Native vs cross-platform mobile app development

Smartphones have become essential for communication and entertainment. Developers are creating more apps for a wider range of uses, from AR to weather.

To deliver the best user experience, developers construct mobile apps with the smartphone’s operating system in mind; either Android or iOS. Whether you are targeting an Android or iOS operating system will impact your strategy for developing the application.

There are two ways of developing mobile applications:

Native development that targets a specific operating system. Cross-platform development that targets multiple operating systems.

Choosing between native or cross-platform development is one of the most important decisions in any mobile app project. This single decision has huge implications for the app’s design, the technologies used to create it, and ultimately, the users who can access it.

How to choose between native and cross-platform

The operating systems you are developing for is the fundamental difference between native and cross-platform development. Native mobile development allows you to build apps for either Android or iOS. Cross-platform mobile development allows you to build apps that target several operating systems.

What are the differences between native apps and cross-platform applications, and how are they created? This article explores the answers to these questions and lists the pros and cons of each choice. Learn about what you should consider when you decide which development method to use.

What is a native mobile application?

Native mobile apps are applications developed to target either Android or iOS. Developers usually code applications in a specific programming language depending on the operating system they are developing for.

You write native Android applications using the Java or Kotlin programming languages. Java was the first language used to create Android apps. Google introduced support for Kotlin on Android in 2017. Kotlin supports object-oriented and functional programming, while Java is limited to object-oriented programming.

To develop native iOS applications, you use the Objective-C or Swift programming languages. Objective-C is a superset of the C programming language, and is the first language used to write software running on iOS.

Apple introduced Swift in 2014 during their World Wide Developer Conference. Swift is a powerful general-purpose, high-level programming language for the Apple ecosystem. Apple states that Swift is 2.6 times faster than Objective-C, and the syntax is easier to learn.

Some well-known examples of native mobile applications include:

• Google Maps
• Pinterest
• Spotify
• WhatsApp

Native app tools

In addition to having operating system-specific software development kits (SDKs), native mobile development requires an integrated development environment (IDE).

For Android apps, you need to use Android Studio or IntelliJ IDEA. These tools work on Windows, macOS, or Linux.

For iOS apps, you need to use Xcode or AppCode as your IDE. These tools work only on macOS.

Pros of native mobile applications

Building native mobile applications comes with a set of benefits. These include:

• Better performance: You create and optimize native apps for a specific platform. You also compile them using the platform’s core programming language and APIs. This makes them fast, efficient, and responsive to users’ actions.
• Tight security: Native apps can enhance the security of your user’s data. They have access to platform-specific built-in security features.
• Quality UX: Native apps have a smoother user input and output experience. The look and feel are consistent because they inherit the device’s OS interfaces. They follow design guides for the specific OS, making the flow of the app feel more natural.
• Full feature set access: Native mobile apps can access all features and functionalities of the device, providing a richer, more integrated user experience. They also gain access to services like push notifications, which are key to driving user engagement.
• Minimal bugs: Native app developers get access to updated SDKs as soon as they are released. These updates always ship with improvements and new features.
• Superior on-device AI: Native apps have direct access to platform-optimized machine learning frameworks like CoreML (iOS) and ML Kit (Android), enabling high-performance on-device AI features without network latency.

Cons of native mobile applications

Native mobile applications have a few drawbacks, though. Some disadvantages include:

• Cost: Native mobile applications are usually costly to deploy. You need to have separate teams of developers for the specific platforms. For example, you need developers proficient in Java or Kotlin to create a native Android app. You will also need extra Swift/Objective-C developers for native iOS.
• Development time: Working on apps for separate platforms is resource intensive, and requires more than one team of developers. Maintenance and enhancements also require a lot of effort.
• Lack of code reusability: You have to create and keep code in separate projects to target different mobile operating systems.

What is a cross-platform mobile application?

You create cross-platform mobile applications from a single codebase. The goal of cross-platform app development is to target different operating systems with one project. You create these apps using cross-platform frameworks, which use platform-specific SDKs (Android SDKs and iOS SDKs) from a unified API. This enables you to easily access the different platform SDKs and libraries.

Examples of popular cross-platform frameworks:

• React Native by Meta uses JavaScript as the programming language. With the Hermes engine now enabled by default, React Native precompiles JavaScript into bytecode, significantly reducing startup times and memory usage.
• Flutter by Google uses Dart. Flutter holds approximately 46% of the cross-platform market and leads in developer popularity with over 170,000 GitHub stars. Its Impeller rendering engine enables smooth 60-120Hz animations and near-native performance.
• .NET MAUI by Microsoft (formerly Xamarin) uses C# and XAML.

Developers compile cross-platform mobile apps to utilize native UI elements, which give the app a native feel. As mentioned earlier, they provide an abstraction to the underlying platform SDKs. The exposed sensors include access to GPS, battery level, camera, and microphone.

Well-known examples of cross-platform mobile applications include:

• React Native: Instagram, Skype, Walmart, Coinbase
• Flutter: Google Ads, My BMW App, eBay Motors, Alibaba
• .NET MAUI: The World Bank, NBC Sports, Alaska Airlines

Cross-platform tools

To deploy your app on Android, you still need to have Android SDK installed and a Windows, macOS, or Linux machine. For iOS, you still need to have iOS SDK, Xcode, and exclusively a macOS machine.

These IDEs support the cross-platform frameworks mentioned previously:

• React Native mobile apps: VS Code, Android Studio, WebStorm, Xcode
• Flutter mobile apps: VS Code, Android Studio, IntelliJ
• .NET MAUI mobile apps: Visual Studio

Pros of cross-platform mobile applications

Creating cross-platform mobile applications can benefit you in the following ways:

• Low costs: Cross-platform mobile development needs only a single team of developers knowledgeable in the chosen framework. The app reaches a wider audience so it can start gaining traction and testing the market. Developing one cross-platform app instead of separate native apps can cut development costs by up to 30-40%.
• Code reusability: Cross-platform frameworks allow you to use a single codebase. This ensures consistency in the business logic used.
• Rapid development: By reusing code and improving productivity, you get to market faster. Cross-platform frameworks have also optimized the process of app testing during development.
• Easier maintenance: Updating a cross-platform app is easier because you are dealing with a single codebase. All builds targeting the different platforms use the same code, ensuring consistency.
• Multi-platform reach: The latest cross-platform frameworks enable teams to build one codebase for Android, iOS, web, desktop, and even embedded systems — making them ideal for the multi-device world.

Cons of cross-platform mobile applications

Native app development addresses some of the disadvantages that cross-platform mobile development faces:

• Larger digital footprint: Cross-platform apps are usually larger. You need to pay attention to the mobile optimization options available.
• Difficult integrations: Cross-platform frameworks do not integrate all platform-specific features. Some hardware-specific integrations (like using GPUs) might need devs skilled in native app development.
• Lower performance: Cross-platform frameworks usually bundle a custom runtime to run your app. It is responsible for communicating with platform-specific services. This adds another layer of computation, which can lead to lower performance. However, modern frameworks like Flutter (with Impeller) and React Native (with Fabric architecture) have significantly closed this gap.
• Delayed platform features: New SDK releases typically include new features and updates. With cross-platform frameworks, you have to wait for a separate update to access these newer features.

AI integration in mobile development

AI capabilities have become a key consideration when choosing between native and cross-platform development. Both approaches can integrate AI features, but the implementation strategies differ.

Cloud-based AI features

For cloud-based AI capabilities like chatbots, recommendation engines, natural language processing, and image recognition via APIs, both React Native and Flutter handle integrations well. You call remote AI services through standard HTTP requests, and the cross-platform frameworks manage the communication seamlessly.

On-device machine learning

For on-device AI that requires embedding models directly in the app — such as real-time image classification, speech recognition, or predictive text — native development often provides advantages. iOS is particularly optimized for on-device machine learning through CoreML, which offers tight integration with Apple’s Neural Engine for hardware-accelerated inference.

Both Flutter and React Native can access on-device ML capabilities through plugins and bridges to TensorFlow Lite, CoreML, and ML Kit. However, performance-critical AI applications may still benefit from native implementation to minimize latency and maximize efficiency.

AI-assisted development workflows

Cross-platform frameworks are increasingly well-suited for AI-assisted development practices. Tools like Flutter AI DevTools and React AI Kit simplify the integration of AI features into your apps. Additionally, AI coding assistants work effectively with both frameworks, helping developers generate UI components, debug issues, and implement features faster.

When choosing between native and cross-platform for AI-enabled apps, consider:

• Cloud AI features: Either approach works well.
• On-device ML with strict performance requirements: Native may be preferable.
• Rapid prototyping of AI features: Cross-platform accelerates iteration.
• Multi-platform AI apps: Cross-platform offers significant efficiency gains.

Native versus cross-platform apps: Which is best?

The decision to develop a native or cross-platform app is crucial. There are several scenarios that benefit native over cross-platform apps and vice-versa. Carefully considering your audience, budget, development timeline, performance and security needs, and so on will help you decide which is best.

There are a few areas to consider when deciding which development method to use.

Time to market

This is a widespread concern for startups and new product lines. You want to ship the product early to start getting quality feedback from users. Cross-platform app development would be the best fit for this scenario, as it is quick to build and iterate. Native mobile development would be time-consuming and harder to maintain, which ultimately makes the time to market slower.

Security

You need to consider the reputation of the business and the impact that losing users’ trust would have. The risks can be very high for certain types of mobile applications, such as banking apps. In these scenarios, native mobile development would be a better choice. It provides many built-in security features, including file encryption and intelligent fraud detection using specific OS libraries.

While cross-platform mobile development is ideal for getting the app to market faster, native apps provide superior security, stability, and scalability.

Performance

Mobile apps can have high compute requirements — especially for games or apps with intensive on-device AI processing. For apps that need accelerated performance, native mobile development is often the best fit. Using cross-platform frameworks in this scenario would require extra effort and native app expertise. Optimizing performance for a specific operating system enables you to ensure your application runs as efficiently and effectively as possible.

That said, modern cross-platform frameworks have made significant strides. Flutter and React Native apps now deliver near-native performance for most use cases, with smooth animations and responsive interfaces on up-to-date devices.

Development costs

Some companies have higher budgets than others to develop mobile apps. For lower budgets, opt for cross-platform apps, as you only need a small team. Cross-platform development also allows you to keep costs in check by reusing your code and projects.

Conclusion

To create a successful, stable, and well-received mobile application, you need to decide which operating system — or systems — you want your application to be compatible with. Although you can use both native and cross-platform development methods for Android and iOS operating systems, make sure you consider the tools, methods, benefits, and drawbacks for each method when developing your mobile application.

Whether your users are on Android or iOS operating systems, you need to ensure that you create your application with security, performance, and scalability in mind. There is no one-size-fits-all solution to developing a mobile application. Neither cross-platform nor native development will be best-suited to every use case. Continually assess the unique needs of each mobile app project to determine if it is better suited for native or cross-platform. Consider the future plans for the application — including AI capabilities — even when you are just getting started.

To learn how you can accelerate your mobile development by building, testing, and deploying your applications in the cloud, read more about continuous integration for mobile application development and get started with a free CircleCI account today.