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?
$10,000+$150 - $199 / hr10 - 49Bloomington, MNServices provided
See all 23 projectsAugust Ash is a comprehensive web development and digital marketing agency known for its design, SEO, and website management services. The company receives predominantly positive feedback, with approximately 87% of reviewers highlighting their professionalism, timeliness, and communication skills. A recurring theme across reviews is their ability to align with company values and deliver high-quality results, making clients feel valued and heard throughout the project lifecycle.
$25,000+$100 - $149 / hr10 - 49Montréal, CanadaServices provided
See all 1 projectsBlue Badger is an E-Commerce Development company specializing in online store development and e-commerce website design. Reviews indicate a high level of satisfaction, with notable achievements in improving website speed, user experience, and conversion rates. 100% of reviewers emphasize their effective project management and partnership approach, contributing to significant revenue growth.
$25,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 101 projectsTechgropse FZC LLC is an E-Commerce Development company renowned for its exceptional web and E-Commerce store development services. Across reviews, clients consistently praise their project management, with a 100% satisfaction rate regarding timely delivery and quality output. Notably, 50% of reviewers highlighted significant traffic increases post-launch, showcasing their proficiency in E-Comm Development and online presence enhancement.
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$1,000+$25 - $49 / hr2 - 9
Services provided
See all 1 projectsAt TechnoPulse, we help DTC brands turn underperforming Shopify stores into conversion powerhouses. Our clients aren’t just buying websites — they’re investing in growth engines
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$5,000+$25 - $49 / hr50 - 249Lucknow, India
Services provided
Launched in 2012, Vortex is a custom software development company. The company offers Custom Software Development and E-Commerce Development.
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr50 - 249Plano, TXServices provided
See all 15 projectsZiffity Solutions is an E-Commerce Development company specializing in Magento-based online store development and e-commerce website design. Client feedback highlights their technical expertise and problem-solving abilities, with 100% mentioning successful site upgrades and improved functionality. While some reviews noted communication challenges, 80% praised their project management and dedication to meeting client needs.
$5,000+$50 - $99 / hr10 - 49Toruń, PolandServices provided
See all 27 projectsChop-Chop is an E-Commerce Development firm renowned for crafting efficient and user-friendly online stores. With 100% positive feedback, clients praise their professional project management and ability to enhance website performance. Notably, 80% of reviews highlight their effective communication and swift issue resolution. Their expertise in E-Comm Dev and E-Commerce Website Design consistently impresses clients seeking tailored, high-quality online retail solutions.
$1,000+$50 - $99 / hr250 - 999San Jose, CAServices provided
See all 114 projectsMavlers is an E-Commerce Development company specializing in E-Commerce Website Design and Online Store Development. Across their reviews, they consistently receive high praise for exceptional communication, innovative solutions, and effective project management, with 100% of reviewers highlighting their outstanding communication skills and satisfaction with project outcomes. No areas for improvement were noted by any reviewers.
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$1,000+$150 - $199 / hr2 - 9
Services provided
Brickspace Lab is a small Toronto, Canada-based e-commerce development company. The team offers E-Commerce Development and Web Design.
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$1,000+$25 - $49 / hr2 - 9Nador, Morocco
Services provided
Headquartered in Nador, Morocco, Bled Creations is a website development company and e-commerce development company. They offer Web Development and E-Commerce Development and were launched in 2023.
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$1,000+$25 - $49 / hr10 - 49Lalitpur, Nepal
Services provided
See all 1 projectsIntopros Technologies is working in the field of software development and IT services since Jan 2019. We are a group of professionals with vivid experience who are passionate about delivering
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$1,000+$25 - $49 / hr10 - 49Lahore, Pakistan
Services provided
Forenax Technologies is a cloud consulting & SI company. They were founded in 2019 and focus on cloud consulting & SI and Custom Software Development.
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$1,000+$25 - $49 / hr2 - 9Meerut, India
Services provided
MSSOFTPC - Award Winning Web Development Company is a web design agency. They offer Web Design and Mobile App Development and were founded in 2019.
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$10,000+$25 - $49 / hr10 - 49Ahmedabad, India
Services provided
Broadsy Technolgoies Private Limited is a web development firm. They were founded in 2020, and their services include Web Development and Mobile App Development.
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$5,000+$25 - $49 / hr2 - 9Poznań, Poland
Services provided
Small user experience company Ryxol Software Ihar Hryhorchyk, is in Poznań, Poland. The team provides UX/UI Design and Web Development.
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$5,000+$100 - $149 / hr10 - 49Mappano, Italy
Services provided
SEO services firm Seo Business was founded in 2015. The firm focuses on Search Engine Optimization and Web Development.
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Undisclosed$100 - $149 / hr10 - 49Tel Aviv-Yafo, Israel
Services provided
PNX solutions is an e-commerce development company. Headquartered in Tel Aviv-Yafo, Israel, the agency was launched in 2015. Their services include E-Commerce Development and Branding.
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$5,000+$50 - $99 / hr10 - 49Pune, India
Services provided
See all 1 projectsJackfruit Digital Marketing Technology offers services in website development, social media management, and search engine optimization (SEO). Reviews highlight significant growth in leads and website traffic, with clients praising the company's on-time delivery, commitment, and effective coordination. There have been no noted areas for improvement.
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$10,000+$100 - $149 / hr50 - 249Leicester , England
Services provided
Williams Commerce is an e-commerce development firm. The Leicester , England-based team provides E-Commerce Development and Web Development.
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$5,000+$100 - $149 / hr50 - 249Toronto, Canada
Services provided
Web design company Compny INC. Was founded in 2010. The team offers Web Design and E-Commerce Development and is based in Toronto, Canada.
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$5,000+$100 - $149 / hr2 - 9Montréal, Canada
Services provided
OneNine Innovations is a custom software development company. The Montréal, Canada-based company was launched in 2024. Their team focuses on Custom Software Development and Web Development.
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$1,000+$100 - $149 / hr10 - 49Helsingborg , Sweden
Services provided
Buildahome Webbyrå, a SEO services firm, was established in 2017. The agency specializes in Search Engine Optimization and Web Development, and is small.
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$5,000+$50 - $99 / hr2 - 9Seoul, South Korea
Services provided
See all 1 projects"Web of the creatives, by the creatives, for the creatives"The Else Inc. is an Award-Winning creative digital agency and partner in redefining the online experience with design and innovation. We
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$1,000+< $25 / hr2 - 9Rīga, Latvia
Services provided
Yam.lv is an e-commerce development company based in Rīga, Latvia. They provide E-Commerce Development and Web Development.
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$1,000+Undisclosed2 - 9Ongata Rongai, Kenya
Services provided
Founded in 2018, Rigel Design Works is a web design company and e-commerce development company. The team offers Web Design and E-Commerce Development.
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$1,000+$50 - $99 / hr10 - 49Częstochowa, Poland
Services provided
See all 1 projectsClick Leaders provides branding and growth strategy services, earning high praise for their dedication and responsive communication. Clients appreciate their thorough audits and strategic insights, which have successfully revitalized stagnant projects. The overall feedback highlights Click Leaders' impressive commitment to client needs and their ability to foster new business momentum.
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$1,000+$25 - $49 / hr10 - 49New Delhi, India
Services provided
Digital Strategy company Intelligize Digital is located in New Delhi, India and Garden City, Idaho. Their services include Digital Strategy and Web Design.
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$1,000+$25 - $49 / hr10 - 49Gurugram, India
Services provided
Web design agency Chulbul Design is in Gurugram, India. The team focuses on Web Design and E-Commerce Development.
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$1,000+< $25 / hr10 - 49
Services provided
Technity Online Solutions is a web design company. Founded in 2016, the firm offers Web Design and UX/UI Design.
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$10,000+$50 - $99 / hr10 - 49Guimarães, Portugal
Services provided
PRIMARIU is a software development firm. They specialize in Custom Software Development and E-Commerce Development and were established in 2010.
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$5,000+< $25 / hr10 - 49Ahmedabad, India
Services provided
See all 1 projectsLet us be your guide in recognizing the full potential of mobile technologies.🛠️ Our expertise: Utilize our experience in developing user-centered and creative mobile applications. From concept
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$1,000+$100 - $149 / hr2 - 9Reservoir, Australia
Services provided
Visual Development is a web design company and e-commerce development firm headquartered in Reservoir, Australia. Their services include Web Design and E-Commerce Development.
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$5,000+< $25 / hr50 - 249Ahmedabad, India
Services provided
Launched in 2017, Naapbooks Limited is a midsize custom software development company. Their services include Custom Software Development and ERP consulting and SI.
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$5,000+$100 - $149 / hr2 - 9Oudenaarde, Belgium
Services provided
Generation Shop, an e-commerce development company and Ecommerce Marketing company, focus on E-Commerce Development and Ecommerce Marketing. They were established in 2008.
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$1,000+$25 - $49 / hr250 - 999
Services provided
Zenatech, a branding agency, specialize in Branding and Sports Marketing. They were established in 2011.
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Undisclosed< $25 / hr50 - 249Noida, India
Services provided
See all 1 projectsKnowband is a company specializing in custom development services. According to the reviews, they have a poor track record of communication and project delivery, with 100% of the feedback indicating dissatisfaction due to unfulfilled commitments and lack of response. The consistent theme among reviewers is a warning against engaging with their services.
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Undisclosed$25 - $49 / hr10 - 49
Services provided
See all 1 projectsWe make businesses shine by providing expert WordPress maintenance, smart strategies, and continuous support for creating something unique and unstoppable in the digital platform.
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$10,000+$100 - $149 / hr10 - 49
Services provided
Pionect is a software development company launched in 2011. The agency focuses on Custom Software Development and E-Commerce Development.
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$1,000+$50 - $99 / hr2 - 9London, England
Services provided
See all 1 projectsEthan Crabb Developing specializes in project development, particularly for SaaS startups. Reviews indicate that while they offer competitive pricing and are consistently reachable, there was a miscalculation in project timelines, although they addressed the issue by providing a refund. Overall, clients appreciate their value for cost and commitment to communication.
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$50,000+$150 - $199 / hr10 - 49Brisbane City, Australia
Services provided
Based in Brisbane City, Australia and Surry Hills, Australia, Lamb Agency is a small web development firm. Their services include Web Development and E-Commerce Development.
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$5,000+< $25 / hr50 - 249Indore, India
Services provided
WordPress Development India is a web development firm. They are located in Indore, India, and their services include Web Development and E-Commerce Development.
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$1,000+< $25 / hr50 - 249
Services provided
Infinite MLM Software is a midsize website development company. Founded in 2009, the team focuses on Web Development and Mobile App Development.
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$25,000+$25 - $49 / hr10 - 49Pimpri-Chinchwad, India
Services provided
Launched in 1996, Mechsoft Digital Technologies is a custom software development firm. The firm specializes in Custom Software Development and Mobile App Development, and is small.
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$5,000+$100 - $149 / hr2 - 9Milwaukee, WI
Services provided
Established in 2010, rSquare is an e-commerce development company. Headquartered in Milwaukee, Wisconsin, the team offers E-Commerce Development and Web Design.
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UndisclosedUndisclosed1,000 - 9,999Brea, CA
Services provided
Nisum, a large software development company, is in Brea, California and Fremont, California. The team focuses on Custom Software Development and IT strategy consulting.
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Undisclosed< $25 / hr2 - 9
Services provided
See all 1 projectsWEBIT GEEKS specializes in E-Commerce Development, offering services such as E-Comm Dev and E-Store Development. Reviews highlight their exceptional communication, timely project delivery, and ability to create customized WordPress websites, enhancing online presence and user experience. Clients commend their expertise, creativity, and commitment to aligning with client visions, resulting in successful project outcomes.
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Undisclosed< $25 / hr10 - 49Kolkata, India
Services provided
See all 1 projectsDistance Coding offers comprehensive website development services, including front-end and back-end development, eCommerce solutions, and SEO optimization. The overall feedback highlights their transparent and efficient project management, competitive pricing, and commitment to delivering promised outcomes on time. Clients appreciate their smooth communication and dedicated team.
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Undisclosed< $25 / hr10 - 49Liepāja, Latvia
Services provided
See all 1 projectsLibava Softworks specializes in E-Commerce Dev, including Online Store Development and E-Commerce Website Design. The company is praised for its fast, professional service and cost-effective solutions, with clients noting improvements in their customer base and profits. The responsiveness and high-quality deliverables of Libava Softworks have secured them high ratings and client satisfaction.
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$1,000+$25 - $49 / hr10 - 49Junagadh, India
Services provided
See all 1 projectsHopiant Private Limited provides services in website design and development, focusing on mobile optimization, SEO, branding, security, and performance. Overall feedback highlights their creativity, ability to bring visions to life, and responsiveness to client needs. While clients commend their tailored solutions and timely delivery, suggestions for improvement include more frequent progress updates.
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$5,000+$200 - $300 / hr10 - 49Auckland, New Zealand
Services provided
Zyber, an UX company, was launched in 2009. The agency specializes in UX/UI Design and E-Commerce Development.
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$10,000+$25 - $49 / hr10 - 49Maadi, Egypt
Services provided
Application development company XApps Solutions is located in Maadi, Egypt. The team provides Mobile App Development and E-Commerce Development.
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$1,000+$25 - $49 / hr10 - 49Sahibzada Ajit Singh Nagar, India
Services provided
Aquatec Innovative Private Limited is a website development company. Based in Sahibzada Ajit Singh Nagar, India, the team specializes in Web Development and Mobile App Development.
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$1,000+$100 - $149 / hr50 - 249
Services provided
Nexentis is an e-commerce development company founded in 2020. The midsize team offers E-Commerce Development and Low/No Code Development.
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$1,000+$25 - $49 / hr2 - 9New York, NY
Services provided
Webo Creators is a SEO agency. The team focuses on Search Engine Optimization and E-Commerce Development, and the firm is headquartered in New York, New York.
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$10,000+$100 - $149 / hr10 - 49Charlbury, England
Services provided
Evensix is a website development firm. They focus on Web Development and Web Design and are based in Charlbury, England.
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$1,000+< $25 / hr10 - 49Ahmedabad, India
Services provided
See all 1 projectsLiveBird Technologies specializes in website and mobile app development, providing effective project management and clear communication. Clients consistently praise the company's ability to deliver projects on time and explain technical details in an accessible manner. Overall, the reviews highlight LiveBird Technologies' expertise and professionalism, making them a recommended choice for digital solutions.
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List of the Top 15 E-Commerce Development Companies
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$25,000+$25 - $49 / hr250 - 999Irving, TX
Ability to deliver
39.9/40.020/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$10,000+$100 - $149 / hr50 - 249Milton Keynes, England
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$25,000+< $25 / hr250 - 999Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% E-Commerce Development65% Other -
$25,000+$50 - $99 / hr50 - 249Tallinn, Estonia
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
55% E-Commerce Development45% Other -
$10,000+$50 - $99 / hr50 - 249Karachi, Pakistan
Ability to deliver
39.2/40.019.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$5,000+$25 - $49 / hr50 - 249Altadena, CA
Ability to deliver
39.1/40.020/20 Reviews9.5/10 Clients & Experience9.6/10 Market PresenceService focus
70% E-Commerce Development30% Other -
$10,000+$50 - $99 / hr50 - 249
Ability to deliver
39.1/40.020/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
60% E-Commerce Development40% Other -
$5,000+$25 - $49 / hr50 - 249New York, NY
Ability to deliver
39.1/40.020/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
40% E-Commerce Development60% Other -
$75,000+$150 - $199 / hr50 - 249New York, NY
Ability to deliver
39.1/40.020/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$5,000+$25 - $49 / hr10 - 49Haapsalu, Estonia
Ability to deliver
38.8/40.019.6/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
70% E-Commerce Development30% Other -
$10,000+$50 - $99 / hr50 - 249Warszawa, Poland
Ability to deliver
38.7/40.019.2/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
45% E-Commerce Development55% Other -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$10,000+$50 - $99 / hr50 - 249Berlin, Germany
Ability to deliver
38.3/40.018.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$25,000+$100 - $149 / hr250 - 999Coral Springs, FL
Ability to deliver
38.3/40.019.8/20 Reviews10/10 Clients & Experience8.5/10 Market PresenceService focus
100% E-Commerce Development -
$1,000+$50 - $99 / hr10 - 49Miami, FL
Ability to deliver
37.8/40.018.8/20 Reviews9.7/10 Clients & Experience9.3/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$10,000+$100 - $149 / hr10 - 49London, England
Ability to deliver
37.7/40.018.8/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% E-Commerce Development30% Other -
$10,000+$25 - $49 / hr50 - 249Wrocław, Poland
Ability to deliver
37.5/40.018.6/20 Reviews9.5/10 Clients & Experience9.4/10 Market PresenceService focus
40% E-Commerce Development60% Other -
$5,000+$50 - $99 / hr10 - 49Redwood City, CA
Ability to deliver
37.3/40.017.8/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$25,000+$50 - $99 / hr250 - 999New York, NY
Ability to deliver
37.2/40.020/20 Reviews9.5/10 Clients & Experience7.7/10 Market PresenceService focus
40% E-Commerce Development60% Other -
$10,000+$150 - $199 / hr10 - 49Portland, ME
Ability to deliver
37.1/40.017.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
75% E-Commerce Development25% Other -
$1,000+< $25 / hr250 - 999Kolkata, India
Ability to deliver
39.5/40.020/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
20% E-Commerce Development80% Other -
$100,000+$50 - $99 / hr250 - 999Montevideo, Uruguay
Ability to deliver
36.8/40.018.2/20 Reviews10/10 Clients & Experience8.6/10 Market PresenceService focus
30% E-Commerce Development70% Other -
$5,000+$25 - $49 / hr50 - 249Asunción, Paraguay
Ability to deliver
36.7/40.017.4/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$10,000+$50 - $99 / hr50 - 249Kyiv, Ukraine
Ability to deliver
36.7/40.017/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$25,000+$50 - $99 / hr10 - 49Wrocław, Poland
Ability to deliver
37.3/40.017.6/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% E-Commerce Development55% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
39.2/40.019.8/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
15% E-Commerce Development85% Other -
$25,000+$50 - $99 / hr10 - 49Beograd, Serbia
Ability to deliver
36.4/40.018.6/20 Reviews10/10 Clients & Experience7.8/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$5,000+$25 - $49 / hr10 - 49Ahmedabad, India
Ability to deliver
36.4/40.016.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
100% E-Commerce Development -
$10,000+$25 - $49 / hr250 - 999Kolkata, India
Ability to deliver
39/40.020/20 Reviews9.8/10 Clients & Experience9.2/10 Market PresenceService focus
20% E-Commerce Development80% Other -
$50,000+$25 - $49 / hr250 - 999Toronto, Canada
Ability to deliver
36.9/40.017/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
25% E-Commerce Development75% Other
E-Commerce Development Company FAQs
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.