Top E-Commerce Developers
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Featured
What are Featured Providers?
$10,000+$50 - $99 / hr1,000 - 9,999Warszawa, PolandServices provided
See all 72 projectsInnowise is an E-Commerce Development company renowned for its expertise in creating sophisticated online stores with blockchain integration. The company received overwhelmingly positive feedback, with 100% of reviewers highlighting timely delivery and high-quality output. Clients particularly commend Innowise's ability to develop scalable e-commerce solutions with robust payment support, reflecting their commendable project management skills.
$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+$100 - $149 / hr50 - 249Pleasant Grove, UTServices provided
See all 361 projectsDisruptive Advertising is a digital advertising agency specializing in enhancing e-commerce development and website conversion strategies. They have received overwhelmingly positive feedback, with clients praising their proactive communication, strategic A/B testing, and ability to drive substantial e-commerce sales and lead generation. Approximately 100% of the reviews highlight their impactful project management and innovative approaches to optimizing online store development.
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$1,000+$25 - $49 / hr50 - 249Valley Stream, NY
Services provided
12th Spring is a Digital Strategy company. Founded in 2018, the team offers Digital Strategy and Social Media Marketing. The company is in Stafford, Texas and Valley Stream, New York.
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$100,000+$50 - $99 / hr50 - 249
Services provided
Founded in 2011, Website Tech Pro is a social media marketing firm. Their team specializes in Social Media Marketing and Content Marketing.
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Featured
What are Featured Providers?
$25,000+$25 - $49 / hr1,000 - 9,999Orlando, FLServices provided
See all 82 projectsSimform is an E-Commerce Development company known for its strategic approach to outsourcing and team augmentation. They have garnered positive feedback, with clients praising their professionalism, timely project management, and ability to meet or exceed expectations. Approximately 90% of reviewers highlighted their leadership and alignment with clients' goals, indicating a strong reputation for delivering effective E-Comm Development solutions.
$50,000+$25 - $49 / hr50 - 249Dubai, United Arab EmiratesServices provided
See all 99 projectsTechgropse FZC LLC is an E-Commerce Development company specializing in e-store development, online commerce dev, and e-commerce website design. The company has received overwhelmingly positive feedback, with 100% of reviewers praising their project management and timely delivery. Clients commend their ability to transform visions into reality and their transparent communication, with no identified areas for improvement.
$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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$10,000+$25 - $49 / hr50 - 249
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Cybus Solutions, a web design company, was launched in 2011. The agency focuses on Web Design and Web Development.
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$1,000+$25 - $49 / hr50 - 249
Services provided
Headquartered in , SEOPro.AE is a social media marketing company. The team specializes in Social Media Marketing and Content Marketing.
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UndisclosedUndisclosedFreelancer
Services provided
AS Tech is a small Gurugram, India-based web development company. Their services include Web Development and E-Commerce Development.
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$1,000+$25 - $49 / hr50 - 249
Services provided
Launched in 2016, Web Care House (PVT) LTD is a custom software development firm. Their services include Custom Software Development and Mobile App Development.
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$10,000+$50 - $99 / hrFreelancer
Services provided
WebDigiSoft is a social media marketing agency. The team provides Social Media Marketing and Search Engine Optimization.
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Featured
What are Featured Providers?
$5,000+$50 - $99 / hr10 - 49Kropyvnytskyi, UkraineServices provided
See all 56 projectsSPLIT Development is an E-Commerce Development firm specializing in creating and optimizing Shopify-based online stores and websites. With 100% positive reviews, they are praised for their high-quality project management, rapid communication, and solution-oriented approach. Around 90% of reviews highlight their strong alignment with company values and effective handling of complex e-commerce functionalities, including custom features and integrations.
$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.
$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.
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$1,000+$25 - $49 / hr50 - 249Los Angeles, CA
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EVRR Digital is a branding agency launched in 2015. The firm provides Branding and Social Media Marketing, and is midsize.
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$1,000+$50 - $99 / hr50 - 249Dubai, United Arab Emirates
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Branding agency 2P Marketing was launched in 2016. In Dubai, United Arab Emirates, the team offers Branding and Public Relations.
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Featured
What are Featured Providers?
$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.
$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.
$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
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$1,000+$50 - $99 / hrFreelancerAuckland, New Zealand
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Avela Design is a SEO agency. Launched in 2019, the agency is headquartered in Auckland, New Zealand. Their team provides Search Engine Optimization and Web Design.
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$1,000+$25 - $49 / hr2 - 9Bratislava, Slovakia
Services provided
In Bratislava, Slovakia, Tricks is a small SEO services firm. The team provides Search Engine Optimization and Pay Per Click.
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$1,000+$25 - $49 / hr2 - 9
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New Way is a web design agency. The Bratislava, Slovakia-based company provides Web Design and UX/UI Design.
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$25,000+$100 - $149 / hr50 - 249
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HawkEyeDubai is a media planning and buying agency. The team offers Media Planning & Buying and Social Media Marketing, and the agency is located in Dubai, United Arab Emirates.
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Undisclosed< $25 / hr50 - 249
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Webzia Infotech is a midsize Sahibzada Ajit Singh Nagar, India-based social media marketing firm. Their services include Social Media Marketing and Search Engine Optimization.
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$5,000+$50 - $99 / hr50 - 249Ashburn, VA
Services provided
American Digital Agency is an Ashburn, Virginia-based branding company. They offer Branding and Web Design.
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$1,000+$25 - $49 / hr50 - 249Lahore, Pakistan
Services provided
ECOMGRID is a social media marketing agency. The agency is located in Lahore, Pakistan. Their services include Social Media Marketing and Email Marketing.
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$1,000+< $25 / hr50 - 249Islamabad, Pakistan
Services provided
DevGate is a web design agency. The Islamabad, Pakistan-based agency was launched in 2021. Their services include Web Design and UX/UI Design.
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Undisclosed$25 - $49 / hr50 - 249Bhiwadi (M), India
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Vexocore IT Services Pvt. Ltd. Is a Bhiwadi (M), India-based web design company. The team focuses on Web Design and UX/UI Design.
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$5,000+$150 - $199 / hr50 - 249Dubai, United Arab Emirates
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Qukon Tech is a midsize social media marketing company launched in 2016. Their team focuses on Social Media Marketing and Search Engine Optimization.
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$1,000+Undisclosed50 - 249
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The Virtual Salt is a social media marketing agency. Their midsize team is based in Mumbai, India and Gurugram, India. Their services include Social Media Marketing and Ecommerce Marketing.
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$10,000+$100 - $149 / hr2 - 9Kolding, Denmark
Services provided
Asmussen Media Aps is a social media marketing firm. The small Kolding, Denmark-based team offers Social Media Marketing and Search Engine Optimization. The agency was established in 2016.
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$1,000+$50 - $99 / hrFreelancer
Services provided
Established in 2015, Púca Design is a social media marketing firm. The company specializes in Social Media Marketing and Graphic Design, and is small.
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$25,000+$50 - $99 / hr50 - 249Singapore
Services provided
Ascentis Sdn Bhd, a CRM consulting and SI company, specializes in CRM consulting and SI and Digital Strategy. The agency is headquartered in Singapore and Petaling Jaya, Malaysia.
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UndisclosedUndisclosed50 - 249
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SEO company Logovie is headquartered in West Hollywood, California. They focus on Search Engine Optimization and Web Design.
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$1,000+< $25 / hr50 - 249
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Digital Chevaal is an Advertising company. The Dubai, United Arab Emirates-based agency was founded in 2023. Their team focuses on Advertising and Branding.
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$1,000+$25 - $49 / hr50 - 249Dhaka, Bangladesh
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Custom software development firm Softzino Technologies was established in 2015. Headquartered in Dhaka, Bangladesh, the team focuses on Custom Software Development and Web Development.
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$1,000+$50 - $99 / hr50 - 249Bengaluru, India
Services provided
Shine Well Digital Solutions is a social media marketing agency. The agency is headquartered in Bengaluru, India. Their services include Social Media Marketing and Market Research.
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$1,000+$25 - $49 / hr50 - 249Mumbai, India
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Website Development Company in India is a website development company. Launched in 2009, the agency is headquartered in Mumbai, India. Their team provides Web Development and Web Design.
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Undisclosed< $25 / hr50 - 249Surat, India
Services provided
Established in 2017, LogicGo Infotech is a midsize branding agency based in Surat, India. Their team provides Branding and UX/UI Design.
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$1,000+< $25 / hr2 - 9
Services provided
Ready Set SEO Digital Marketing Adelaide is a Marketing Strategy company. They are based in Kent Town, Australia, and their services include Marketing Strategy and Digital Strategy.
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$1,000+$50 - $99 / hr50 - 249Ankara, Türkiye
Services provided
Vorante is a branding agency founded in 2023. Their team focuses on Branding and Search Engine Optimization.
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$1,000+$50 - $99 / hrFreelancerMünchen, Germany
Services provided
Digitalebox.de is a small branding firm headquartered in München, Germany. The team focuses on Branding and Social Media Marketing.
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$1,000+$25 - $49 / hr50 - 249Yerevan, Armenia
Services provided
Tewris is a software development company established in 2017. The firm specializes in Custom Software Development and Web Development, and is midsize.
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$1,000+< $25 / hr2 - 9Lucknow, India
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VIRTUOSO IT SOLUTIONS PVT. LTD. Is a Lucknow, India-based custom software development firm. Their services include Custom Software Development and Web Development.
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$1,000+$300+ / hr50 - 249
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Founded in 2023, Appxide is a midsize New York, New York-based web development firm. Their team offers Web Development and Web Design.
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$1,000+$200 - $300 / hr50 - 249
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Logo Web Design is a social media marketing firm founded in 2010. Based in San Francisco, California, the team specializes in Social Media Marketing and Email Marketing.
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$1,000+< $25 / hrFreelancerAbohar, India
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UX company jassinfotech is headquartered in Abohar, India. The team provides UX/UI Design and Logo.
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$1,000+$50 - $99 / hr50 - 249
Services provided
Cyber Bark LLC, a midsize big data analytics company, is located in Chicago Ridge, Illinois. The team offers BI & big data consulting & SI and Cybersecurity.
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$1,000+< $25 / hr50 - 249Karachi, Pakistan
Services provided
Founded in 2019, Design in PK is a midsize branding company. Their services include Branding and Digital Strategy.
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$1,000+< $25 / hr50 - 249Ghaziabad, India
Services provided
Balj services, a SEO services firm, was launched in 2015. The team provides Search Engine Optimization and Web Development.
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$1,000+$100 - $149 / hr2 - 9
Services provided
Columbus Website Design is a social media marketing firm based in Columbus, Ohio. They focus on Social Media Marketing and Email Marketing and were founded in 2005.
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$25,000+$200 - $300 / hr2 - 9Zumaia, Spain
Services provided
L.I Branding Studio is a branding firm launched in 2014. The team focuses on Branding and Marketing Strategy.
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$5,000+$50 - $99 / hr50 - 249Marysville, WA
Services provided
Hybrid Mediaworks is a Digital Strategy company. Launched in 2017, their team specializes in Digital Strategy and Social Media Marketing.
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$1,000+$25 - $49 / hr50 - 249New Delhi, India
Services provided
Webibm is a social media marketing company. The team focuses on Social Media Marketing and Content Marketing and is in New Delhi, India.
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$1,000+< $25 / hr50 - 249Karachi, Pakistan
Services provided
Marten Digitals is a social media marketing agency. Founded in 2019, the team specializes in Social Media Marketing and Search Engine Optimization.
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$5,000+Undisclosed50 - 249Mumbai, India
Services provided
Mindtech Solutions Pvt. Ltd., a custom software development company, is located in Mumbai, India. Founded in 2008, the team provides Custom Software Development and Web Development.
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$1,000+< $25 / hrFreelancerJohannesburg, South Africa
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Matrix Media is a social media marketing agency. Headquartered in Johannesburg, South Africa, their small team offers Social Media Marketing and Web Design. The agency was launched in 2015.
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$1,000+$50 - $99 / hr2 - 9
Services provided
MEDIAMAKS UK is a Digital Strategy company. They focus on Digital Strategy and Social Media Marketing and were established in 2017. The agency is based in Birmingham, England and Birmingham,
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$1,000+$25 - $49 / hrFreelancerChristchurch, New Zealand
Services provided
Alliance IT Solutions limited is a branding firm based in Christchurch, New Zealand. Established in 2020, the team focuses on Branding and Social Media Marketing.
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$1,000+< $25 / hr50 - 249Noida, India
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Webfymedia is a social media marketing agency. Their team is based in Noida, India and specializes in Social Media Marketing and Search Engine Optimization.
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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 -
$10,000+$50 - $99 / hr50 - 249Irvine, CA
Ability to deliver
39.6/40.020/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$25,000+$50 - $99 / hr50 - 249Tallinn, Estonia
Ability to deliver
39.5/40.019.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
55% E-Commerce Development45% 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
40% E-Commerce Development60% 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 - 249Middletown, DE
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 -
$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 -
$5,000+< $25 / hr50 - 249Ahmedabad, India
Ability to deliver
39.7/40.020/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
35% E-Commerce Development65% Other -
$10,000+$100 - $149 / hr10 - 49London, England
Ability to deliver
38.1/40.019.2/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
70% E-Commerce Development30% Other -
$10,000+$50 - $99 / hr50 - 249Warszawa, Poland
Ability to deliver
38/40.018.4/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
45% E-Commerce Development55% Other -
$10,000+$150 - $199 / hr10 - 49Portland, ME
Ability to deliver
37.9/40.018.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
75% E-Commerce Development25% Other -
$1,000+$50 - $99 / hr10 - 49Miami, FL
Ability to deliver
37.6/40.018.6/20 Reviews9.7/10 Clients & Experience9.3/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$5,000+$50 - $99 / hr10 - 49Austin, TX
Ability to deliver
37.5/40.018.6/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
50% E-Commerce Development50% Other -
$5,000+$25 - $49 / hr50 - 249Asunción, Paraguay
Ability to deliver
37.3/40.018/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
50% E-Commerce Development50% 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+$50 - $99 / hr50 - 249Kyiv, Ukraine
Ability to deliver
37.1/40.017.4/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
50% E-Commerce Development50% 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 -
$10,000+$25 - $49 / hr50 - 249Wrocław, Poland
Ability to deliver
37.1/40.018.2/20 Reviews9.5/10 Clients & Experience9.4/10 Market PresenceService focus
40% E-Commerce Development60% Other -
$5,000+$25 - $49 / hr1,000 - 9,999Dallas, TX
Ability to deliver
37.1/40.020/20 Reviews10/10 Clients & Experience7.1/10 Market PresenceService focus
30% E-Commerce Development70% Other -
$25,000+$50 - $99 / hr10 - 49Wrocław, Poland
Ability to deliver
37.6/40.018/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
45% E-Commerce Development55% Other -
Undisclosed$50 - $99 / hr50 - 249London, England
Ability to deliver
36.9/40.017.6/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$5,000+$50 - $99 / hr10 - 49Redwood City, CA
Ability to deliver
36.9/40.017.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
80% E-Commerce Development20% Other -
$1,000+$25 - $49 / hr1,000 - 9,999London, England
Ability to deliver
39.4/40.020/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
15% E-Commerce Development85% 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 -
$5,000+$25 - $49 / hr10 - 49Ahmedabad, India
Ability to deliver
36.6/40.017/20 Reviews10/10 Clients & Experience9.6/10 Market PresenceService focus
100% E-Commerce Development -
UndisclosedUndisclosed250 - 999Fort Wayne, IN
Ability to deliver
36.6/40.018.8/20 Reviews9.8/10 Clients & Experience8/10 Market PresenceService focus
35% E-Commerce Development65% 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.