Top Digital Marketing Agencies in Atlanta, GA
From Midtown’s Tech Square to the creative studios of Ponce City Market, Atlanta buzzes with marketing talent that helps brands grow in the Southeast and beyond. Whether you need full-funnel campaigns, PPC management, or social media storytelling, Clutch makes it easy to find an agency you can trust.
Our platform verifies client reviews, analyzes portfolios, and ranks providers so you can confidently shortlist partners. Use filters for budget, industry, and services to zero in on a team that fits your goals—whether you’re a Georgia Tech spin-off, a Fortune 500 giant like Coca-Cola, or a fast-growing ecommerce startup in Buckhead.
- Explore the global directory: Top Digital Marketing Companies
- Compare regional options: Florida Digital Marketing Agencies or North Carolina Digital Marketing Agencies
- Industry-specific list: Atlanta Healthcare Digital Marketing Agencies
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Featured
What are Featured Providers?
$5,000+$50 - $99 / hr50 - 249Serves Atlanta, GAServices provided
See all 34 projectsCodedesign is a digital marketing agency offering services such as website maintenance, SEO, website optimization, and lead generation. Their overall feedback is overwhelmingly positive, with 100% of reviewers emphasizing their impressive project management, responsiveness, and effective communication. Additionally, 70% of reviewers highlight their alignment with company values and good value for cost. Codedesign’s adaptability and dedication to clients' success also stand out.
$1,000+$100 - $149 / hr250 - 999Serves Atlanta, GAServices provided
See all 143 projectsIntero Digital is a digital marketing agency specializing in SEO, PPC, website design, and digital marketing strategies. Reviews are mixed; approximately 56% are positive, citing efficient project management, strong SEO results, and effective communication, while 44% report poor performance, unfulfilled promises, and inadequate deliverables. Notably, recurring positive themes include their attentiveness and professionalism, while negative feedback highlights a lack of competency and failure to meet basic professional standards.
$5,000+$100 - $149 / hr50 - 249Serves Atlanta, GAServices provided
See all 361 projectsDisruptive Advertising is a digital marketing agency offering services like SEM, PPC, SEO, and lead generation strategy. The reviews reflect a 90% satisfaction rate, highlighting their expertise in increasing lead volume and cost efficiency. Many clients commend their project management and cultural alignment, though one outlier criticized their handling of high-budget projects. Overall, their commitment to client success is well-regarded.
$1,000+$100 - $149 / hr10 - 49Serves Atlanta, GAServices provided
See all 11 projectsScaledOn is a digital marketing agency specializing in Amazon optimization, SEO, and paid media strategy. They are highly praised for delivering measurable improvements in sales and marketing ROI, with reviewers noting an increase in revenue, conversion rates, and online visibility. Approximately 100% of the reviews highlight their responsiveness and data-driven approach, with no significant areas for improvement mentioned.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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Email Marketing and Market Research company ClickDimensions offers Email Marketing and Market Research. They were established in 2010.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Unbounce is a small Marketing Strategy and Email Marketing company. Founded in 2015, the team specializes in Marketing Strategy and Email Marketing.
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Featured
What are Featured Providers?
$50,000+$150 - $199 / hr10 - 49Serves Atlanta, GAServices provided
See all 16 projectsHotspex Media is a digital marketing agency renowned for its omnichannel media services, including digital advertising, SEO, and traditional media. The reviews highlight their impressive project management and innovative solutions, with 95% of reviewers commending their deep industry knowledge and attention to detail. Clients appreciate their strategic insights and data-driven results, with notable improvements in KPIs, brand sentiment, and ROI.
Undisclosed$25 - $49 / hr250 - 999Serves Atlanta, GAServices provided
Julius is a nearshore digital marketing company. We help our clients grow, leveraging Latin America’s top marketing talent. Our offerings include dedicated people, managed services, and
Read more$1,000+$100 - $149 / hr250 - 999Serves Atlanta, GAServices provided
See all 339 projectsSmartSites is a digital marketing agency specializing in SEO, PPC, website design, and development. Across reviews, clients consistently highlight their expertise, responsiveness, and ability to deliver measurable results. Notably, 100% of reviewers appreciate their project management and communication, often praising their team for professionalism, strategic insight, and exceptional support. Areas for improvement include turnaround times and enhanced integration with clients' creative direction.
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UndisclosedUndisclosed10 - 49Atlanta, GA
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Activated Reach is a Marketing Strategy and social media marketing firm. The team is based in Atlanta, Georgia, and their services include Marketing Strategy and Social Media Marketing.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Donlon Agency is a social media marketing company and Direct Marketing company. Established in 2016, their team provides Social Media Marketing and Direct Marketing.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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Mobilewalla is a midsize artificial intelligence firm. They focus on Artificial Intelligence and BI & big data consulting & SI and were launched in 2011.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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Brandmovers is a Market Research company. Their team is located in Atlanta, Georgia. The company offers Market Research and Branding.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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Midsize Digital Strategy company Sagepath Reply, is in Atlanta, Georgia. Their services include Digital Strategy and Content Marketing.
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$1,000+$50 - $99 / hr10 - 49Roswell, GA
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Headquartered in Roswell, Georgia, The Mauldin Group is a small social media marketing agency. Their services include Social Media Marketing and Content Marketing.
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$10,000+$100 - $149 / hr10 - 49Atlanta, GA
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Hope-Beckham Inc. Is a Market Research company. Located in Atlanta, Georgia, the team provides Market Research and Search Engine Optimization.
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$1,000+$100 - $149 / hr2 - 9Kennesaw, GA
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See all 3 projectsAscend SEO Marketing is a specialized SEO agency providing services such as web design, CRM implementation, and social media marketing. Their reviews highlight excellent project management, timely delivery, and a strong cultural fit with clients. Impressively, 100% of reviewers noted positive communication and responsiveness, with no areas for improvement mentioned. Overall, clients reported increased site traffic, conversions, and great value for cost.
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$5,000+$100 - $149 / hr2 - 9Atlanta, GA
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Established in 2012, Lead Horse Marketing is a small branding company in Atlanta, Georgia. Their team focuses on Branding and Social Media Marketing.
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$5,000+$100 - $149 / hr2 - 9Decatur, GA
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Branding agency HeavyDuty Branding is headquartered in Decatur, Georgia. They specialize in Branding and Digital Strategy and were established in 1993.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Founded in 2013, pocket is a small Atlanta, Georgia-based user experience design agency. Their services include UX/UI Design and Email Marketing.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Flou Marketing Agency is a small branding company launched in 2017. Their services include Branding and Email Marketing.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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See all 1 projectsNext Stage Web offers services in web design, landing page creation, website maintenance, and technical support. Reviews highlight their reliability, responsiveness, and alignment with client values, making them a strong partner for maintaining and enhancing web presence. Clients particularly appreciate their rapid response to technical issues and the delivery of easy-to-load webpages.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Established in 2008, Ethereal Innovations, Inc. Is a public relations firm. Their services include Public Relations and Marketing Strategy.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Organic Music Marketing is a small branding company. They provide Branding and Public Relations and were launched in 2016.
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$1,000+$150 - $199 / hr10 - 49Atlanta, GA
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EverSpark Interactive is a small SEO services firm headquartered in Atlanta, Georgia. The team offers Search Engine Optimization and Content Marketing.
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$5,000+$200 - $300 / hr2 - 9Atlanta, GA
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Papaya Search, a SEO services firm, is located in Atlanta, Georgia. Launched in 2004, the team offers Search Engine Optimization and Pay Per Click.
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$5,000+$50 - $99 / hr10 - 49Roswell, GA
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See all 2 projects5th Method Consulting specializes in SharePoint and K2 Blackpearl solutions, offering expertise in architecture, development, and project management. Their reviews indicate a 100% positive feedback rate, highlighting their technical proficiency, strong project management, and seamless integration with client teams. Approximately 50% of reviewers commend their SharePoint expertise and responsiveness.
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$5,000+Undisclosed10 - 49Kennesaw, GA
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HIT Network is a video production company. Their small team of employees is headquartered in Kennesaw, Georgia. Their team specializes in Video Production and Social Media Marketing.
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Undisclosed$25 - $49 / hr2 - 9Suwanee, GA
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See all 1 projectsOctos Creative Communication is a full-service digital marketing agency. The company receives consistently positive feedback, with 90% of reviewers praising their creativity and strategic approach. Clients frequently highlight their expertise in branding and digital strategy, reflecting a strong commitment to delivering innovative solutions tailored to client needs.
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UndisclosedUndisclosed10 - 49Atlanta, GA
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9th Street Media is an Atlanta, Georgia-based social media marketing company. They provide Social Media Marketing and Email Marketing.
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UndisclosedUndisclosed10 - 49Atlanta, GA
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Headquartered in Atlanta, Georgia, MediaOne.Digital is an Advertising company. They focus on Advertising and Social Media Marketing and were founded in 2015.
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$1,000+Undisclosed2 - 9Dallas, GA
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See all 5 projectsBreezy Content is a digital marketing company specializing in social media management and content creation. Their clients consistently highlight the firm's ability to enhance brand exposure and engagement, with 100% of reviews praising their timeliness and value for cost. Additionally, 80% of reviewers mentioned a positive cultural fit and personalized service.
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$1,000+$50 - $99 / hr2 - 9Marietta, GA
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Groeit is a small social media marketing agency founded in 2020. Their team offers Social Media Marketing and Digital Strategy.
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$25,000+$150 - $199 / hr10 - 49Alpharetta, GA
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See all 1 projectsThe Advertising Media Specialist for Attractions, Destinations, & Outdoor Brands! At Watauga Group, we leverage two decades of advertising media expertise and our love for the outdoors and
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UndisclosedUndisclosed2 - 9Smyrna, GA
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Small SEO company GrowComTwo, is in Smyrna, Georgia. The team focuses on Search Engine Optimization and Social Media Marketing.
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UndisclosedUndisclosed2 - 9Marietta, GA
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Founded in 2006, Turn Heads Marketing is a SEO services firm. Headquartered in Marietta, Georgia, the team provides Search Engine Optimization and Pay Per Click.
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$5,000+$100 - $149 / hr10 - 49Acworth, GA
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See all 8 projectsINTEGRITY RESOURCE SOLUTION LLC is a comprehensive digital marketing and web development agency known for its expertise in SEO, website design, and social media marketing. With 100% of reviews highlighting their effective project management and communication, they are praised for delivering high-quality results promptly and fostering strong client relationships. The company's dedication to client success and attention to detail are consistently emphasized across feedback.
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$5,000+$150 - $199 / hr50 - 249Milton, GA
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The Pedowitz Group is a Marketing Strategy company. Launched in 2007, the firm is in Milton, Georgia. Their team offers Marketing Strategy and Digital Strategy.
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UndisclosedUndisclosed50 - 249Alpharetta, GA
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Established in 2002, Northstar Technologies, Inc is a midsize Alpharetta, Georgia-based Digital Strategy company. Their services include Digital Strategy and Social Media Marketing.
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UndisclosedUndisclosedFreelancerAlpharetta, GA
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See all 1 projectsCosmos Dimensions Agency is a marketing agency specializing in social media management, content creation, and strategy development. With 100% positive feedback, clients commend their creativity, commitment, and effective project management. Notably, 90% of app-related user errors decreased, highlighting their impact on user experience and engagement.
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$50,000+$200 - $300 / hr10 - 49Norcross, GA
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Response Media is an Advertising company. The small Norcross, Georgia-based team focuses on Advertising and Digital Strategy. The agency was founded in 1980.
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$10,000+$100 - $149 / hr10 - 49Chamblee, GA
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Premier Agency is a public relations company. Their small team is based in Chamblee, Georgia. Their services include Public Relations and Branding.
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$10,000+$150 - $199 / hr10 - 49Sandy Springs, GA
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DENMARK is a branding agency. Their team is in Sandy Springs, Georgia. The company offers Branding and Public Relations.
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$10,000+$50 - $99 / hr10 - 49Atlanta, GA
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Never Without, LLC is a Digital Strategy company. They offer Digital Strategy and Social Media Marketing and are in Atlanta, Georgia.
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$5,000+$100 - $149 / hr10 - 49Atlanta, GA
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Founded in 2013, Jarrell is a small e-commerce development company. Their services include E-Commerce Development and Mobile App Development.
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UndisclosedUndisclosed10 - 49Atlanta, GA
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CoxNext is a small Advertising company established in 2019. Their team offers Advertising and Market Research.
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UndisclosedUndisclosed10 - 49Atlanta, GA
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Founded in 2023, Instigate is a small Advertising company. Their services include Advertising and Branding.
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UndisclosedUndisclosed10 - 49Atlanta, GA
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Metaleap Creative, a branding agency, was established in 2002. The firm offers Branding and Social Media Marketing.
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$5,000+$100 - $149 / hr1,000 - 9,999Atlanta, GA
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VML, an Advertising company, specialize in Advertising and Branding. They were established in 1992.
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UndisclosedUndisclosed10 - 49Atlanta, GA
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Atomic Design is a graphic design agency based in Atlanta, Georgia and Rochester, New York. They focus on Graphic Design and Search Engine Optimization and were founded in 1996.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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Meeting Expectations is an Event Marketing company. Established in 1992, their team focuses on Event Marketing and Email Marketing.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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JWT INSIDE is an user experience design company established in 1949. The company offers UX/UI Design and Branding.
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UndisclosedUndisclosed2 - 9Atlanta, GA
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Marley Nonami Incorporated is a Marketing Strategy and SEO company. The Atlanta, Georgia-based team offers Marketing Strategy and Search Engine Optimization.
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UndisclosedUndisclosed50 - 249Atlanta, GA
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Pay per click agency Extu is headquartered in Atlanta, Georgia. The team specializes in Pay Per Click and Sales Outsourcing.
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$25,000+$100 - $149 / hr10 - 49Buford, GA
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See all 5 projectsREMEDY is a dynamic video production company specializing in creating engaging, high-quality visual content across various industries. The company receives overwhelmingly positive feedback, with clients praising their professionalism, creativity, and attention to detail. Approximately 90% of reviewers highlight REMEDY's ability to meet tight deadlines and deliver impactful results, often exceeding client expectations in sales and engagement metrics.
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$5,000+$50 - $99 / hr10 - 49Roswell, GA
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PayPerClick is a Roswell, Georgia-based PPC agency. The team focuses on Pay Per Click and Social Media Marketing.
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$5,000+$100 - $149 / hr2 - 9Austell, GA
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Que Commerce is a small pay per click agency based in Austell, Georgia. The team focuses on Pay Per Click and Search Engine Optimization.
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This data powers tools like the Leaders Matrix, which helps you compare agencies directly. Our research team curates rankings by weighing verified reviews most heavily, so the most trusted and experienced providers rise to the top.
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Clutch’s commitment to transparency is ongoing. We’re constantly refining our systems to protect the integrity of reviews and support you in finding the right agency.
Best Atlanta Digital Marketing Companies
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$1,000+$100 - $149 / hr250 - 999Chamblee, GA
Ability to deliver
40/40.020/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
90% Digital Marketing10% Other -
$5,000+$100 - $149 / hr50 - 249Atlanta, GA
Ability to deliver
37.7/40.018/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
60% Digital Marketing40% Other -
$5,000+$150 - $199 / hr10 - 49Atlanta, GA
Ability to deliver
36.3/40.017.8/20 Reviews10/10 Clients & Experience8.5/10 Market PresenceService focus
80% Digital Marketing20% Other -
$1,000+$100 - $149 / hr10 - 49Atlanta, GA
Ability to deliver
35.3/40.016.2/20 Reviews9.3/10 Clients & Experience9.8/10 Market PresenceService focus
75% Digital Marketing25% Other -
$1,000+$50 - $99 / hr10 - 49Atlanta, GA
Ability to deliver
37.8/40.017.8/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
90% Digital Marketing10% Other -
$1,000+$100 - $149 / hr10 - 49Atlanta, GA
Ability to deliver
32.8/40.016.6/20 Reviews10/10 Clients & Experience6.2/10 Market PresenceService focus
100% Digital Marketing -
$5,000+$50 - $99 / hr50 - 249Atlanta, GA
Ability to deliver
36.1/40.018/20 Reviews10/10 Clients & Experience8.1/10 Market PresenceService focus
40% Digital Marketing60% Other -
$1,000+$150 - $199 / hr10 - 49Atlanta, GA
Ability to deliver
35.3/40.016.4/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
50% Digital Marketing50% Other -
$10,000+$50 - $99 / hr10 - 49Atlanta, GA
Ability to deliver
36.9/40.019.4/20 Reviews10/10 Clients & Experience7.5/10 Market PresenceService focus
40% Digital Marketing60% Other -
UndisclosedUndisclosed50 - 249Atlanta, GA
Ability to deliver
33.2/40.015.6/20 Reviews8.8/10 Clients & Experience8.8/10 Market PresenceService focus
50% Digital Marketing50% Other -
$1,000+$100 - $149 / hr50 - 249Atlanta, GA
Ability to deliver
37.5/40.017.8/20 Reviews10/10 Clients & Experience9.7/10 Market PresenceService focus
100% Digital Marketing -
$5,000+$200 - $300 / hr2 - 9Atlanta, GA
Ability to deliver
29.6/40.016.2/20 Reviews8.1/10 Clients & Experience5.3/10 Market PresenceService focus
100% Digital Marketing -
$25,000+$100 - $149 / hr1,000 - 9,999New York, NY
Ability to deliver
35.9/40.016/20 Reviews10/10 Clients & Experience9.9/10 Market PresenceService focus
20% Digital Marketing80% Other -
$5,000+$100 - $149 / hr50 - 249Atlanta, GA
Ability to deliver
35.6/40.017.4/20 Reviews10/10 Clients & Experience8.2/10 Market PresenceService focus
50% Digital Marketing50% Other -
$5,000+Undisclosed50 - 249Wells, ME
Ability to deliver
31.7/40.016.4/20 Reviews7.1/10 Clients & Experience8.1/10 Market PresenceService focus
75% Digital Marketing25% Other -
$5,000+$100 - $149 / hr10 - 49Chamblee, GA
Ability to deliver
30.2/40.016.2/20 Reviews6.9/10 Clients & Experience7.2/10 Market PresenceService focus
100% Digital Marketing -
$1,000+$150 - $199 / hr50 - 249Atlanta, GA
Ability to deliver
31.1/40.016/20 Reviews8.4/10 Clients & Experience6.6/10 Market PresenceService focus
90% Digital Marketing10% Other -
$25,000+$150 - $199 / hr10 - 49Atlanta, GA
Ability to deliver
37.4/40.019.4/20 Reviews10/10 Clients & Experience8/10 Market PresenceService focus
15% Digital Marketing85% Other -
$100,000+$150 - $199 / hr50 - 249Atlanta, GA
Ability to deliver
33.2/40.016.2/20 Reviews7.9/10 Clients & Experience9/10 Market PresenceService focus
50% Digital Marketing50% Other -
$1,000+$200 - $300 / hr10 - 49Atlanta, GA
Ability to deliver
33.7/40.015.8/20 Reviews9.8/10 Clients & Experience8.2/10 Market PresenceService focus
30% Digital Marketing70% Other -
$10,000+$100 - $149 / hr10 - 49Atlanta, GA
Ability to deliver
32/40.016.6/20 Reviews9.6/10 Clients & Experience5.7/10 Market PresenceService focus
40% Digital Marketing60% Other -
$1,000+$100 - $149 / hr10 - 49Atlanta, GA
Ability to deliver
35.2/40.016.8/20 Reviews8.8/10 Clients & Experience9.6/10 Market PresenceService focus
20% Digital Marketing80% Other -
$25,000+$300+ / hr10 - 49Atlanta, GA
Ability to deliver
36.9/40.017.6/20 Reviews9.7/10 Clients & Experience9.6/10 Market PresenceService focus
10% Digital Marketing90% Other -
$10,000+$150 - $199 / hr10 - 49Atlanta, GA
Ability to deliver
32.5/40.015.8/20 Reviews9.7/10 Clients & Experience7/10 Market PresenceService focus
35% Digital Marketing65% Other -
$5,000+$100 - $149 / hr10 - 49Atlanta, GA
Ability to deliver
27.8/40.015.6/20 Reviews6.7/10 Clients & Experience5.5/10 Market PresenceService focus
60% Digital Marketing40% Other -
UndisclosedUndisclosed10 - 49Atlanta, GA
Ability to deliver
24.4/40.014.6/20 Reviews3.3/10 Clients & Experience6.5/10 Market PresenceService focus
100% Digital Marketing -
$5,000+$200 - $300 / hr10 - 49Atlanta, GA
Ability to deliver
30.9/40.016.2/20 Reviews6.3/10 Clients & Experience8.5/10 Market PresenceService focus
40% Digital Marketing60% Other -
$1,000+$150 - $199 / hr50 - 249Atlanta, GA
Ability to deliver
33.4/40.016.2/20 Reviews9.6/10 Clients & Experience7.6/10 Market PresenceService focus
20% Digital Marketing80% Other -
$5,000+$100 - $149 / hr2 - 9Atlanta, GA
Ability to deliver
33.7/40.015.6/20 Reviews9.3/10 Clients & Experience8.7/10 Market PresenceService focus
25% Digital Marketing75% Other -
$10,000+$150 - $199 / hr2 - 9Atlanta, GA
Ability to deliver
35.8/40.017/20 Reviews9.2/10 Clients & Experience9.6/10 Market PresenceService focus
10% Digital Marketing90% Other
Latest Digital Marketing Articles
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The Future of Performance Marketing: AI + Human Strategy
Learn how the future of performance marketing combines AI with human strategy to drive smarter decisions, efficiency, and better outcomes.
Atlanta Digital Marketing Agency FAQs
Working with a local digital marketing partner lets you unlock strategic benefits that can be game-changers for your project, including:
- Regional market insight—agencies know how Atlantans search, shop, and share.
- In-person collaboration—quick MARTA rides for strategy workshops beat virtual calls.
- Access to local influencer networks, trade shows, and events like Atlanta Startup Week.
- Familiarity with Georgia privacy laws and industry regulations.
For businesses targeting the Sun Belt or broader U.S. markets, an Atlanta agency combines local nuance with national reach thanks to Hartsfield-Jackson’s global connectivity.
Budgets vary from one project to another due to the distinct factors that influence the project, but Atlanta rates are often 10–20% lower than those in New York or San Francisco. According to Clutch data, clients can expect:
- Monthly retainers: $3,000 – $15,000 for integrated campaigns
- Hourly consulting: $100 – $200 per hour
- One-off audits or CRO sprints: $2,500 – $7,500
Most agencies provide tiered packages, and many offer flexible pilot projects for startups. Before you sign with any prospective agencies, make sure you ask for a detailed quote to avoid unexpected costs and financial strain.
Thanks to Atlanta’s diverse economy, experienced digital marketing agencies take on projects from different niches and markets, such as:
- Fintech and payments (in the “Transaction Alley” corridor)
- Healthcare and med-tech (supported by Emory University and CDC proximity)
- Logistics and supply chain (leveraging Port of Savannah connections)
- Entertainment and film (“Y’allywood”)
- Consumer packaged goods—from beverages to beauty brands
Look for case studies that mirror your vertical for faster onboarding. Leverage the detailed client reviews and case studies we’ve collected on Clutch to look for the ideal partner for your needs.
- Define goals—brand awareness, leads, ecommerce ROAS, etc.
- Review Clutch profiles—ratings, detailed reviews, and service lines.
- Assess expertise—ask for local success stories and sample reports.
- Check chemistry—onsite meetings or virtual workshops help gauge cultural fit.
- Compare KPIs and tools—ensure they track metrics that matter to your C-suite.
Shortlisting 3–5 agencies and running a paid discovery project can de-risk the final decision.
- Guaranteed rankings or overnight ROI promises
- Lack of transparency on ad spend vs. management fees
- No local references despite claiming Atlanta expertise
- One-size-fits-all proposals with minimal discovery
- Limited access to data dashboards or ownership of ad accounts
A trustworthy agency will set realistic timelines (often 3–6 months for traction) and give you full visibility into both performance and spending.