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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$5,000+$25 - $49 / hr10 - 49Jupiter, FL
Services provided
Website development company SCUS Technology, LLC is in Jupiter, Florida and Nala Sopara, India. They focus on Web Development and Mobile App Development and were launched in 2021.
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$1,000+< $25 / hr10 - 49
Services provided
Headquartered in Karachi, Pakistan, SMAZTech XP is a web development company. They focus on Web Development and Mobile App 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+$25 - $49 / hr10 - 49
Services provided
Located in Surat, India, DevLine Technologies is a website development company. Established in 2022, the team offers Web Development and E-Commerce Development.
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$1,000+< $25 / hr10 - 49हीर, India
Services provided
IPOP Solutions is a software development company based in हीर, India. They provide Custom Software Development and Web Development and were established in 2013.
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$5,000+$25 - $49 / hr10 - 49Košice, Slovakia
Services provided
Growing Business DIGITAL is a Košice, Slovakia-based mobile application development company. Established in 2021, the team provides Mobile App Development and Web Development.
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UndisclosedUndisclosed10 - 49Houston, TX
Services provided
American WebTronics is an E-Commerce Development company that received negative feedback for unprofessional conduct and unmet promises, with 100% of reviewers highlighting issues with project completion and customer service. Clients expressed dissatisfaction with delays, poor communication, and unresolved refund requests, which have led to legal actions and complaints to federal authorities.
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Undisclosed$25 - $49 / hr10 - 49
Services provided
Founded in 2020, IQSetters is a SEO services firm. The team provides Search Engine Optimization and CRM consulting and SI and is headquartered in Noida, India and Gurugram, India.
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$1,000+< $25 / hr10 - 49
Services provided
Al-Mawa International(OPC) Private Limited is a social media marketing company established in 2025. Located in Pune, India, the team provides Social Media Marketing and Custom Software Development.
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$1,000+< $25 / hr10 - 49
Services provided
Headquartered in Lucknow, India, Multiqo is a small social media marketing company. The team focuses on Social Media Marketing and Search Engine Optimization.
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$1,000+$25 - $49 / hr2 - 9Karachi, Pakistan
Services provided
Zeshtech ( Pvt. Ltd) is a graphic design company. Founded in 2017, the company offers Graphic Design and E-Commerce Development.
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$1,000+< $25 / hr10 - 49
Services provided
Established in 2024, Haytham Tech Solutions is a custom software development firm. The team provides Custom Software Development and Web Development.
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UndisclosedUndisclosed50 - 249Dover, DE
Services provided
See all 3 projectsInfo Science Labs specializes in E-Commerce Dev, offering services such as Online Store Development and E-Commerce Website Design. The overall feedback from reviews highlights their effectiveness in increasing sales revenue, customer acquisition, and satisfaction. Clients commend their innovative technology, customization, and responsive customer service, noting they consistently deliver on time with good project management.
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$1,000+$50 - $99 / hr50 - 249
Services provided
See all 2 projectsPure Website Design offers comprehensive web development services, including wireframe creation and dynamic website design. Feedback from reviews highlights their exceptional communication, understanding of client needs, and timely project delivery, making them a reliable choice for web development projects. Clients appreciate their alignment with company values and professional project management.
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$1,000+$25 - $49 / hr2 - 9
Services provided
See all 1 projectsATYPICAL SOFTWARE PRIVATE LIMITED is a cutting-edge technology company specializing in innovative software solutions, web development, and digital transformation. We help businesses enhance their
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$5,000+$50 - $99 / hr2 - 9
Services provided
See all 1 projectsQuimic Agency offers comprehensive services in web design, development, and strategic business consulting. The reviews highlight their exceptional design capabilities, cutting-edge technology use, and strategic expertise. Clients appreciate their transparent communication, timely delivery, and the ability to combine multiple disciplines into a cohesive, professional service.
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$10,000+< $25 / hr2 - 9
Services provided
Social media marketing company Tempatkita Software is in. The team offers Social Media Marketing and Search Engine Optimization.
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$1,000+< $25 / hr2 - 9
Services provided
Tatvaminfotech is a small web development company established in 2023. Their team focuses on Web Development and E-Commerce Development.
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$5,000+$50 - $99 / hr2 - 9
Services provided
Code Republic is an Advertising company. The firm is headquartered in Astana, Kazakhstan. Their services include Advertising and Custom Software Development.
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UndisclosedUndisclosed50 - 249
Services provided
Based in Abuja, Nigeria and Lagos, Nigeria, Odichi Solutions is a Market Research company. Their services include Market Research and Digital Strategy.
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$1,000+$50 - $99 / hr250 - 999Fremont, CA
Services provided
Elsner Store is a Fremont, California-based IT strategy consulting company. The team offers IT strategy consulting and Pay Per Click.
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$25,000+$25 - $49 / hr250 - 999Rzeszów, Poland
Services provided
Established in 1999, Ideo Sp. Z o.o. Is a Digital Strategy company. Their services include Digital Strategy and Content Marketing.
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UndisclosedUndisclosed250 - 999Leeds, England
Services provided
IDHL is a public relations firm. Launched in 2023, the company is in Leeds, England and New York, New York. Their services include Public Relations and Social Media Marketing.
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$1,000+$25 - $49 / hr2 - 9Delhi, India
Services provided
Established in 2012, Web Techmedia is a small web development company. Their services include Web Development and E-Commerce Development.
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$1,000+$25 - $49 / hr2 - 9Rochester, England
Services provided
Developer Rocket is a Rochester, England-based social media marketing firm. Their services include Social Media Marketing and Search Engine Optimization.
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Undisclosed$25 - $49 / hr2 - 9
Services provided
NewNowCreative is an e-commerce development firm. Founded in 2018, the firm offers E-Commerce Development and Web Development.
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$1,000+$50 - $99 / hr10 - 49New Delhi, India
Services provided
In New Delhi, India, RKM IT SERVICES PVT. LTD is an application development company. The team focuses on Mobile App Development and Web Development.
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$10,000+$25 - $49 / hr10 - 49Warszawa, Poland
Services provided
Web design company discipline. Is in Warszawa, Poland. Their services include Web Design and Web Development.
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Undisclosed< $25 / hr50 - 249Westminster, CO
Services provided
See all 1 projectsWADIC specializes in building and developing e-commerce platforms with custom features and integrations, notably using WordPress. Overall, clients commend WADIC's ability to deliver complex projects on time and exceed expectations. Their project management style, particularly their clear communication and understanding of client needs, is frequently highlighted as impressive.
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UndisclosedUndisclosed50 - 249Burlington, MA
Services provided
See all 1 projectsExclusive Concepts, Inc. is a digital marketing firm specializing in optimizing Google Ads campaigns. Despite being acclaimed for professionalism and communication, they received critical feedback from a client, with 100% of the review indicating dissatisfaction due to increased ad spend and reduced ROI. The experience highlighted concerns about their management strategy, resulting in a net negative return on ad spend.
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$5,000+$25 - $49 / hr50 - 249Indore, India
Services provided
Established in 2004, Inwizards SoftwareTechnology is a midsize Frisco, Texas-based custom software development company. Their team provides Custom Software Development and Mobile App Development.
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$1,000+$25 - $49 / hr2 - 9Lagos, Nigeria
Services provided
Ezehgods Digital Solutions is a SEO services firm. The Lagos, Nigeria-based company specializes in Search Engine Optimization and Web Design.
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$5,000+$25 - $49 / hr10 - 49Ahmedabad, India
Services provided
Based in Ahmedabad, India, INSYNC is an user experience company. Their services include UX/UI Design and Mobile App Development.
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$5,000+$300+ / hr2 - 9Ilorin, Nigeria
Services provided
See all 1 projectsSkyFig Technologies provides website development services, as evidenced by their successful delivery of a legal services website for a client. Reviews consistently highlight their impressive client interaction, effective communication, and timely project completion. While the overall feedback is positive, some reviewers noted that their graphic design capabilities could benefit from slight improvement.
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$10,000+< $25 / hr2 - 9Cagayan de Oro, Philippines
Services provided
Launched in 2018, GreenMinded IT Solutions is a software development firm. Their team provides Custom Software Development and Enterprise App Modernization.
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$1,000+$25 - $49 / hr2 - 9Mandi Bahauddin, Pakistan
Services provided
Additals is a small branding company. Launched in 2021, the team specializes in Branding and Social Media Marketing.
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$5,000+$25 - $49 / hr10 - 49
Services provided
Onbyz Technologies LLC, a SEO company, is in Dubai, United Arab Emirates and Thiruvananthapuram, India. The team offers Search Engine Optimization and Pay Per Click.
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$1,000+$50 - $99 / hr2 - 9Adenta Municipality, Ghana
Services provided
CoNect Global Technology is a Digital Strategy company headquartered in Adenta Municipality, Ghana. The team focuses on Digital Strategy and Social Media Marketing.
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UndisclosedUndisclosed2 - 9Prestons, Australia
Services provided
Hype Studio, a branding firm, is based in Prestons, Australia. They provide Branding and Social Media Marketing.
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$10,000+$50 - $99 / hr2 - 9
Services provided
Launched in 2023, Cake Studio is a small web development firm in Kyiv, Ukraine. Their team offers Web Development and Web Design.
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$1,000+< $25 / hr10 - 49हीर, India
Services provided
Challenge technolabs is a web development firm. They were launched in 2013 and focus on Web Development and Graphic Design.
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$10,000+Undisclosed10 - 49Zielona Góra, Poland
Services provided
Launched in 2014, SoftCareHouse is a small Zielona Góra, Poland-based custom software development firm. Their services include Custom Software Development and E-Commerce Development.
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$1,000+$25 - $49 / hr10 - 49
Services provided
Headquartered in Sahibzada Ajit Singh Nagar, India, Netpyx is a small website development company. The team provides Web Development and ERP consulting and SI.
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$10,000+< $25 / hr10 - 49Noida, India
Services provided
Indo Specific Software Pvt Ltd is a small Noida, India-based web development firm. The team offers Web Development and Mobile App Development.
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$10,000+$50 - $99 / hr10 - 49Świdnica, Poland
Services provided
Effectivity Sp. Z o.o., a web design agency, was founded in 2014. The team specializes in Web Design and Product Design.
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$5,000+< $25 / hrFreelancerChennai, India
Services provided
See all 1 projectsPanfila Global Solutions specializes in web development, particularly for logistics and operations businesses, offering services including website creation and tracking features. Client feedback highlights their competitive pricing, timely delivery, and strong project management skills. Overall, clients appreciate their attention to detail and technical expertise, which have positively impacted business operations and client credibility.
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$1,000+$25 - $49 / hrFreelancerSrinagar, India
Services provided
Rubaitul Azad, an UX company, was founded in 2012. The team offers UX/UI Design and Commercial Development.
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$1,000+$50 - $99 / hr2 - 9İzmir, Türkiye
Services provided
CoreByte Teknoloji ve Yazilim Gelistirme is a custom software development firm. Established in 2021, the firm provides Custom Software Development and Web Development.
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$1,000+$100 - $149 / hr2 - 9Glenfield, Australia
Services provided
See all 5 projectsAdvanced Website Designs offers E-Commerce Website Design and Online Store Development services, providing user-friendly solutions that enhance online ordering and customer interaction. Their reviews highlight professional expertise, timely delivery, and a customer-focused approach, leading to increased online engagement and satisfaction. Clients appreciate their ability to integrate vibrant designs with seamless functionality, ultimately improving business operations and profitability.
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$1,000+< $25 / hr2 - 9
Services provided
See all 1 projectsCVWorld offers website design, SEO, and eCommerce solutions, including Shopify website development. The overall feedback highlights their strong project management, timely delivery, and effective, budget-friendly services. Clients appreciate their responsiveness, attention to detail, and the mobile-friendly, speed-optimized websites they create. CVWorld consistently receives positive user feedback and demonstrates improved website performance metrics.
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$1,000+$25 - $49 / hr2 - 9
Services provided
UflyCreative is a web design agency. They provide Web Design and UX/UI Design and are headquartered in Nicosia, Cyprus.
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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.