Top E-Commerce Developers
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FLServices provided
See all 83 projectsSimform is an E-Commerce Development company known for its innovative approach to IT outsourcing and online store development. Reviews highlight their exceptional project management, with 100% of feedback noting their ability to meet or exceed expectations. Clients appreciate Simform's alignment with company values and pioneering solutions in E-Comm Development, contributing to successful and scalable partnerships.
$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.
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Undisclosed$300+ / hrFreelancer
Services provided
Freelancer Wordpress Developer is a custom software development firm. Their small team of employees is based in Lucknow, India. Their team offers Custom Software Development and Web Development.
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$1,000+$50 - $99 / hrFreelancerGöteborg, Sweden
Services provided
Webkung AB, a social media marketing agency, is in Göteborg, Sweden. They provide Social Media Marketing and Pay Per Click and were established in 2015.
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Featured
What are Featured Providers?
$5,000+$150 - $199 / hr10 - 49Pleasant Ridge, MIServices provided
See all 20 projectsPerfect Afternoon is a web development and digital marketing agency that specializes in website design, SEO, and PPC advertising. Across their reviews, clients frequently commend Perfect Afternoon for their strong project management skills, responsiveness, and the ability to deliver projects on time. The company is noted for its creativity and cultural alignment, with approximately 80% of reviews highlighting their effective communication and dedication to client success.
$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.
$25,000+$25 - $49 / hr1,000 - 9,999Corte Madera, CAServices provided
See all 29 projectsSvitla Systems is a software development and IT consulting company that specializes in staff augmentation, software development, and UX design services. The overall feedback from their reviews is predominantly positive, with clients praising their responsiveness, flexibility, and alignment with company values. Approximately 90% of reviewers highlight their cultural fit and value for cost. While some minor concerns were mentioned, such as vetting senior engineers, the company is consistently commended for delivering quality results on time.
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Undisclosed$25 - $49 / hrFreelancerSan Polo dei Cavalieri, Italy
Services provided
AlesWeb is an e-commerce development firm. The San Polo dei Cavalieri, Italy-based firm provides E-Commerce Development and Search Engine Optimization.
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$1,000+$25 - $49 / hrFreelancerMumbai, India
Services provided
Headquartered in Mumbai, India, Hazyaz Technologies is a web development firm. They specialize in Web Development and E-Commerce Development.
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$1,000+$25 - $49 / hrFreelancerSan Saba, Italy
Services provided
Sabaweb.it is a website development company. Their small team is in San Saba, Italy. Their services include Web Development and Web Design.
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$1,000+$25 - $49 / hrFreelancerSingapore, Singapore
Services provided
Established in 2014, Jess Chen is a small Singapore, Singapore-based web design agency. Their services include Web Design and UX/UI Design.
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UndisclosedUndisclosedFreelancer
Services provided
Web design agency Foresite Design is based in Redditch, England. Founded in 2016, the team provides Web Design and Search Engine Optimization.
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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.
$25,000+$50 - $99 / hr10 - 49Tambon Ban Mai, ThailandServices provided
See all 1 projectsFor two decades, we've witnessed the evolution of digital commerce. Through years of experience, we've learned that successful commerce isn't just about technology – it's about understanding
Read more$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.
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$1,000+$50 - $99 / hr10 - 49Kolkata, India
Services provided
See all 2 projectsTeleMatrix Global specializes in E-Commerce Development, including E-Commerce Website Design and Online Store Development. Reviews highlight their proficiency in website development, social media marketing, and SEO services. Clients appreciate their passionate approach, timely project updates, and effective cost-value balance.
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$1,000+Undisclosed10 - 49Surat, India
Services provided
See all 1 projectsIDEA TO IMPLEMENTATION INFOTECH provides app development services, including UX/UI design and development for both iOS and Android platforms. Their reviews highlight the company's ability to deliver stable, high-quality applications and their strong project management practices, emphasizing clear communication and adherence to budget constraints. The ongoing partnership with a client demonstrates their reliability and commitment to long-term relationships.
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Featured
What are Featured Providers?
$25,000+$50 - $99 / hr50 - 249Tallinn, EstoniaServices provided
See all 45 projectsElogic Commerce is an E-Commerce Development company specializing in services such as Online Store Development and E-Commerce Website Design. The reviews reveal a strong focus on delivering tailored, efficient solutions to meet diverse client needs, with 100% of reviewers praising their project management and communication skills. Clients commonly highlight their technical proficiency and ability to provide clear, strategic advice, although some suggest enhancing their design focus.
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$1,000+$25 - $49 / hr10 - 49
Services provided
See all 1 projectsTechnovole offers innovative solutions for managing school fees, expenses, and other administrative programs. The overall feedback highlights their effective and creative work, which has resulted in streamlined operations and accurate financial tracking. Clients appreciate their excellent communication and user-friendly pricing, although there is a suggestion for enhanced marketing efforts.
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$1,000+< $25 / hr10 - 49Jodhpur, India
Services provided
R2logics Technologies Pvt Ltd is a Digital Strategy company headquartered in Jodhpur, India and New Delhi, India. The team offers Digital Strategy and Social Media Marketing.
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UndisclosedUndisclosed10 - 49Jaipur, India
Services provided
Bridgestone Technologies & Associates is a web design agency. They were established in 2022 and provide Web Design and Search Engine Optimization.
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$1,000+$50 - $99 / hr10 - 49Oakland, FL
Services provided
Aeos Web Design is a web design company established in 2021. Their services include Web Design and Search Engine Optimization.
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$1,000+< $25 / hr10 - 49
Services provided
Website development firm ASK Technos LLC is based in Lahore, Pakistan and New York, New York. Their services include Web Development and Custom Software Development.
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Undisclosed< $25 / hr10 - 49Kolkata, India
Services provided
Alienity Technologies is a branding firm launched in 2022. The small team specializes in Branding and Search Engine Optimization.
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Undisclosed< $25 / hr10 - 49
Services provided
Xelogic Solutions is a small social media marketing company established in 2022. Their services include Social Media Marketing and Search Engine Optimization.
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$1,000+$25 - $49 / hr10 - 49Rawalpindi, Pakistan
Services provided
Devolyte is a software development firm established in 2023. Their services include Custom Software Development and Search Engine Optimization.
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$250,000+< $25 / hr2 - 9Islamabad, Pakistan
Services provided
IDEAL SOLUTIONS CYBERSECURITY COMPANY is a Cybersecurity company. Based in Islamabad, Pakistan, their small team specializes in Cybersecurity and Web Development. The firm was launched in 2015.
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$1,000+$50 - $99 / hr10 - 49Lucknow, India
Services provided
See all 1 projectsPapaya Coders is a platform for mobile app developer and web developer. We are Best App Development Company to provide programming guides, tech updates, software, top picks, development, tutorials,
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$1,000+$50 - $99 / hr10 - 49
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See all 1 projectsYour Digital Innovation PartnerFuturex Tech is a top agency based in Birgunj and Kathmandu. We specialize in Web Design (UI/UX), Branding, Graphic Design, Digital Marketing and Website Development.
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Undisclosed< $25 / hr10 - 49Ahmedabad, India
Services provided
Open Eshore is a website development company. They are located in Ahmedabad, India and have small team. They focus on Web Development and Web Design.
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$1,000+$25 - $49 / hr10 - 49Dehradun, India
Services provided
Custom software development firm Sysinfotools Software Pvt. Ltd. Was founded in 2010. The small team focuses on Custom Software Development and Enterprise App Modernization.
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$10,000+$100 - $149 / hr10 - 49Atherton, England
Services provided
Web design agency MadeByShape was founded in 2010. The team provides Web Design and Web Development and is headquartered in Atherton, England.
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$1,000+< $25 / hr10 - 49
Services provided
Founded in 2013, AGM Search India is a small Digital Strategy company located in Gurgaon, India. Their team specializes in Digital Strategy and Web Design.
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$1,000+$25 - $49 / hr10 - 49Dubai, United Arab Emirates
Services provided
The Watchtower, a SEO services firm, was founded in 2017. The firm focuses on Search Engine Optimization and Web Development.
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$1,000+$25 - $49 / hr10 - 49Noida, India
Services provided
Getsvision Solutions Pvt. Ltd., an e-commerce development company, is based in Noida, India. Founded in 2014, the team focuses on E-Commerce Development and Email Marketing.
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$5,000+$25 - $49 / hr10 - 49Bangkok, Thailand
Services provided
Red Sky Digital Ventures Ltd is a software development firm. They were launched in 2015, and their services include Custom Software Development and Web Development.
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$1,000+< $25 / hr10 - 49Chandigarh, India
Services provided
Located in Chandigarh, India and Darien, Illinois, Leciel Technologies is a small SEO services firm. The team focuses on Search Engine Optimization and E-Commerce Development.
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UndisclosedUndisclosed10 - 49
Services provided
BIGBANG, a small branding firm, is based in Coimbatore, India and Bettola-Zeloforamagno, Italy. Their services include Branding and Search Engine Optimization.
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UndisclosedUndisclosed10 - 49London, England
Services provided
Hawketing, a small branding firm, is based in London, England. Their services include Branding and Social Media Marketing.
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$1,000+$50 - $99 / hr10 - 49Dubai, United Arab Emirates
Services provided
Cube Reach Technologies is a SEO company. They are located in Dubai, United Arab Emirates and Coimbatore, India. Their team provides Search Engine Optimization and Web Development.
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UndisclosedUndisclosed10 - 49Doha, Qatar
Services provided
Brill Creations is an Advertising company. Their small team of employees is headquartered in Doha, Qatar and Veyangoda, Sri Lanka. Their team offers Advertising and Branding.
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$1,000+< $25 / hr10 - 49Chennai, India
Services provided
Weboin Technologies is a Chennai, India-based branding company. They specialize in Branding and Digital Strategy.
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$1,000+$25 - $49 / hr10 - 49Kota, India
Services provided
Dazzler Software Pvt. Ltd. Is a SEO agency. Their small team is in Kota, India and provides Search Engine Optimization and Web Design. The firm was launched in 2016.
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$1,000+$100 - $149 / hr10 - 49Brighton and Hove, England
Services provided
Contentscape is a Digital Strategy company. They specialize in Digital Strategy and Social Media Marketing and were founded in 2014. The company is located in Brighton and Hove, England.
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$1,000+$25 - $49 / hr10 - 49Guwahati, India
Services provided
OZOSOFT - Website Design, web & mobile app Development Company, a social media marketing firm, focus on Social Media Marketing and Search Engine Optimization. They were launched in 2017.
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Undisclosed< $25 / hr10 - 49Shela, India
Services provided
Staffing company Arya groups was launched in 2020. The firm provides Staffing and Recruiting, and is small.
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$1,000+$25 - $49 / hr10 - 49Dublin 8, Ireland
Services provided
Founded in 2019, Dash Squares is an IT managed services company. The small team offers IT managed services and Mobile App Development.
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$1,000+$25 - $49 / hr10 - 49
Services provided
Based in indore, India, Te is a web design company. They focus on Web Design and CRM consulting and SI and were launched in 2023.
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$10,000+$100 - $149 / hr10 - 49Dubai, United Arab Emirates
Services provided
Founded in 2020, BACKERGY SOFT is a branding company. The team provides Branding and Content Marketing.
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$1,000+$25 - $49 / hr10 - 49Islamabad, Pakistan
Services provided
Launched in 2023, CodeSphere is a custom software development firm. The agency offers Custom Software Development and Web Development.
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Undisclosed< $25 / hr10 - 49
Services provided
Peace Developer, a web design agency, is in Rawalpindi / Islamabad, Pakistan. Their services include Web Design and UX/UI Design.
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$10,000+$25 - $49 / hr10 - 49
Services provided
TECHBRANZZO SERVICES is an artificial intelligence development company. They are in rewa, India. Their team provides Artificial Intelligence and AI Agents.
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$10,000+$300+ / hr10 - 49Dhaka, Bangladesh
Services provided
Established in 2025, LessNever.Tech is a small Dhaka, Bangladesh-based website development company. Their team focuses on Web Development and Mobile App Development.
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$1,000+$25 - $49 / hr10 - 49
Services provided
Launched in 2025, Mirai Devs is a small software development firm. Their team specializes in Custom Software Development and Web Development.
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Undisclosed$25 - $49 / hr10 - 49
Services provided
Blorax is an e-commerce development company located in Brooklyn, New York. The team offers E-Commerce Development and Advertising.
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UndisclosedUndisclosedFreelancer
Services provided
Founded in 2021, Webybuild is a Digital Strategy company. Their services include Digital Strategy and Search Engine Optimization.
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$5,000+$50 - $99 / hr2 - 9Toronto, Canada
Services provided
Kicklaunch, Inc. Is a web development firm. They are located in Toronto, Canada. Their team provides Web Development and Mobile App Development.
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$1,000+$25 - $49 / hr2 - 9
Services provided
Sortup is a small software development firm based in Lahore, Pakistan. The team focuses on Custom Software Development and Mobile App Development.
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Undisclosed< $25 / hr2 - 9Surat, India
Services provided
App development company Corange Lab is located in Surat, India. They focus on Mobile App Development and Artificial Intelligence.
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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
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$5,000+$25 - $49 / hr50 - 249Miami, FL
Ability to deliver
39.3/40.019.6/20 Reviews10/10 Clients & Experience9.7/10 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 -
$25,000+$100 - $149 / hr250 - 999Coral Springs, FL
Ability to deliver
38.6/40.020/20 Reviews10/10 Clients & Experience8.6/10 Market PresenceService focus
90% E-Commerce Development10% Other -
$10,000+$50 - $99 / hr50 - 249Berlin, Germany
Ability to deliver
38.5/40.018.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$75,000+$150 - $199 / hr50 - 249New York, NY
Ability to deliver
38.5/40.019.4/20 Reviews10/10 Clients & Experience9.1/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$10,000+$50 - $99 / hr50 - 249Warszawa, Poland
Ability to deliver
38.4/40.018.8/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
45% E-Commerce Development55% Other -
$1,000+$50 - $99 / hr10 - 49Miami, FL
Ability to deliver
38.4/40.019.4/20 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
38.3/40.019.4/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% E-Commerce Development30% Other -
$5,000+$25 - $49 / hr10 - 49Kropyvnytskyi, Ukraine
Ability to deliver
38.2/40.019/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
70% E-Commerce Development30% Other -
$10,000+$150 - $199 / hr10 - 49Portland, ME
Ability to deliver
37.3/40.017.8/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
75% E-Commerce Development25% 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+$25 - $49 / hr50 - 249Sliven, Bulgaria
Ability to deliver
37.1/40.017.6/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
40% E-Commerce Development60% Other -
$25,000+$50 - $99 / hr10 - 49Wrocław, Poland
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
45% E-Commerce Development55% Other -
$5,000+$25 - $49 / hr1,000 - 9,999Noida, India
Ability to deliver
37.1/40.020/20 Reviews10/10 Clients & Experience7.1/10 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 -
Undisclosed$50 - $99 / hr50 - 249London, England
Ability to deliver
36.7/40.017.4/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
80% E-Commerce Development20% 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 -
$5,000+$50 - $99 / hr10 - 49Redwood City, CA
Ability to deliver
36.7/40.017.2/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$1,000+< $25 / hr250 - 999Kolkata, India
Ability to deliver
39.2/40.019.6/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
20% E-Commerce Development80% Other -
$10,000+$25 - $49 / hr50 - 249Wrocław, Poland
Ability to deliver
36.5/40.017.6/20 Reviews9.5/10 Clients & Experience9.4/10 Market PresenceService focus
40% E-Commerce Development60% 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 -
$100,000+$50 - $99 / hr250 - 999Montevideo, Uruguay
Ability to deliver
36.4/40.017.8/20 Reviews10/10 Clients & Experience8.6/10 Market PresenceService focus
30% E-Commerce Development70% 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
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.