Top 5 virtual hat try-on SDKs for E-commerce businesses in 2025

In this world of busy schedules and tight deadlines, it is not possible for everyone to go for in-store shopping. However, the fashion industry has seen various innovations with the advancement in technology that has brought a global change and growth. One of the biggest advancements that the fashion industry has witnessed is the implementation of artificial intelligence and augmented reality.

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With the implementation of these technologies, the fashion industry is expected to grow at a CAGR of 26.4% from 2024 to 2030 worldwide. It provides virtual try-ons for different industries, including clothing, hats, eyewear, shoes, and more. Among all these virtual try-ons, one of the most emerging and trending VTO technologies is virtual hat try-on that businesses are using to increase their customer satisfaction and online shopping experience.

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I spent my ample amount of time learning more about virtual hat try-on SDKs and how they have been helping hat businesses in increasing user engagement, reducing return rates, enhancing customer satisfaction, and offering realistic 3D models. In this blog, I have listed the top 5 virtual hat try-on SDKs that are leading e-commerce stores in 2025. I have also mentioned their features and specifications that will help you select the best virtual try-on SDK for your online store.

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Top 5 virtual hat try-on SDKs in 2025

1. GlamAR (best for immersive and AR try-on with precise head tracking)
2. Banuba (best for advanced face AR with precise tracking)
3. MakeupAR by Perfect Corp (best for AI-powered virtual try-ons)
4. Camweara (best for real-time hat try-on)
5. Quytech (best for tailored virtual try-on experiences)

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What is the virtual hat try-on SDK?

A virtual hat try-on SDK allows e-commerce platforms to enhance user engagement rate by providing interactive try-ons to enhance the online hat shopping experience. With the help of SDKs, brands can enable engaging virtual try-ons on their website to help customers try and explore different hats online before making any purchasing decision.

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Brands use augmented reality (AR) technology along with virtual hat try-ons to allow users to perform try-ons of various hats during online shopping by overlaying 3D models into their images in a realistic background. It enables them to select the accurate fit, size, and color of the hat without the need for any physical appearance.

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Key Features

• Face Detection and Tracking: Brands use these virtual hat try-on SDKs to help users select the accurate size and color of the hat. Hence, having accurate face detection and tracking enables e-commerce businesses to provide a better shopping experience and help their customers select the best option

• Head Mapping: It uses advanced algorithms that map the shape and contours of the user's head precisely. With this head mapping technology, users can enable the hat overlays to perform real-time hat adjustments and reduce the "floating hat" issues.

• Easy Integration: To provide users with a seamless experience, these AR-based SDKs offer easy-to-integrate software to align them with their website or app configuration. It also allows businesses to easily integrate the SDK into their pre-existing e-commerce platform and make virtual try-on more straightforward.

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5 Best virtual hat try-on SDKs

After studying the virtual hat try-on SDKs and their key features, we are here to learn about the top 5 virtual hat try-ons and their features. In this section, I have listed the best virtual hat try-on SDKs after spending lots of time researching and testing multiple hat try-ons.

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According to me, these virtual hat try-on SDKs will help a business to enhance user engagement and provide a seamless online shopping experience. Apart from that, these SDKs will also help e-commerce stores to increase their overall sales and reduce the product return rate.

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1. GlamAR

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GlamAR is an AR-based SDK provider that helps different e-commerce businesses in the beauty, fashion, makeup, and accessories industries to enhance their user experience. It offers various virtual try-ons, including eyewear, makeup, watches, hats, and more, to help increase 94% user engagement. It also gives advanced features, including 3D model creation, 360-degree preview, AI skin analysis, and virtual space, that enable businesses to provide a better online shopping experience and increase their satisfaction rate.

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I tried its virtual hat try-on SDK to understand more about its features and learn how it will help customers to select the appropriate hat according to their size and needs. It provides customers with two options, model and virtual try-on, to explore several hats and then select the best one. It provides various features, such as 3D assets and realistic experience, precise head mapping, and positioning options, during the virtual try-ons.

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It has some advanced features, like zoom in and out, before and after comparison, and downloadable images, that users can use to make informed and satisfactory decisions before making any transaction. It also offers a 360-degree preview of the hat along with high-resolution imaging to help customers understand the hat fit and color accurately.

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Features

• Head mapping: It provides precise head mapping technology that allows users to try on and explore various hats virtually and check their fit. It also increases the user satisfaction rate, which helps the brands to improve their online shopping experience.

• Easy integration: It provides an easy-to-integrate virtual hat try-on SDK that businesses can easily integrate with their pre-existing e-commerce platform. It also has a dedicated team to help developers during the integration process and make the launch a seamless process.

• Cross-platform sync: It helps businesses to reach a wider audience by providing them with multiple platform compatibility across different devices, including mobile phones, tablets, and desktops, that gives a seamless and synchronized try-on process.

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2. Banuba

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Banuba is an AR technology-based platform that provides augmented reality and 3D solutions to help e-commerce brands increase their user experience. To help brands increase user experience, it offers various features, such as virtual try-ons, AR mirror, 3D shopping, and video editor SDK. It allows retailers to enhance user engagement for different industries like eyewear, hats, glasses, and makeup.

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With the help of this platform, businesses can also attract customers using multiple devices, as it also offers multi-platform compatibility. Among its different products and technologies, I tried their virtual hat try-on SDK for my business to learn more about its specifications and unique features. It provides a realistic user experience by overlaying the hat preview in a realistic background to help them understand the style and fit of the hat.

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It assists businesses in offering a high-quality virtual in-store experience for customers and allows them to explore different hats before buying. It has a fast integration process, which allows businesses to add new hat collections within 24-48 hours to enable quick return on investment.

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Features

• Unmatched realism: It provides a realistic preview of the hats during the virtual try-on that enables users to understand their texture and color more closely. It also gives a virtual in-store experience to customers by responding to gravity and lighting so that they can select the accurate size, fit, and color of the hat.

• AI-powered technology: It has 100% patented face tracking and virtual try-on technology, which helps businesses to provide users with a seamless shopping experience and increase their session time. It also provides an optimized platform for high- and low-end devices to give everyone a similar experience.

• Reliable services: To provide businesses with multiple benefits, including quick support and consultation, which makes it a reliable solution for different brands. With these services, brands can quickly integrate the SDK into an e-commerce platform that makes it a reliable and scalable AR solution.

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3. MakeupAR by Perfect Corp

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MakeupAR by Perfect Corp is an AR solution provider for e-commerce stores and retailers to help them reduce their product return rate. It provides multiple solutions such as virtual try-ons, skin analyzer, and aesthetic stimulizer to enable brands to enhance the user's online shopping experience. It provides solutions for makeup, beauty, cosmetic, jewelry, and hat industries, allowing brands to increase their session times and user satisfaction rate.

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I tried the virtual hat try-on SDK that offers three ways, like virtual try-on, selecting a model, and uploading an image, to try and explore multiple options. It provides various options, such as zooming in and out, before and after comparison, and taking an image and downloading it to help users select the best headwear. Using these options, users can make an informed and determined decision that will increase the satisfaction rate and reduce the product return rate.

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To provide users with a virtual in-store experience, it provides a 3D model and 360-degree preview during the virtual try-on with the help of their device's camera. It also uses the face tracking technology that aligns naturally with the user's head movements to make online shopping more interactive.

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Features

• Omnichannel support: It allows brands to perform omnichannel integrations into multiple platforms such as e-commerce sites, apps, and in-store kiosks. It also enables them to perform easy integration to aid developers in reducing the development time.

• Realistic experience: It increases the user experience and engagement across the website or online store by providing customers with a real-time hat try-on experience to explore different styles, colors, and sizes, using their device's camera.

• Face tracking technology: It provides AI-powered face tracking technology to provide an accurate fit of the hat during virtual try-on. It also helps users to align hats according to their head movements and facial features.

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4. Camweara

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Camweara is a virtual try-on solution provider that enables businesses and e-commerce stores to offer AR-based virtual try-ons to their audience. It provides high-quality and realistic try-ons for different industries, including jewelry, watches, hats, and eyewear. It provides businesses with accurate, fast, and lightweight virtual try-on technology to make their website or app more user-friendly.

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I tried their virtual hat try-on SDK to understand how it helps users select stylish headwear without any physical contact. It provides two different options, virtual try-on and model, to check the hat features and get a realistic preview. It gives the opportunity to explore multiple hats and have a 360-degree preview of the hat to understand its specifications.

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It allows businesses to double their sales and reduce the return rate by half, as it helps users to make satisfactory transactions with virtual try-ons. It increases the conversion rate by 30% as it makes online shopping interactive and immersive for users.

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Features

• 360-degree preview: It provides a 360-degree preview of the hat to help users understand more about the specifications, size, and color. It also enables them to check the fit of the hat while performing a realistic virtual try-on.

• Lightweight SDK: It is a lightweight and fast SDK that assists developers in performing quick integration into the website or app while reducing the development time. It also provides accurate fitting of the hat while improving the virtual in-store experience for users.

• Reduced return rate: It helps businesses reduce their product return rate by providing their users with an accurate product according to their needs. It enables the brand to become economical and provide sustainable solutions.

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5. Quytech

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Quytech is an AR-based mobile application that allows businesses to improve their ROI by providing interactive virtual hat try-ons to their users. It helps users to virtually try different caps and hats in various sizes and colors through their device camera. It uses advanced wearable technology and provides an immersive visualization experience, which enables users to get an advanced online shopping experience.

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I tried the virtual hat try-on that provides automatic face detection so that users can have a real-time experience during the try-on. It is an easy-to-use mobile application that works on augmented reality to allow users to explore various hats in different sizes, colors, and designs. It provides simple integration along with a simple interface and easy navigation that will provide a seamless experience.

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Features

• Expert AR app development: It provides high-quality augmented reality mobile applications, which are customizable according to business needs. It helps brands to bring innovative ideas to life and connect more with their audience.

• Futuristic shopping experience: The virtual try-on solution positions businesses at the forefront of digital retail, offering customers a modern and convenient way to shop for hats and caps.

• Increased conversion: By allowing users to see how products look on them before purchasing, the app helps customers to make more informed decisions, which can reduce returns and boost sales.

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Benefits of using the virtual hat try-on SDK

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The virtual hat try-on SDK helps e-commerce retailers in various ways, such as increasing conversion rates, boosting sales, and reducing return rates. It also enables them to increase the online shopping experience for users by providing them with an interactive and realistic way to virtually try hats in different styles and colors. 

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In this section, we will study more about the benefits that e-commerce platforms get because of virtual hat try-on and how it helps them to provide a better online shopping experience.

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1. Enhanced customer experience

With the help of virtual hat try-on solutions, businesses can provide their customers with a high-quality, real-time AR experience. It allows customers to have a virtual, high-quality preview of how different hats look and fit on them in real time. 

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It helps users to increase their confidence and helps them to make a satisfactory purchase decision. The interactive and engaging nature of AR-based try-ons makes shopping more enjoyable for customers, which also fosters brand loyalty and increases the user satisfaction rate.

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2. Increased sales and conversion rates

With the help of virtual try-on solutions, brands can increase their sales and conversion rates. With the help of these solutions, businesses can enable customers to visualize products accurately and make informed choices, which reduces the uncertainty about the hat color and size.

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It will further help the brand to increase its sales and conversion rate. It will also encourage the customers to explore and purchase more items with an online in-store experience.

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3. Reduced return rates

Virtual hat try-ons help customers reduce the uncertainty during online shopping about the hat size, color, and style. It assists them in making informed and better decisions before making any purchase. 

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With the help of virtual try-ons, the likelihood of product returns reduces due to mismatched expectations, because it helps customers to see exactly how the hat will look before buying. Therefore, it reduces the product returns and helps the brand to opt for sustainable options.

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4. Seamless integration

To help brands with seamless and easy integration, virtual hat try-on SDKs provide easy-to-integrate solutions that can integrate into pre-existing e-commerce platforms and applications. It also helps the business to quickly adopt the AR try-on technology without building solutions from scratch.

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5. Cost and time efficiency

Brands can reduce the need for large physical inventories and fitting rooms with the help of virtual try-on solutions. It can also help them to save the cost of store space and inventory management, which makes their brand cost-effective and sustainable.

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It also helps the brand to streamline the shopping process and helps customers to make quicker decisions while reducing their time spent in-store or online.

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How to implement the virtual hat try-on SDK?

Using a virtual try-on on your website or app can transform your e-commerce experience, as it will help you to increase your engagement rate, reduce return rate, and enhance the conversion rate. In this section, we will study various steps to understand the perfect implementation of a virtual hat try-on SDK on your pre-existing e-commerce platform.

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1. Select an SDK

Always select a virtual hat try-on SDK that aligns with your business goals, including technical resources and desired user experience. While choosing the virtual hat try-on SDK, always consider factors such as realism and accuracy of AR overlays, device and platform compatibility, integration support and documentation, and pricing and licensing.

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2. Integration

Always opt for an SDK that integrates with your website or mobile app. Also, opt for detailed documentation and hands-on customer support for easy integration. The integration process also involves adding the SDK library to your project, configuring permissions, embedding AR components into product pages or a dedicated try-on feature, and connecting the SDK to your product catalog for dynamic updates.

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3. 3D model creation

After integrating the SDK on your e-commerce platform, try to develop high-quality 3D models of different hat models to provide a realistic try-on experience. You can also opt for common methods, such as 3D scanning for precise digital replicas, photogrammetry for creating models from multiple product images, and manual 3D modeling to build digital assets.

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4. Testing and deployment

Conduct a thorough test to check the functionality of the SDK on different devices and platforms, as it will also help you ensure that all features are working properly. To gather realistic feedback, you can conduct user beta testing to refine the user experience and fix bugs in the SDK. 

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After the completion of the testing, you can position the virtual try-on SDK on your website to provide your users with an advanced online shopping experience.

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5. Key considerations

Whenever you implement a virtual hat try-on SDK, always look for some key factors, such as data privacy, device performance, and customization, to align the SDK with your needs. 

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Also, make sure to have ongoing support, regular maintenance, and robust analytics integration to monitor engagement and optimize the experience for users across all platforms.

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Tips on how to select the best virtual hat try-on SDK for your business

A virtual hat try-on SDK can help businesses to enhance their conversion rate and provide a better online shopping experience to their customers. However, to improve their website or application, they have to select the best SDK that provides advanced features.

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Selection of the best virtual hat try-on SDK can consume lots of time, as you have to conduct lots of research to understand its features and specifications. In this section, I have listed a few tips that you can consider while choosing the best virtual hat try-on solution for your e-commerce brand.

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1. User experience

To make navigation and use easier for users, always choose an SDK that provides an excellent user interface because it will ensure a smooth and natural experience. Also, look for improved UI/UX, multi-angle views, and options for both live camera and photo upload modes, to ensure a seamless user experience. 

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2. Features

Whenever you select a virtual hat try-on, always look for some advanced features like precise head mapping, which allows for accurate fit adjustments. These advanced features in an SDK will enable you to offer AI-driven recommendations, analyze user features (face shape, skin tone, etc.), suggest the most suitable hats, and increase conversion rates.

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3. Pricing and support

To align with your company's budget and growth plans, you can select an SDK that provides you with a sustainable and effective amount. You can compare the pricing structure of different AR solution providers to evaluate their pricing models, trial options, and technical support.

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4. Updates and maintenance

To make sure that the SDK works properly for your brand, make sure that it provides regular updates and maintenance. It will also help you to understand that all the features are running smoothly and incorporate new functionalities.

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Brands that are using virtual hat try-ons

Several brands, like Gucci, Burberry, and Prada, are using AR-based virtual hat try-on technology to provide their users with a better user experience. With the help of augmented reality, they have seen an improvement in user experience, a reduction in product return rate, and an enhancement in user engagement, as they offered realistic previews of hats and accessories. 

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In this section, we will study some popular brands that are using virtual try-on technology for boosting engagement, personalization, and purchase confidence.

1. Decorina hats

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Decorina Hats offers an advanced virtual try-on feature that helps customers understand different hat options before making any purchase decision. To have a realistic visualization of the hat, they have to upload an image of the frontal portrait and adjust the photo size that align with template marks for accurate hat placement.

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Afterwards, they can try and explore different hats from their collection, including berets, bespoke hats, and bridal styles, with detailed views available for each one. This personalized experience enhances the online shopping journey for customers and will help them to make informed decisions and reduce uncertainty when buying hats online.

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2. Carmi Hatters

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Carmi Hatters provides AR-based virtual hat try-on technology that offers an interactive and user-friendly way to explore and visualize how different hats will look on users. With the help of augmented reality technology, it has improved the online shopping experience, reduced uncertainty, and minimized returns, while making the process engaging and convenient for modern consumers.

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It allows them to choose from various hat styles, colors, and sizes, with the help of their device's camera. It also provides them with a personalized and accurate preview of various hats, which will help them make confident decisions from the comfort of their homes.

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3. TryO

Tryo.io is a virtual hat try-on platform that provides an extensive digital experience for its users and allows them to explore and visualize 220+ hat models from renowned brands such as Patagonia, Maison Michel, and Stetson. It has a diverse range of styles, including caps, berets, fedoras, and cowboy hats, which caters to a wide variety of preferences and occasions.

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Users can get a realistic look at different hats with the help of advanced virtual try-on technology, which will enhance their confidence during the online shopping process. It also makes shopping more interactive and personalized, while aligning with the growing trend of integrating augmented reality into retail to boost customer engagement and satisfaction.

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Pros and cons of a virtual hat try-on SDK

Before selecting any solution or service, it is very crucial to understand its advantages and disadvantages. The same goes for the virtual hat try-on SDK, it is very important for you to understand whether it is an effective solution for your website or not. Hence, in this section, we will study the benefits and drawbacks of using a virtual hat try-on SDK on your website.

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Pros

• Increased sales and conversion rates: It helps the brand to boost its sales and conversion rates by providing users with the facility to visualize the hat with the help of a 3D overlay in a realistic background.

• Drives sustainability: It helps the brand to opt for a sustainable and economic option as it reduces the uncertainty of customers by providing them with real-time try-ons and reduces the product return rate.

• Better user experience: It enhances the user engagement and experience on the website or app, as it allows them to explore multiple hats for different styles, sizes, and colors, which offers them a better shopping experience.

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Cons

• High development costs: The development and implementation of the virtual try-on SDK can be expensive for the brand because it requires investment in software, technology, and expertise. 

• Technical challenges: It can raise different technical challenges during the integration of virtual try-on technology into an existing website or app, which also requires significant coding and development skills. 

• Need for reliable AR/VR technology: The effectiveness of virtual try-on depends on the accuracy and stability of the underlying AR or VR technology, which can be prone to issues.

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Conclusion

To deliver a seamless and real-time customer experience during online shopping, it is very crucial for a brand to select the best virtual hat try-on SDK for their online store. Various solution providers like GlamAR and Banuba provide features like advanced AR technology, realistic 3D rendering, and accurate face tracking, which allows customers to perform a realistic try-on of various hats with impressive precision. 

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These virtual try-on SDKs provide a user-friendly interface and an easy integration facility into pre-existing e-commerce platforms. Therefore, having the right try-on SDK helps the e-commerce retailer to improve their user satisfaction and drives business growth by bridging the gap between physical and digital shopping experiences.