

Selenium is a widely-used, open-source automation testing tool designed for web applications. It supports various browsers and programming languages, making it flexible and widely adopted.

With its powerful components like WebDriver and Grid, it helps in automating web application testing across different environments.

Key Features of Selenium: 

  1. Supports multiple programming languages (Java, Python, C#, etc.)
  2. Cross-browser and cross-platform testing
  3. Integration with various CI/CD tools
  4. Large community and extensive documentation

Components of Selenium Test Automation

  • Selenium IDE: Selenium IDE helps to record and play back your tests.
  • Selenium Grid: Helps to run tests across multiple machines parallelly.
  • Selenium WebDriver: Selenium WebDriver is most useful in running the Selenium tests across the browser.
  • Selenium RC: Selenium RC helps write test cases in different programming languages to automate UI tests for web applications against any HTTP website. It is not much in use these days.

Advantages:

  • Open-source, no licensing cost.
  • Supports multiple programming languages (Java, Python, C#, etc.).
  • Compatible with major browsers (Chrome, Firefox, Safari).
  • Supports cross-platform testing (Windows, Linux, Mac).
  • Allows parallel execution using Selenium Grid.

Disadvantages:

  • Requires setup and customization, which can be difficult for beginners.
  • Limited support for mobile testing compared to other tools.
  • Dependency on browser-specific drivers, causing slower test execution.
  • High maintenance with third-party packages for reporting and assertions.
  • Challenges with modern web frameworks like React, Angular.

2. Cypress

Cypress has changed the UI automation framework mindset by providing rich features. It is one of the trending test automation tools in the market. Cypress is an Open Source Tool that provides Cypress Dashboard as a professional service with the priced package.

Key Features of Cypress:

  1. Runs directly in the browser for faster execution
  2. Real-time reloads and automatic waiting
  3. Built-in debugging and time-travel feature
  4. Strong support for modern JavaScript frameworks

Advantages:

  • Easy setup and installation process.
  • Built-in support for API, unit, and end-to-end testing.
  • Fast and reliable tests with automatic waiting.
  • Interactive test runner with real-time feedback.
  • Good documentation and community support.

Disadvantages:

  • Supports only JavaScript/TypeScript, limiting language flexibility.
  • Limited cross-origin support (issues with multi-domain applications).
  • No built-in support for the Page Object Model pattern.
  • Difficult to manage parallel testing setups.
  • Lacks native support for mobile app testing.

3. Playwright

Playwright was launched in 2020, and within a few years, it has matured and attracted many users. This is because of their aggressive release strategy and well-documented code.

Playwright is an Open source tool.

However, it is attached to the Microsoft brand. It is one of the pioneers in headless browser testing, which makes it popular.

Key Features of Playwright:

  1. Supports Chromium, Firefox, and WebKit
  2. Handles multiple browser contexts
  3. Network interception and mocking capabilities
  4. Auto-wait for elements and actions

Advantages:

  • Supports multiple languages (JavaScript, Python, Java, C#).
  • No WebDriver dependency for faster execution.
  • Allows testing across multiple browsers (including Safari on Windows).
  • Supports parallel test execution and cross-browser testing.
  • Built-in debugging tools (Playwright Inspector, Trace Viewer).

Disadvantages:

  • Limited support for native mobile app testing.
  • WebKit only provides Safari testing on Windows (not full Safari).
  • Some language bindings are unstable at times.
  • No direct Cucumber support without third-party plugins.
  • Newer tool with fewer established resources compared to Selenium.

4. WebDriverIO

WebdriverIO is not a new framework and has existed for a long time. WebdriverIO is somewhat similar to Selenium with JavaScript, as it uses Selenium libraries internally. It is Open source and part of the OpenJS foundation.

Key Features of WebDriverIO:

  1. Supports both Selenium and DevTools protocols
  2. Rich plugin architecture
  3. Built-in test runner with parallel execution
  4. Integration with various services and reporters

Advantages:

  • Supports a wide range of browsers and mobile testing.
  • Extensible with many plugins and custom integrations.
  • Parallel testing and multi-window support.
  • Good support for the Page Object Model pattern.
  • Works with both JavaScript and TypeScript.

Disadvantages:

  • Relies on WebDriver for execution, adding an extra layer of complexity.
  • Requires migration to new versions with each update.
  • Documentation may not be comprehensive enough for beginners.
  • Relatively slow compared to WebDriver-based frameworks.
  • Complex setup for advanced features like parallel testing.

5. TestCafe

TestCafe is a Node.js-based testing framework that requires no browser driver, offering fast and reliable test automation for web applications.

Key features of TestCafe:

  1. No browser plugins or WebDriver required
  2. Tests run in real browsers
  3. Supports JavaScript and TypeScript
  4. Automatic waiting and smart assertion query mechanism

Advantages:

  • Easy setup with no additional dependencies.
  • Supports parallel testing and multiple browsers.
  • Stable and fast test execution.
  • Built-in support for Page Object Patterns.
  • Suitable for beginners with simple syntax and good documentation.

Disadvantages:

  • Limited to JavaScript/TypeScript for scripting.
  • No support for third-party assertion libraries.
  • Only supports CSS selectors for element identification.
  • Customization options are more limited compared to other frameworks.
  • Requires learning TestCafe’s specific syntax and API.

6. NightwatchJS

NightwatchJS is a NodeJS-based framework built with NodeJS that uses the Webdriver Protocol. BrowserStack maintains Nightwatch. Nightwatch can be used for End to End testing, API Testing, Unit testing, and Integration Testing using the combination of NodeJS services and NightWatchJS API.

Key Features of NightwatchJS

  1. All-in-one testing solution with built-in test runner
  2. Supports Selenium WebDriver and DevTools protocol
  3. Simple syntax for writing tests
  4. Integration with popular CI/CD tools

Advantages of the NightwatchJS

  • NightwatchJS is easy to install and setup
  • NightwatchJS test scripts are more readable
  • It can be used for different types of testing
  • It supports multiple browser testing, such as Chrome, Firefox, Edge, etc.
  • NightwatchJS framework is easy to customize or extend
  • NightwatchJS supports page object pattern

Limitations of NightwatchJS

  • Since NightwatchJS uses Selenium in the backend, any limitation of Selenium will also follow in NightwatchJS.

7. Appium

Appium is an open-source UI automation framework that supports native mobile application automation. With Appium, one can test Android, iOS, and windows SDK native mobile apps. Appium has a good GUI that helps inspect and efficiently write the code.

Key Features of Appium: 

  1. Cross-platform mobile testing for iOS and Android
  2. Supports multiple programming languages
  3. Utilizes WebDriver protocol for automation
  4. No need to modify the app for testing

Advantages of Appium:

  • Appium is an open-source library, saving costs for the license.
  • Cross-Platform Support Appium Provides cross-platform support for Safari on IOS and Chrome and in the built browser for Android, and the test works seamlessly across the devices.
  • Appium supports multiple programming languages such as Java, Ruby, C#, PHP, and Python
  • Appium framework can be easily integrated with the Selenium framework.
  • Supports real devices, emulators, and simulators
  • Appium provides a recording tool that is easy for beginners to start testing mobile applications.
  • Appium supports cloud-based testing such as Browserstack, etc.
  • Appium can be easily integrated with DevOps tools.

Disadvantages of Appium

  • Setting up the Appium framework requires extra effort and expertise in coding.
  • Integrating reports is difficult compared to other frameworks.
  • Appium supports Android versions 4.3 and above
  • Appium’s support for the hybrid application is complicated; switching from a browser to a native app requires writing complex code

Appium is the most popular framework for mobile testing. However, the setup requires coding expertise. So the beginner might feel complicated. Appium can be integrated with Selenium; you can seamlessly make the framework work across the computer and mobile with the customized framework. If you already have a Selenium-based framework ready and looking for a tool to extend the framework for mobile applications, then Appium is the best choice.

8. Cucumber

Cucumber is an Open Source framework for Behavior Driven Development and Testing (BDD). Cucumber comes in various flavors, such as Java, Javascript, SpecFlow for C#, etc.

Cucumber is most popular because of its integration with different types of frameworks. Nowadays, almost all major automation frameworks support the Cucumber framework. Cucumber Tests are written in Gherkin language, called feature files, and the implementation is written in a step definition file.

Key Features of Cucumber

  1. Behavior-Driven Development (BDD) framework
  2. Uses Gherkin syntax for test scenarios
  3. Enhances collaboration between technical and non-technical stakeholders
  4. Integrates with various testing tools like Selenium

Advantages of Cucumber

  • Easy to write the test, since it is in natural Gherkin language format.
  • The business teams can understand the features and test cases
  • High reusability can be achieved without technical knowledge
  • Easy to translate business requirements to test cases

Disadvantages of Cucumber

  • Cucumber is just a layer on top of your testing framework. Cucumber alone can’t be used for building a framework. So the testers must have skills in the TDD framework like Selenium and Cypress
  • Maintaining the Cucumber framework is challenging.

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9. Puppeteer

Puppeteer is an open-source framework managed by Google. Puppeteer is built with NodeJS and supports Javascript/Typescript programming languages. Puppeteer is shipped with Apache 2.0 License. Puppeteer is the best tool for speed and stability, but its main problem is that it officially supports only Chromium-based browsers.

Key Feature of Puppeteer:

  1. Headless browser automation for Chrome and Firefox
  2. Provides high-level API for browser control
  3. Supports screenshot and PDF generation
  4. Useful for web scraping and automated testing

Advantages of Puppeteer 

  • Puppeteer supports headless browser testing.
  • It supports executing custom JavaScript making it easy to interact with dynamic content.
  • Puppeteer is often used for end-to-end testing, integration testing, and functional testing.
  • Puppeteer provides detailed error messages and debugging capabilities.

Disadvantages of Puppeteer 

  • Puppeteer does not include built-in test management features, such as test case organization, reporting, or result tracking
  • It operates in a single-threaded environment, hence needs additional setup or configuration like BrowserStack Automate to run Parallel Tests.
  • Cross Browser Testing with Puppeteer can be a challenge as it does not natively support other browsers like Firefox, Safari, or Edge.
  • Puppeteer is tightly coupled with Chrome/Chromium, tests may not always reflect how other browsers handle the same web content.

10. Katalon Studio

Katalon Studio is not an Open Source. However, it has a Free version; since many manual testers consider it helpful due to its recording feature and hassle-free integration. Katalon Studio supports Windows, macOS, and Linux-based systems. There are limited features available in Katalon Free version.

Note: Katalon is a free tool, not an Open-source. Unlike open-source project the feature and restrictions are controlled by Katalon. It can change at any time.

Key Features of Katalon Studio:

  1. All-in-one test automation solution
  2. Supports web, API, mobile, and desktop testing
  3. Built-in keywords for test creation
  4. Integration with CI/CD and test management tools

Advantages of Katalon Studio

  • It supports testing for web applications, mobile applications (iOS and Android), and APIs.
  • Katalon Studio includes a built-in IDE with features such as code editors, debugging tools, and test execution reports.
  • It provides record-and-playback functionality that allows users to capture interactions.
  • Katalon integrates with various CI/CD tools

Disadvantages of Katalon Studio

  • Katalon has a steep learning curve.
  • While Katalon offers a free version, some advanced features and enterprise capabilities are available only through paid licenses.
  • Difficult to manage test data at large scale.
  • Relying heavily on Katalon’s built-in functionalities may lead to challenges, if you need to integrate with other tools or systems

11. Gauge

Gauge is an Open Source Test Automation framework, mostly used for Acceptance Testing. Gauge tests contain two files, the specification file, which is similar to the feature file in Cucumber. Still, the syntax will be different and the other file is the implementation file which is similar to the definition file in Cucumber.

Gauge can be integrated with C#, Java, JavaScript ruby, etc. It is easy to Integrate with DevOps tool and also supports running parallel tests. However, as the user base is less, the community support for the Gauge is considerably low.

Key Features of Gauge:

  1. Lightweight cross-platform test automation
  2. Supports multiple languages like Java, C#, and JavaScript
  3. Uses Markdown for test specification
  4. Plugin-based architecture for extensibility

Advantages of Gauge

  • Through integration with tools like Selenium, Gauge supports cross-browser and cross-device testing.
  • Gauge integrates well with version control systems like Git.
  • Gauge integrates seamlessly with popular CI/CD tools like Jenkins, Bamboo, and GitLab CI.
  • Gauge has a growing ecosystem of plugins that extend its functionality.
  • Gauge supports different programming languages like Java, C#, Ruby, and Python.

Disadvantages of Gauge

  • Gauge has a steep learning curve.
  • It has Limited Built-In Features since it focuses more on modularity.
  • Gauge may experience performance issues when handling very large or complex test suites.
  • It lacks detailed documentation which makes troubleshooting difficult.

12. Mocha

Mocha is a flexible and feature-rich JavaScript test framework running on Node.js. It’s often used for backend and frontend testing and works seamlessly with assertion libraries like Chai.

Key Feature of Mocha

  1. JavaScript test framework for Node.js
  2. Supports asynchronous testing
  3. Provides flexible and accurate reporting
  4. Works well with assertion libraries like Chai

Advantages:

  • Supports asynchronous testing using async/await.
  • Highly flexible and works with various assertion libraries (e.g., Chai).
  • Detailed and customizable reporting options.
  • Easily integrates with other tools and frameworks.
  • Simple and readable syntax, ideal for unit and integration testing.

Disadvantages:

  • Requires separate setup for assertion and mocking libraries.
  • May need more configuration for structured projects.
  • Lacks built-in support for browser automation.
  • Limited out-of-the-box support for test parallelization.
  • Debugging can be tricky without proper configurations.

13. Jasmine

Jasmine is a behavior-driven development (BDD) framework for testing JavaScript code. It’s known for its clean syntax and ability to test synchronous and asynchronous code without relying on other tools.

Key Features of Jasmine

  1. Behavior-Driven Development framework for JavaScript
  2. No external dependencies required
  3. Runs in browsers and Node.js
  4. Provides spies, mocks, and stubs for testing

Advantages:

  • No need for external assertion or mocking libraries.
  • Easy-to-read BDD-style syntax.
  • Supports both synchronous and asynchronous testing.
  • Provides built-in spies for mocking and tracking function calls.
  • Works well with Angular and similar frameworks.

Disadvantages:

  • Limited customization compared to frameworks like Mocha.
  • Can be verbose for complex test scenarios.
  • No built-in support for browser automation.
  • Less active community compared to modern tools like Jest.
  • Reporting features are minimal without external plugins.

14. Serenity BDD

Serenity BDD is a Java-based open-source library for writing cleaner, more maintainable acceptance tests. It integrates seamlessly with Selenium, Cucumber, and JUnit to offer rich reports and automate user stories in a business-readable format.

Key Features of Serenity BDD:

  1. Enhances Selenium and Appium with BDD capabilities
  2. Generates rich test reports
  3. Integrates with JUnit and Cucumber
  4. Supports automated acceptance testing

Advantages:

  • Combines test automation with living documentation.
  • Powerful and visually appealing HTML reports.
  • Integrates with Cucumber, JUnit, and WebDriver.
  • Promotes reusable steps and modular test code.
  • Ideal for Agile teams practicing BDD.

Disadvantages:

  • Steep learning curve for beginners.
  • Complex setup and configuration.
  • Best suited for Java-based projects; limited language support.
  • Heavy framework can slow down execution with large test suites.
  • May require additional plugins for broader tool integration.

15. Robot Framework

Robot Framework is a generic open-source automation framework designed for acceptance testing and robotic process automation (RPA).

Key Features of Robot Framework:

  1. Keyword-driven test automation
  2. Supports web, mobile, API, and desktop testing
  3. Extensible with Python and Java libraries
  4. Integration with CI/CD tools

Advantages:

  • Keyword-driven testing makes it highly readable and accessible.
  • Supports integration with Selenium, Appium, REST APIs, and more.
  • Extensive library ecosystem for extending functionality.
  • Platform-independent and supports parallel execution.
  • Rich reporting and log output by default.

Disadvantages:

  • Performance can lag with large-scale test suites.
  • Not suitable for complex programming logic due to limited flow control.
  • Requires learning its unique syntax and structure.
  • Tests can become verbose and hard to maintain if not structured well.
  • Primarily Python-based; fewer options for integration with other languages.

16. Taiko

Taiko is a free and open-source Node.js browser automation tool developed by the creators of Gauge. It is designed for reliable and readable browser automation, focusing on modern web applications.

Key Features:

  • Smart selectors that wait automatically
  • Easy syntax using JavaScript
  • Headless and headful browser support
  • Works seamlessly with Chromium-based browsers

Advantages:

  • Simple and developer-friendly syntax
  • Automatically handles waits and retries
  • Works well with dynamic web apps
  • Integrates nicely with Gauge for BDD-style tests

Disadvantages:

  • Limited browser support (mainly Chromium)
  • Smaller community and ecosystem than Selenium or Cypress

17. Karate

Karate is a unified test automation framework that combines API, Web UI, performance, and mocking tests in one DSL-based tool. It’s ideal for teams looking to simplify test development with minimal coding.

Key Features:

  • Simple Gherkin-like syntax for writing tests
  • Native support for HTTP, JSON, XML, and UI testing
  • Supports parallel test execution
  • Built-in test doubles and mocks

Advantages:

  • Great for full-stack testing (API + UI)
  • No need for writing custom Java code
  • Lightweight setup and easy to maintain
  • Offers performance testing capabilities

Disadvantages:

  • Less flexibility for advanced UI test logic
  • Not ideal for highly interactive UI workflows

18. RedwoodJS Testing Framework

RedwoodJS is a full-stack JavaScript/TypeScript framework with built-in testing support for components, services, and scenarios. Though framework-specific, its testing ecosystem is robust and integrates seamlessly into CI workflows.

Key Features:

  • Built-in support for Jest and React Testing Library
  • Isolated testing of API and UI layers
  • Mocking and fixtures support for realistic scenarios
  • CLI utilities for fast test generation and execution

Advantages:

  • Great DX for full-stack JS applications
  • No need to configure external testing tools
  • Tight integration with GraphQL and Prisma

Disadvantages:

  • Tied to RedwoodJS apps
  • Less suitable for teams not using full-stack JS frameworks

19. Ranorex

Ranorex is a comprehensive test automation tool for desktop, web, and mobile applications.

Key Features:

  • GUI object recognition and capture
  • Supports keyword-driven and data-driven testing
  • Integration with CI/CD pipelines
  • Test reporting and analytics

Advantages:

  • User-friendly interface for non-programmers
  • Robust object recognition reduces test flakiness
  • Comprehensive support for various application types

Disadvantages:

  • Commercial license required
  • Limited support for non-Windows platforms

20. OwlityAI

OwlityAI is an AI-driven test automation framework focusing on reducing manual effort in test maintenance.

Key Features:

  • AI-based test generation and maintenance
  • Self-healing tests that adapt to UI changes
  • Integration with CI/CD pipelines
  • Analytics and reporting dashboards

Advantages:

  • Minimizes manual test maintenance
  • Enhances test stability with AI-driven healing
  • Provides insights through analytics

Disadvantages:

  • Relatively new in the market
  • May have limited community support

Benefits of Test Automation Frameworks

Here are the key reasons why test automation frameworks are important:

  • Increased Efficiency: Automation frameworks streamline the testing process by reducing the need for repetitive manual testing tasks leading to faster feedback and shorter development cycles.
  • Consistency and Reliability: Automated tests follow the same steps every time they run, which helps ensure consistent execution and reliable results. This reduces the likelihood of human error and provides more dependable test outcomes.
  • Code Reusability: Test automation frameworks promote the reuse of test scripts and components. This modular approach allows testers to create reusable test cases and libraries, reducing redundancy and effort.
  • Scalability: Automation frameworks can execute a high volume of tests across various environments and configurations, making it easier to scale testing efforts as the application grows.
  • Early Defect Detection: Automated helps detect defects early in the development process, leading to faster resolution and reduced costs.
  • Regression Testing: Automation frameworks are particularly useful for regression testing, where the same tests need to be repeated to ensure new changes haven’t adversely affected existing functionality.
  • Improved Test Coverage: Automation allows for more extensive test coverage by enabling the execution of a large number of test cases and scenarios, including edge cases and complex scenarios that might be impractical to test manually.
  • Efficient Use of Resources: By automating repetitive testing tasks, teams can focus on more complex testing activities and exploratory testing. This optimizes the use of human resources and allows for better allocation of testing efforts.
  • Reduced Costs: It leads to long-term savings by reducing the time and effort required for manual testing. The efficiency and scalability of automation can result in significant cost benefits over time.
  • Enhanced Accuracy: Automated tests are less prone to errors compared to manual tests. They execute the same steps precisely each time, leading to more accurate and consistent results.
  • Continuous Testing Support: Automation frameworks integrate well with CI/CD pipelines, enabling continuous testing of code changes. This helps maintain code quality and stability throughout the development lifecycle.

Types of Automated Testing Frameworks

Here’s a quick overview of the most commonly used automation testing frameworks, each offering unique advantages for test efficiency and maintainability:

  1. Data-Driven Framework: This framework stores test data externally (e.g., Excel, CSV), allowing testers to run the same test script with multiple data sets, ideal for validating different input scenarios without rewriting code.
  2. Keyword-Driven Framework: This framework separates test logic from test scripts using keywords stored in external files. Each keyword represents a specific action, enabling non-programmers to create tests by combining predefined actions.
  3. Hybrid Framework: This hybrid framework combines the strengths of data-driven and keyword-driven frameworks. It enhances flexibility and reusability by supporting multiple test scenarios with structured logic and external data.
  4. Linear Scripting Framework: Also known as Record and Playback, this framework is straightforward and script-based. It’s suitable for simple test cases but lacks modularity, making it harder to scale and maintain.
  5. Module-Based Framework: Divides the application into separate modules, each with its own script. Changes in one module don’t affect others, making it highly maintainable and reusable. However, one key disadvantage is that creating and managing modules can be time-consuming.

How to Choose the Right Test Automation Framework?

The decision should be based on a clear understanding of several key factors:

  • Project Needs: Consider the size, complexity, and nature of the application. For example, data-heavy apps may benefit from a data-driven approach.
  • Team Skillset: Choose a framework that aligns with your team’s expertise. Complex tools may require advanced programming knowledge and training.
  • Maintainability & Scalability: Look for frameworks that support modular test structures and can scale with growing project demands.
  • Tool Integration: Ensure the framework integrates smoothly with your CI/CD pipeline, version control, and reporting tools.
  • Customization Options: A flexible framework that allows custom reporting, plugin support, or additional features can better suit evolving needs.

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Importance of Testing on Real Device with BrowserStack Automate

Testing on real devices is crucial to ensuring your application behaves as expected in real-world conditions. Emulators and simulators often fail to replicate actual device behavior, network variability, and hardware-specific issues.

BrowserStack Automate allows automated testing on their real device cloud across a wide range of real devices and browsers in real user conditions. This helps teams identify and fix issues early in the development cycle.

Key Benefits of using BrowserStack Automate:

  • Access to 3500+ real devices and browsers
  • Reliable results that reflect real user conditions
  • No infrastructure setup or maintenance required
  • Faster releases through parallel test execution
  • Integrates easily with popular frameworks like Selenium, Cypress, and Playwright

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Conclusion

Selecting the most appropriate test automation framework requires a strategic approach that considers your organization’s specific needs.

Rather than choosing a framework based on popularity, focus on long-term maintainability, scalability, and alignment with technical requirements.

Conducting a thorough evaluation, including a proof of concept, can help avoid costly framework changes later. Regardless of the tool you choose, testing on real devices using platforms like BrowserStack Automate ensures accurate results and a better end-user experience.

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