Top E-Commerce Developers
The right e-commerce development partner turns clicks into customers. Clutch simplifies your search by showcasing verified reviews, detailed portfolios, and transparent pricing for leading e-commerce development agencies. Every company in our directory passes a rigorous vetting process that includes in-depth client interviews and quantitative performance metrics. Use the filters to narrow results by budget, location, tech stack, or industry focus, and compare firms in key markets such as e-commerce development companies in the United States, e-commerce development firms in the United Kingdom, and e-commerce development providers in Canada.
Looking for BigCommerce services? Check out our directory of Top BigCommerce Developers worldwide.
To complement your e-commerce development efforts, you can also explore our global list of e-commerce marketing companies that help attract shoppers, optimize conversions, and grow long-term revenue.
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Featured
What are Featured Providers?
$25,000+$100 - $149 / hr10 - 49Montréal, CanadaServices provided
See all 2 projectsBlue Badger is an E-Commerce Development company specializing in Shopify custom applications, design, and ongoing maintenance. With a focus on enhancing e-commerce platforms, they receive overwhelmingly positive feedback, with clients noting improvements like reduced order fulfillment time and increased revenue. Their professionalism and partnership approach are praised, making them a preferred choice for online store development.
$10,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 93 projectsTechgropse is a skilled E-Commerce Development company specializing in Online Store Development and E-Commerce Website Design. Client reviews highlight their exceptional project management, with 100% positive feedback on their ability to meet deadlines and provide ongoing support. Techgropse's professionalism and ability to significantly increase website traffic are frequently praised, with one client noting a 50% traffic boost.
$5,000+$50 - $99 / hr10 - 49Toruń, PolandServices provided
See all 27 projectsChop-Chop is an E-Commerce Development company known for delivering comprehensive online store solutions such as WooCommerce and Shopify development. They receive high praise for their project management, with 100% of reviews highlighting their professional and timely delivery. Clients appreciate their effective communication and personalized service, with around 80% noting their responsiveness and attention to detail.
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$1,000+$25 - $49 / hr10 - 49Pune, India
Services provided
See all 1 projectsDeep Valley Systems Pvt. Ltd. is a software development company specializing in mobile app development and AWS server management. Reviews indicate a strong dedication and adaptability, with 100% of reviewers highlighting their willingness to accommodate change requests, although some mention the need for improved understanding of project dependencies for efficiency. Overall, 80% of feedback is positive, appreciating their economical solutions and commitment to task completion.
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$5,000+$25 - $49 / hr10 - 49
Services provided
See all 3 projectsResonite Technologies is a software development company specializing in customized solutions for financial and healthcare sectors. They have received overwhelmingly positive feedback, with clients praising their timely project delivery and deep understanding of client needs. Approximately 95% of reviewers appreciated their commitment to meeting deadlines, while a notable suggestion was improving English communication skills among employees.
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$1,000+$25 - $49 / hr2 - 9Odesa, Ukraine
Services provided
JUMP.team is a website development firm. The company is headquartered in Odesa, Ukraine. Their team provides Web Development and E-Commerce Development.
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$10,000+$50 - $99 / hr10 - 49Zug, Switzerland
Services provided
Established in 2019, Mindset AG is an e-commerce development company. The small team focuses on E-Commerce Development and Web Development.
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Undisclosed< $25 / hrFreelancer
Services provided
Codewiser Infotech is an e-commerce development company. In Surat, India, the company was founded in 2023. Their team focuses on E-Commerce Development and Web Design.
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Undisclosed$25 - $49 / hr50 - 249Chișinău, Moldova
Services provided
See all 1 projectsWowlogic offers high-quality website development services, effectively gathering requirements and coordinating with clients to build tailored solutions. Client reviews emphasize their efficient project management, timely delivery, and dedication to client success, resulting in positive business impacts such as increased clientele. Overall, Wowlogic is highly praised for their professionalism and effectiveness.
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$1,000+$50 - $99 / hr2 - 9Paris, France
Services provided
Meelz Agency is a Paris, France-based e-commerce development firm. Founded in 2018, the team provides E-Commerce Development and Digital Strategy.
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$10,000+$50 - $99 / hr10 - 49Los Angeles, CA
Services provided
Astral Web Inc., an e-commerce development company, offer E-Commerce Development and Web Development. They were launched in 2008.
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$10,000+Undisclosed250 - 999Rajkot, India
Services provided
Emxcel Travel Solutions Pvt. Ltd. Is a Rajkot, India-based custom software development firm. Launched in 2016, the team offers Custom Software Development and E-Commerce Development.
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$10,000+$50 - $99 / hr2 - 9Budapest, Hungary
Services provided
Skvad Digital is a website development firm in Budapest, Hungary. Launched in 2018, the team specializes in Web Development and UX/UI Design.
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$5,000+$25 - $49 / hr10 - 49İstanbul, Türkiye
Services provided
Interval is a software development company. Founded in 2015, the team specializes in Custom Software Development and Web Development. The agency is based in İstanbul, Türkiye.
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$10,000+$50 - $99 / hr2 - 9
Services provided
See all 4 projectsCanadian Digital Consulting Inc is a versatile web development and digital consulting firm providing services including web design, development, and branding. Reviewers consistently praise the company’s technical expertise and project management capabilities, with 100% of clients highlighting their professionalism and efficiency. Clients commend their innovative solutions and the significant positive impact on business operations, such as achieving technical independence and increasing website donations by 50%.
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UndisclosedUndisclosed2 - 9New York, NY
Services provided
See all 2 projectsImage Appeal is a graphic design agency known for creating high-quality design solutions, including social media graphics, animations, and UX designs. Reviews indicate unanimous positive feedback, with 100% of users highlighting their excellent communication and project management skills. Clients appreciate their ability to transform concepts into visually appealing designs.
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Undisclosed$25 - $49 / hr2 - 9Kyiv, Ukraine
Services provided
See all 1 projectsPardberry Software is a software development company specializing in iOS applications, particularly for the real estate and e-commerce sectors. The feedback from their clients is overwhelmingly positive, with reviewers praising their ability to exceed expectations and deliver reliable results. Notably, 100% of the feedback highlights their effective communication and impressive development capabilities.
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$5,000+$50 - $99 / hr10 - 49Tartu, Estonia
Services provided
Codelive is a custom software development firm located in Tartu, Estonia. Their services include Custom Software Development and E-Commerce Development.
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$1,000+< $25 / hr10 - 49Kochi, India
Services provided
See all 1 projectsInbeesight Technologies specializes in E-Commerce Dev, Online Store Development, and E-Commerce Website Design. The reviews highlight their high-end, user-friendly designs and effective project management style. Clients appreciate their dedication and the impressive quality of work, although there is a suggestion to expedite the development process.
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$1,000+$50 - $99 / hr2 - 9Monterrey, Mexico
Services provided
Launched in 2010, Tebiko is an e-commerce development company. Their services include E-Commerce Development and Web Design.
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$1,000+$25 - $49 / hr2 - 9
Services provided
See all 2 projectsAura Digital Bangladesh builds e-commerce websites for Bangladeshi product brands, for a fixed BDT 16,000 one-time. We are based in Dhaka and work with sellers across Bangladesh. We build
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$1,000+< $25 / hr50 - 249Jaipur, India
Services provided
Startbit IT Solutions is a proficient E-Commerce Development company specializing in Shopify and custom web development services. They consistently deliver high-quality, tailored solutions, with 100% of reviews praising their technical expertise and project management skills. Clients frequently commend their responsiveness and commitment to meeting deadlines, making them a dependable partner for Online Store and E-Comm Development projects.
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$1,000+$25 - $49 / hr2 - 9Batley, England
Services provided
Innovapixels is a website development firm. They were launched in 2017, and their services include Web Development and E-Commerce Development.
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$5,000+$50 - $99 / hr50 - 249Beograd, Serbia
Services provided
In Beograd, Serbia, NB SOFT is an e-commerce development company. They focus on E-Commerce Development and Web Development.
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$1,000+$100 - $149 / hr2 - 9
Services provided
Braun Design Co is an e-commerce development company founded in 2016. The team focuses on E-Commerce Development and Web Design.
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$250,000+$25 - $49 / hr50 - 249Indore, India
Services provided
See all 4 projectsVinfotech is a custom software development company specializing in social networking applications and digital platforms. Reviews indicate a mixed reputation: 33% of feedback highlights positive experiences, with clients praising their project management and flexibility, while 67% report negative interactions, citing ineffective communication and project delays as significant issues. Vinfotech demonstrates strengths in design and UX but struggles with project consistency and accountability.
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$10,000+$25 - $49 / hr50 - 249Lahore, Pakistan
Services provided
See all 3 projectsSigi Technologies provides web development, SEO, and digital advertising services, specializing in creating and managing WordPress sites and Google ads campaigns. Clients commend their project management skills, responsiveness, and ability to deliver on time while adhering to budget constraints. Sigi Technologies is highly regarded for their willingness to listen and adapt to client needs, contributing to business growth.
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$1,000+< $25 / hr2 - 9Faisalabad, Pakistan
Services provided
UI Node, an e-commerce development firm, is located in Faisalabad, Pakistan. The team offers E-Commerce Development and Web Development.
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$1,000+< $25 / hr2 - 9Hanoi, Vietnam
Services provided
Landofcoder is a small e-commerce development company headquartered in Hanoi, Vietnam. The team provides E-Commerce Development and Web Development.
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$10,000+$25 - $49 / hr10 - 49Noida, India
Services provided
IPragmatech Solutions, an e-commerce development company, is located in Noida, India. The team focuses on E-Commerce Development and Mobile App Development.
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$1,000+$100 - $149 / hr10 - 49Hertford, England
Services provided
Link Digital is a SEO company. Headquartered in Hertford, England, the company was launched in 2013. Their services include Search Engine Optimization and Pay Per Click.
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$10,000+$25 - $49 / hr50 - 249
Services provided
Invision Custom Solutions Inc., an application development firm, was established in 2001. The team focuses on Mobile App Development and E-Commerce Development.
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$10,000+$25 - $49 / hr10 - 49Noida, India
Services provided
See all 3 projectsQueuemate is a software development company specializing in mobile and web solutions, notably integrating IoT for residential and financial sectors. Reviews suggest a 67% positive feedback rate, highlighting their adaptability, quick response to client needs, and business understanding. However, criticism includes project delays and poor management, with 33% of reviews expressing dissatisfaction due to deceitful practices.
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$5,000+$50 - $99 / hr10 - 49Harrow, England
Services provided
Founded in 2018, Renav Technologies is an e-commerce development company. Their team offers E-Commerce Development and IT managed services.
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$5,000+Undisclosed10 - 49Naturns, Italy
Services provided
Smart Dato is an e-commerce development firm. The team is headquartered in Naturns, Italy, and their services include E-Commerce Development and Custom Software Development.
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$50,000+Undisclosed10 - 49New York, NY
Services provided
Founded in 2000, BlueSwitch is a small New York, New York-based Marketing Strategy company. Their services include Marketing Strategy and Web Design.
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$1,000+$25 - $49 / hr50 - 249Kyiv, Ukraine
Services provided
Scallium is an e-commerce development firm. Their midsize team is in Kyiv, Ukraine. Their services include E-Commerce Development.
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$25,000+$50 - $99 / hr50 - 249Northampton, MA
Services provided
ILSA Interactive is an UX design agency launched in 2009. Their services include UX/UI Design and Custom Software Development.
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$5,000+$25 - $49 / hr50 - 249Ajman, United Arab Emirates
Services provided
See all 6 projectsCANADA HITECH is a leading mobile app and web development company based in Dubai, offering modern digital solutions across the Middle East. We specialize in building custom Android and iOS
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$10,000+$100 - $149 / hr10 - 49Subang Jaya, Malaysia
Services provided
I Concept Digital is a web design company. Headquartered in Subang Jaya, Malaysia and Singapore, the firm offers Web Design and Web Development.
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$1,000+$25 - $49 / hr2 - 9Oradea, Romania
Services provided
Founded in 2014, Lectru is an e-commerce development firm. The agency specializes in E-Commerce Development.
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$10,000+$100 - $149 / hr10 - 49Portland, OR
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Launched in 2018, Goodbeast is a web design agency. The team offers Web Design and Web Development and is headquartered in Washington, District of Columbia and Portland, Oregon.
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$5,000+$50 - $99 / hr10 - 49Los Angeles, CA
Services provided
Full Impact Studios - FIS Web Design is an e-commerce development firm established in 2007. The team specializes in E-Commerce Development and Search Engine Optimization.
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$25,000+$50 - $99 / hr50 - 249Tallinn, Estonia
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Decima Digital is an e-commerce development firm established in 2015. The team focuses on E-Commerce Development and Custom Software Development and is located in Tallinn, Estonia and London,
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$1,000+< $25 / hr2 - 9Bhavnagar, India
Services provided
Code Decorator is an e-commerce development firm. The Bhavnagar, India-based team offers E-Commerce Development and Web Development.
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$5,000+< $25 / hr10 - 49Ahmedabad, India
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See all 1 projectsJaraware Infosoft is a trusted website and mobile app development company. We assist you in building structured, advanced & first-rated website and mobile applications for the organizations to
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$1,000+$25 - $49 / hr10 - 49Houston, TX
Services provided
See all 7 projectsGrowPixel LLC is a digital marketing and web development company specializing in SEO, website design, and development. Across reviews, 100% of clients praised their professional project management, clear communication, and ability to deliver measurable improvements, such as increased leads and improved website performance. Clients highlight GrowPixel's attention to detail and value for cost as particularly impressive.
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$1,000+< $25 / hr10 - 49Ahmedabad, India
Services provided
See all 8 projectsZestbrains Private Limited is a software development company specializing in mobile and web applications. Feedback is mixed, with 67% of reviews positive, praising their professional approach and timely delivery, while 33% report significant project management failures and unfulfilled promises. This pattern suggests a varied experience in service quality and client satisfaction.
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$1,000+$25 - $49 / hr10 - 49Secunderabad, India
Services provided
See all 1 projectsBusiness Labs specializes in website design with a focus on UX strategy, UI prototyping, development, and testing. The company receives positive feedback for its effective communication, impressive design work, and smooth workflow, which significantly contributed to increased sales and customer satisfaction.
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$5,000+$100 - $149 / hr10 - 49Rotterdam, Netherlands
Services provided
Contract Manufacturing company GEKKO Agency was launched in 2013. The small team focuses on Contract Manufacturing and Fulfillment.
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$25,000+$50 - $99 / hr50 - 249Salzburg, Austria
Services provided
Pimcore is an e-commerce development firm. Their midsize team of employees is located in Salzburg, Austria and Sugar Land, Texas. Their team provides E-Commerce Development and Web Development.
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$10,000+$50 - $99 / hr1,000 - 9,999Columbia, MD
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Powerweave Software Services is a large ERP consulting and SI company located in Columbia, Maryland and Mumbai, India. Their services include ERP consulting and SI and E-Commerce Development.
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$10,000+$100 - $149 / hr10 - 49London, England
Services provided
Retailogy, an e-commerce development firm, is located in London, England. The team provides E-Commerce Development and Web Development.
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List of the Top 15 E-Commerce Development Companies
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$50,000+$25 - $49 / hr250 - 999Schaumburg, IL
Ability to deliver
36.5/40.020/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
25% E-Commerce Development75% Other -
$25,000+$25 - $49 / hr250 - 999Dubai, United Arab Emirates
Ability to deliver
35.8/40.020/20 Reviews10/10 Clients & Experience5.8/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$5,000+$25 - $49 / hr50 - 249Milton Keynes, England
Ability to deliver
35.2/40.020/20 Reviews10/10 Clients & Experience5.2/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$75,000+$150 - $199 / hr50 - 249New York, NY
Ability to deliver
35.2/40.020/20 Reviews10/10 Clients & Experience5.2/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$25,000+$50 - $99 / hr50 - 249Tallinn, Estonia
Ability to deliver
34.6/40.020/20 Reviews10/10 Clients & Experience4.6/10 Market PresenceService focus
55% E-Commerce Development45% Other -
$10,000+$50 - $99 / hr50 - 249Warszawa, Poland
Ability to deliver
34.6/40.019.4/20 Reviews10/10 Clients & Experience5.2/10 Market PresenceService focus
45% E-Commerce Development55% Other -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
34.3/40.020/20 Reviews10/10 Clients & Experience4.3/10 Market PresenceService focus
40% E-Commerce Development60% Other -
$5,000+$25 - $49 / hr50 - 249Altadena, CA
Ability to deliver
34.2/40.020/20 Reviews9.5/10 Clients & Experience4.7/10 Market PresenceService focus
70% E-Commerce Development30% Other -
$25,000+$100 - $149 / hr250 - 999Coral Springs, FL
Ability to deliver
34.1/40.020/20 Reviews10/10 Clients & Experience4.1/10 Market PresenceService focus
100% E-Commerce Development -
$5,000+$50 - $99 / hr50 - 249Miami, FL
Ability to deliver
34.1/40.019/20 Reviews10/10 Clients & Experience5.1/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$25,000+$100 - $149 / hr10 - 49London, England
Ability to deliver
34/40.018.4/20 Reviews10/10 Clients & Experience5.6/10 Market PresenceService focus
70% E-Commerce Development30% Other -
$25,000+$100 - $149 / hr10 - 49Chicago, IL
Ability to deliver
33.9/40.019.8/20 Reviews10/10 Clients & Experience4.1/10 Market PresenceService focus
100% E-Commerce Development -
$25,000+$50 - $99 / hr250 - 999New York, NY
Ability to deliver
33.9/40.020/20 Reviews9.5/10 Clients & Experience4.4/10 Market PresenceService focus
40% E-Commerce Development60% Other -
$10,000+$50 - $99 / hr50 - 249
Ability to deliver
33.9/40.020/20 Reviews10/10 Clients & Experience3.9/10 Market PresenceService focus
60% E-Commerce Development40% Other -
$25,000+$25 - $49 / hr50 - 249Tampa, FL
Ability to deliver
33.7/40.020/20 Reviews10/10 Clients & Experience3.7/10 Market PresenceService focus
40% E-Commerce Development60% Other -
$10,000+< $25 / hr50 - 249Ahmedabad, India
Ability to deliver
33.6/40.019.4/20 Reviews10/10 Clients & Experience4.2/10 Market PresenceService focus
100% E-Commerce Development -
$10,000+$100 - $149 / hr50 - 249Miami, FL
Ability to deliver
33.5/40.016/20 Reviews10/10 Clients & Experience7.5/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$5,000+$25 - $49 / hr10 - 49Haapsalu, Estonia
Ability to deliver
33.3/40.019.6/20 Reviews10/10 Clients & Experience3.7/10 Market PresenceService focus
70% E-Commerce Development30% Other -
$5,000+$50 - $99 / hr10 - 49Barcelona, Spain
Ability to deliver
32.9/40.019.2/20 Reviews10/10 Clients & Experience3.7/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$10,000+$50 - $99 / hr50 - 249
Ability to deliver
32.7/40.016.2/20 Reviews10/10 Clients & Experience6.5/10 Market PresenceService focus
45% E-Commerce Development55% Other -
$10,000+$150 - $199 / hr50 - 249Malden, MA
Ability to deliver
33.9/40.016.8/20 Reviews10/10 Clients & Experience7.1/10 Market PresenceService focus
35% E-Commerce Development65% Other -
$10,000+$100 - $149 / hr10 - 49Zagreb, Croatia
Ability to deliver
32.5/40.017.8/20 Reviews9.2/10 Clients & Experience5.5/10 Market PresenceService focus
90% E-Commerce Development10% Other -
$10,000+$50 - $99 / hr10 - 49Mukacheve, Ukraine
Ability to deliver
32.5/40.017.6/20 Reviews10/10 Clients & Experience4.9/10 Market PresenceService focus
85% E-Commerce Development15% Other -
$10,000+$50 - $99 / hr50 - 249Berlin, Germany
Ability to deliver
32.4/40.017.4/20 Reviews10/10 Clients & Experience5/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$25,000+$50 - $99 / hr10 - 49Beograd, Serbia
Ability to deliver
32.4/40.017.6/20 Reviews10/10 Clients & Experience4.8/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$5,000+$100 - $149 / hr10 - 49Cambridge, England
Ability to deliver
32.4/40.017/20 Reviews10/10 Clients & Experience5.4/10 Market PresenceService focus
90% E-Commerce Development10% Other -
$10,000+$25 - $49 / hr250 - 999Kolkata, India
Ability to deliver
34.9/40.019.8/20 Reviews9.8/10 Clients & Experience5.3/10 Market PresenceService focus
20% E-Commerce Development80% Other -
$10,000+$25 - $49 / hr50 - 249Wrocław, Poland
Ability to deliver
32.2/40.018/20 Reviews9.5/10 Clients & Experience4.7/10 Market PresenceService focus
40% E-Commerce Development60% Other -
$100,000+$50 - $99 / hr250 - 999Montevideo, Uruguay
Ability to deliver
32.1/40.017.2/20 Reviews10/10 Clients & Experience4.9/10 Market PresenceService focus
30% E-Commerce Development70% Other -
$5,000+$100 - $149 / hr10 - 49West New York, NJ
Ability to deliver
32.1/40.017.4/20 Reviews9.7/10 Clients & Experience4.9/10 Market PresenceService focus
80% E-Commerce Development20% Other
E-Commerce Development Company FAQs
Clutch features companies that build custom online stores and commerce platforms that drive sales and conversions quarterly based on a proprietary methodology. The top e-commerce development companies for 2026 include:
E-commerce development companies design, build, and optimize online stores that handle product catalogs, secure payments, and order fulfillment. They translate business goals into scalable digital storefronts, integrate third-party APIs, and ensure each site meets usability, security, and compliance to standards like PCI DSS and GDPR.
E-commerce development companies are dedicated to helping businesses design, build, and deploy cutting-edge online stores. They typically offer services such as:
- E-commerce web development and architecture
- Custom or platform-based development (i.e., Shopify, Magento, and WooCommerce)
- UI/UX and web design (i.e., mobile responsiveness and conversion-focused layouts)
- Payment gateway and ERP/CRM integrations
- Performance optimization and QA testing
- Migration and re-platforming
- Ongoing support, security patches, and feature enhancements
Many full-service firms also offer digital marketing and analytics to maximize ROI. Make sure you inquire about their expertise and additional services when discussing your project with potential partners.
On Clutch, most e-commerce development projects range from around $10,000 to over $150,000. Many factors contribute to the notable price difference, including the following:
- Platform choice – open-source builds are often cheaper than enterprise SaaS.
- Complexity and customization – advanced features (i.e., subscriptions, multi-currency, and headless commerce) raise costs.
- Team location & size – offshore teams may charge $25 – $49 per hour, while top U.S. agencies start around $100 per hour.
Request a detailed quote and clarify whether pricing is fixed, hourly, or milestone-based.
Your journey to finding and matching with the right e-commerce development company starts by defining your project’s unique technical requirements, limitations, and goals. After that, you can follow the following steps:
- Shortlist agencies with relevant technical experience and strong case studies
- Compare client reviews and ratings on Clutch for proof of on-time delivery, communication, and post-launch support.
- Evaluate cultural fit via discovery calls and project management demos.
- Verify security protocols and compliance expertise if you process sensitive data.
Selecting a partner that aligns with your business model is more important than choosing the lowest bid. Don’t rush your decision and maximize the resources and filters we’ve prepared for you.
- Guaranteed timelines or ROI without discovery
- Vague pricing estimates or hidden maintenance fees
- Limited portfolio and recycled templates
- Poor responsiveness or lack of transparent communication channels
- No mention of testing, QA, or security standards
- Which platforms and technologies do you specialize in?
- Can you share recent projects similar to mine?
- How do you handle scalability, security, and compliance?
- What’s your approach to QA testing and performance optimization?
- Will I own the source code and intellectual property?
- How is post-launch support structured and billed?
Gathering detailed answers helps you compare proposals and avoid scope creep. When interviewing or discussing with potential providers, listen intently to get a deeper understanding of their capabilities or possible red flags.
Freelancers are cost-effective for creating simple and template-based online stores, but agencies provide cross-functional expertise—strategy, design, development, and marketing—essential for complex builds and rapid scaling.
Agencies track KPIs such as conversion rate, average order value, customer lifetime value, and page load speed. Many integrate analytics dashboards to monitor real-time revenue impact and iterate quickly.