Top Big Data Analytics Companies in the United States
Most U.S. companies have more data than they have insight. A capable big data analytics partner closes that gap — building the pipelines, models, dashboards, and governance frameworks that turn raw transactional and behavioral data into decisions you can actually act on.
Whether you need to stand up a modern data stack, run advanced analytics on customer behavior, or build predictive models for forecasting, the right U.S. analytics firm can compress months of internal work and bring tooling expertise (Snowflake, Databricks, dbt, Looker, Power BI) that's expensive to hire for directly. Clutch helps you compare top U.S. big data analytics companies through verified client reviews, service breakdowns, and pricing data. Filter by industry, project budget, or specific tools, and explore related directories:
• Top Big Data Analytics Companies
• Big Data Analytics Companies in Los Angeles
• Big Data Analytics Companies in Dallas
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Featured
What are Featured Providers?
$5,000+$25 - $49 / hr1,000 - 9,999Serves United StatesServices provided
See all 32 projectsIndus Net Technologies Pvt. Ltd. is a company specializing in BI and Big Data Consulting & SI, providing business intelligence and systems integration services. The reviews highlight their impressive 24/7 responsiveness and fast delivery, with 100% of the feedback praising their flexible payment terms and effective communication.
$10,000+$25 - $49 / hr250 - 999Serves United StatesServices provided
See all 6 projectsNavsoft is a versatile digital solutions provider specializing in web development, AI-powered platforms, and omnichannel management. Across their reviews, clients consistently commend their ability to combine technical expertise with an understanding of specific industry needs, resulting in measurable outcomes like increased engagement and conversion rates. Approximately 80% of reviews highlight their structured project management and responsiveness, with minor suggestions for faster design iterations.
$5,000+$150 - $199 / hr10 - 49Serves United StatesServices provided
See all 5 projectsB3 Media Solutions Inc. is a Business Intelligence & Systems Integration company specializing in Business Analytics Services and Data Management Consulting. Their reviews reflect a 100% positive feedback, highlighting their expertise in focus group analysis, punctuality, and strong market understanding. Clients appreciate their strategic recommendations and effective communication.
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UndisclosedUndisclosed2 - 9Virginia Gardens, FL
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Based in Virginia Gardens, Florida, Amano Social is a small social media marketing agency. Their services include Social Media Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9Fort Worth, TX
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Small SEO services firm Ivan SEO, is based in Fort Worth, Texas. The team offers Search Engine Optimization and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Sunnyvale, CA
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Established in 2006, AppLite.com is a SEO company. The agency specializes in Search Engine Optimization and BI & big data consulting & SI, and is small.
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UndisclosedUndisclosed2 - 9Rancho Mirage, CA
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Webtechno.com is a Rancho Mirage, California-based Email Marketing company. Established in 2012, the team provides Email Marketing and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Scottsdale, AZ
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GetMIB.com is a data analytics company. The team is located in Scottsdale, Arizona, and their services include BI & big data consulting & SI and CRM consulting and SI.
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UndisclosedUndisclosed2 - 9Secaucus, NJ
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Anshika Technologies is an IT strategy consulting company. The Secaucus, New Jersey-based agency was launched in 2018. Their services include IT strategy consulting and BI & big data consulting &
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UndisclosedUndisclosed2 - 9Portland, OR
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NicheCloudware is a business intelligence company. Established in 2021, their team provides BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed2 - 9Los Angeles, CA
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Seena AI is an AI Consulting company. They are located in Los Angeles, California, and their services include AI Consulting and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Boston, MA
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Market Development Group, LLC is a Market Research company. Launched in 2021, the company is located in Boston, Massachusetts. Their services include Market Research and BI & big data consulting &
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UndisclosedUndisclosed2 - 9Indianapolis, IN
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Motoring Labs is an artificial intelligence firm. The Indianapolis, Indiana-based firm was established in 2020. Their team provides Artificial Intelligence and BI & big data consulting & SI.
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UndisclosedUndisclosed2 - 9Dundee, OR
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Elucidate Marketing is a SEO agency. They offer Search Engine Optimization and Social Media Marketing and are based in Dundee, Oregon.
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UndisclosedUndisclosed2 - 9Wilmington, DE
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EMAK Solution is a data analytics company. The agency is based in Wilmington, Delaware. Their services include BI & big data consulting & SI and ERP consulting and SI.
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UndisclosedUndisclosed2 - 9Galveston, TX
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Oleander Marketing is a branding firm in Galveston, Texas. They offer Branding and Social Media Marketing.
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UndisclosedUndisclosed2 - 9Kalispell, MT
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Launched in 2011, RankOptIQ is a social media marketing agency. The team provides Social Media Marketing and Search Engine Optimization.
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UndisclosedUndisclosed2 - 9San Jose, CA
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Tykio. Is a PR agency. The small San Jose, California-based team focuses on Public Relations and Digital Strategy. The firm was established in 2018.
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$10,000+$50 - $99 / hr10 - 49Miami, FL
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See all 1 projectsSPQR is a Miami-based AI and software engineering firm helping US companies—especially manufacturers and industrial operators—deploy AI agents and integrate automation into real business
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$5,000+$25 - $49 / hr50 - 249Santa Clara, CA
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See all 12 projects47Billion is a full-service software development company specializing in UX/UI design, frontend development, and advanced technology integration, including AI and ML. The company consistently receives positive feedback, with approximately 90% of reviewers highlighting their intuitive design capabilities and efficient project management. Clients frequently commend their innovative solutions and attention to detail, with minimal areas for improvement noted.
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$5,000+$25 - $49 / hr250 - 999Reston, VA
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See all 2 projectsNayatel Global is a technology solutions provider specializing in AI-powered chatbot development and automation services. Reviews indicate strong technical expertise, reliable project management, and effective communication, with 100% of feedback highlighting on-time delivery and problem-solving skills. Clients appreciate their scalable solutions and maintainable code, with no significant areas for improvement noted.
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$1,000+$25 - $49 / hr10 - 49Laguna Beach, CA
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Black Core SP.Zo.o.S.k is a small Gdynia, Poland-based big data analytics company. Their services include BI & big data consulting & SI and Digital Strategy.
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UndisclosedUndisclosed250 - 999Blue Bell, PA
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Business intelligence company KARYA Technologies was founded in 2007. The firm specializes in BI & big data consulting & SI and cloud consulting & SI.
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Undisclosed$100 - $149 / hr10 - 49San Francisco, CA
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See all 3 projectsCRMT Digital is a digital marketing consultancy specializing in marketing operations, CRM support, and GDPR compliance. The company is highly regarded for its project management skills, responsiveness, and attention to detail, with no negative feedback reported. Reviewers consistently praise their ability to manage complex marketing technology integrations, with over 90% noting their excellent communication and value for cost.
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$10,000+$25 - $49 / hr1,000 - 9,999Menlo Park, CA
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See all 4 projectsTrantor Inc. is a custom software development company specializing in web and mobile application development, with expertise in Java and Kubernetes for building robust systems. The reviews emphasize their flexibility, adaptability, and strong project management skills, with 100% of clients recognizing their responsiveness and integration as extensions of their teams. Clients appreciate their reliability and reasonable pricing, indicating a highly positive overall feedback.
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$250,000+$25 - $49 / hr50 - 249Herndon, VA
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EkSource Technologies, Inc, an UX agency, is headquartered in Herndon, Virginia and Pune, India. They focus on UX/UI Design and IT strategy consulting.
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UndisclosedUndisclosed1,000 - 9,999Fremont, CA
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See all 1 projectsSonata Software is a development company known for its expertise in implementing Sitecore technology and providing efficient project support services. Their clients appreciate the high quality and timely delivery of projects, with 100% of reviews highlighting their professionalism, effective communication, and strong project management capabilities. The company consistently delivers impressive design and architecture, ensuring client satisfaction.
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UndisclosedUndisclosed10 - 49Rochester, WA
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Architectural Design company KobiLabs was launched in 2016. The team offers Architectural Design and Custom Software Development.
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$10,000+$25 - $49 / hr10 - 49Geneva, IL
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Servsoft Technologies, Inc is a Geneva, Illinois-based Robotics Process Automation company. The team specializes in Robotics Process Automation and BI & big data consulting & SI.
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$5,000+$50 - $99 / hr2 - 9New York, NY
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IT staff augmentation company FunctorNS LLC was established in 2018. The agency specializes in IT staff augmentation and BI & big data consulting & SI.
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$5,000+$25 - $49 / hr250 - 999Frisco, TX
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See all 10 projectsZallpy Digital is a versatile software development and consulting company specializing in AI, cloud-native platforms, ERP systems, and mobile solutions. They receive high praise for their project management and commitment to quality, with approximately 90% of reviewers highlighting their proactive and responsive approach. Their ability to integrate seamlessly with clients and deliver on time makes them a preferred partner for many.
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$10,000+$50 - $99 / hr50 - 249Sunny Isles Beach, FL
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See all 18 projectsSymfa is a BI and Big Data Consulting & SI company specializing in custom analytics dashboards and data solutions. They are praised for seamless project management and transparent communication, with 100% of reviews highlighting their attention to detail and ability to meet client requirements, contributing to the successful promotion of video channels with millions of organic views.
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UndisclosedUndisclosed10 - 49Boulder, CO
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Small big data analytics company Integrationworx, is headquartered in Boulder, Colorado and Winnipeg, Canada. The team offers BI & big data consulting & SI and cloud consulting & SI.
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$25,000+$25 - $49 / hr1,000 - 9,999Corte Madera, CA
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See all 31 projectsSvitla Systems is a software development company with a strong focus on providing high-quality engineering and AI solutions. Reviews indicate a high level of satisfaction with their project management, responsiveness, and cultural alignment, as well as their ability to deliver on time and within budget. Approximately 90% of clients highlight the impressive professionalism and technical acumen of Svitla's team.
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$10,000+$25 - $49 / hr50 - 249Westlake Village, CA
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Business intelligence company Agilisium is located in Westlake Village, California and Chennai, India. The team provides BI & big data consulting & SI and cloud consulting & SI.
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UndisclosedUndisclosed10 - 49Lawrence, KS
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In Lawrence, Kansas, IT Consulting Services, Inc. Is a small Enterprise App Modernization company. The team provides Enterprise App Modernization and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Columbia, SC
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Founded in 2008, Ravina Technologies is a small Recruitment Process Outsourcing company. Their team provides Recruitment Process Outsourcing and CRM consulting and SI.
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UndisclosedUndisclosed10 - 49Malvern, PA
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Cygnus Consulting is a Malvern, Pennsylvania-based software development firm. Established in 2015, the team offers Custom Software Development and BI & big data consulting & SI.
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UndisclosedUndisclosed10 - 49Lewes, DE
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Yularatech is an IT strategy consulting company. They are located in Lewes, Delaware and have small team of experts. Their services include IT strategy consulting and BI & big data consulting & SI.
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UndisclosedUndisclosedFreelancerMemphis, TN
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Cliively Digital Marketing is a small SEO agency. Launched in 2021, the team focuses on Search Engine Optimization and Pay Per Click.
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UndisclosedUndisclosedFreelancerRaleigh, NC
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Spalted Software LLC, a software development firm, specializes in Custom Software Development and BI & big data consulting & SI. The company is located in Raleigh, North Carolina.
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UndisclosedUndisclosed50 - 249Jersey City, NJ
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IT strategy consulting company Stratacent was established in 2012. The firm provides IT strategy consulting and Robotics Process Automation, and is midsize.
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UndisclosedUndisclosedFreelancerMaple Grove, MN
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SMART1 Solutions is a Business Consulting company launched in 2019. The company provides Business Consulting and IT strategy consulting, and is small.
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$50,000+$25 - $49 / hr250 - 999Wilmington, DE
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See all 6 projectsuSoftware, a company specializing in Business Intelligence Consulting and Big Data Solutions, has received overwhelmingly positive feedback for its recruitment and project management services in the BI & Big Data Consulting & SI sector. Reviewers highlight their impressive communication and proactive approach, with 100% of feedback being positive, and commend their ability to deliver high-quality resources at an affordable price.
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Undisclosed< $25 / hr250 - 999Fort Lauderdale, FL
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Founded in 2015, Amber Innovations is a midsize Kingston, Jamaica-based web development company. Their team focuses on Web Development and Mobile App Development.
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UndisclosedUndisclosed50 - 249Los Angeles, CA
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Tech Holding, a data analytics company, was established in 2016. The company provides BI & big data consulting & SI and cloud consulting & SI, and is midsize.
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UndisclosedUndisclosed10 - 49Jacksonville, FL
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Vsky Solutions is a SEO services firm. They provide Search Engine Optimization and BI & big data consulting & SI and are based in Jacksonville, Florida and Kolhapur, India.
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$25,000+$50 - $99 / hr50 - 249Plano, TX
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See all 4 projectsXenonStack is a BI and Big Data Consulting & SI company renowned for its expertise in big data solutions and business intelligence integration. Reviews highlight their strong technical knowledge in DevOps and big data ecosystems, with 100% positive feedback on their ability to deliver successful and efficient solutions. However, some suggest that expanding their team could enhance their service delivery.
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UndisclosedUndisclosed50 - 249San Francisco, CA
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UXCam, a Conversion Optimization company, was launched in 2014. They specializes in Conversion Optimization and UX/UI Design.
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UndisclosedUndisclosed50 - 249San Francisco, CA
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In San Francisco, California and Paris, France, TrustInSoft is a midsize data analytics company. Their services include BI & big data consulting & SI and Cybersecurity.
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UndisclosedUndisclosed50 - 249Plano, TX
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Yorosis™ Technologies Inc is a big data analytics company in Plano, Texas and Kalapatti, India. They focus on BI & big data consulting & SI and cloud consulting & SI.
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Undisclosed$50 - $99 / hr50 - 249The Woodlands, TX
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Real Time Analytics, an IT staff augmentation company, is headquartered in The Woodlands, Texas and Bogotá, Colombia. The team specializes in IT staff augmentation and BI & big data consulting &
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UndisclosedUndisclosed1,000 - 9,999Bear, DE
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Zeb is a large big data company based in Bear, Delaware and Mississauga, Canada. Their services include BI & big data consulting & SI and Cybersecurity.
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List of Best Big Data Companies in the US
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$10,000+$25 - $49 / hr1,000 - 9,999Southborough, MA
Ability to deliver
36.6/40.016.6/20 Reviews10/10 Clients & Experience10/10 Market PresenceService focus
20% BI & Big Data Consulting & SI80% Other -
$100,000+$200 - $300 / hr50 - 249New York, NY
Ability to deliver
33.1/40.016.2/20 Reviews10/10 Clients & Experience6.9/10 Market PresenceService focus
50% BI & Big Data Consulting & SI50% Other -
$75,000+Undisclosed250 - 999Oak Brook, IL
Ability to deliver
34.3/40.015/20 Reviews10/10 Clients & Experience9.3/10 Market PresenceService focus
30% BI & Big Data Consulting & SI70% Other -
$10,000+$100 - $149 / hr10 - 49Austin, TX
Ability to deliver
35.8/40.016.6/20 Reviews10/10 Clients & Experience9.2/10 Market PresenceService focus
40% BI & Big Data Consulting & SI60% Other -
$10,000+$100 - $149 / hr50 - 249Anchorage, AK
Ability to deliver
34.9/40.016.8/20 Reviews9.3/10 Clients & Experience8.8/10 Market PresenceService focus
35% BI & Big Data Consulting & SI65% Other -
$5,000+$50 - $99 / hr10 - 49Carlsbad, CA
Ability to deliver
32.9/40.018/20 Reviews10/10 Clients & Experience4.9/10 Market PresenceService focus
50% BI & Big Data Consulting & SI50% Other -
$10,000+$150 - $199 / hr10 - 49Barrington, IL
Ability to deliver
30.5/40.015.6/20 Reviews8/10 Clients & Experience6.9/10 Market PresenceService focus
70% BI & Big Data Consulting & SI30% Other -
$10,000+$200 - $300 / hr10 - 49Berkeley, CA
Ability to deliver
29.9/40.016.4/20 Reviews7.8/10 Clients & Experience5.7/10 Market PresenceService focus
60% BI & Big Data Consulting & SI40% Other -
$250,000+$150 - $199 / hr10 - 49Addison, TX
Ability to deliver
29.3/40.016.2/20 Reviews7.5/10 Clients & Experience5.5/10 Market PresenceService focus
60% BI & Big Data Consulting & SI40% Other -
$10,000+$100 - $149 / hr2 - 9Boston, MA
Ability to deliver
29.3/40.015.6/20 Reviews8.1/10 Clients & Experience5.6/10 Market PresenceService focus
80% BI & Big Data Consulting & SI20% Other -
$10,000+Undisclosed50 - 249Bellevue, WA
Ability to deliver
35.9/40.016.4/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
25% BI & Big Data Consulting & SI75% Other -
$5,000+$25 - $49 / hr250 - 999New York, NY
Ability to deliver
32.2/40.017/20 Reviews7.9/10 Clients & Experience7.3/10 Market PresenceService focus
25% BI & Big Data Consulting & SI75% Other -
$50,000+$200 - $300 / hr10 - 49Fishers, IN
Ability to deliver
39.8/40.020/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% BI & Big Data Consulting & SI90% Other -
$5,000+$150 - $199 / hr10 - 49West Chester, PA
Ability to deliver
28.4/40.015/20 Reviews8.1/10 Clients & Experience5.3/10 Market PresenceService focus
80% BI & Big Data Consulting & SI20% Other -
$5,000+$100 - $149 / hr10 - 49El Segundo, CA
Ability to deliver
39.3/40.019.8/20 Reviews10/10 Clients & Experience9.5/10 Market PresenceService focus
10% BI & Big Data Consulting & SI90% Other -
$100,000+$50 - $99 / hr50 - 249Dallas, TX
Ability to deliver
34.5/40.015.8/20 Reviews8.9/10 Clients & Experience9.8/10 Market PresenceService focus
25% BI & Big Data Consulting & SI75% Other -
UndisclosedUndisclosed50 - 249Chicago, IL
Ability to deliver
30/40.016.2/20 Reviews7.5/10 Clients & Experience6.3/10 Market PresenceService focus
40% BI & Big Data Consulting & SI60% Other -
$50,000+Undisclosed250 - 999Chicago, IL
Ability to deliver
32.5/40.015.6/20 Reviews9/10 Clients & Experience7.9/10 Market PresenceService focus
20% BI & Big Data Consulting & SI80% Other -
$10,000+$150 - $199 / hr10 - 49Los Angeles, CA
Ability to deliver
27.2/40.016.2/20 Reviews4.8/10 Clients & Experience6.2/10 Market PresenceService focus
60% BI & Big Data Consulting & SI40% Other -
$10,000+$25 - $49 / hr1,000 - 9,999Princeton, NJ
Ability to deliver
29.3/40.015.2/20 Reviews7.3/10 Clients & Experience6.8/10 Market PresenceService focus
20% BI & Big Data Consulting & SI80% Other -
$25,000+$50 - $99 / hr50 - 249Miami, FL
Ability to deliver
35.9/40.017/20 Reviews10/10 Clients & Experience8.9/10 Market PresenceService focus
15% BI & Big Data Consulting & SI85% Other -
$100,000+$50 - $99 / hr1,000 - 9,999New York, NY
Ability to deliver
34/40.015.8/20 Reviews10/10 Clients & Experience8.2/10 Market PresenceService focus
10% BI & Big Data Consulting & SI90% Other -
$50,000+Undisclosed50 - 249New York, NY
Ability to deliver
29.9/40.015/20 Reviews8.4/10 Clients & Experience6.5/10 Market PresenceService focus
35% BI & Big Data Consulting & SI65% Other -
$10,000+$100 - $149 / hr250 - 999Atlanta, GA
Ability to deliver
35.2/40.015.8/20 Reviews9.6/10 Clients & Experience9.8/10 Market PresenceService focus
10% BI & Big Data Consulting & SI90% Other -
$10,000+$150 - $199 / hr10,000+Bellevue, WA
Ability to deliver
32.6/40.015.2/20 Reviews10/10 Clients & Experience7.4/10 Market PresenceService focus
10% BI & Big Data Consulting & SI90% Other -
$50,000+$200 - $300 / hr50 - 249Chicago, IL
Ability to deliver
36.4/40.016.6/20 Reviews10/10 Clients & Experience9.8/10 Market PresenceService focus
10% BI & Big Data Consulting & SI90% Other -
$25,000+$200 - $300 / hr10 - 49Minneapolis, MN
Ability to deliver
25.6/40.016.2/20 Reviews4.5/10 Clients & Experience4.9/10 Market PresenceService focus
70% BI & Big Data Consulting & SI30% Other -
Undisclosed$150 - $199 / hr250 - 999San Francisco, CA
Ability to deliver
34.9/40.016.2/20 Reviews8.9/10 Clients & Experience9.8/10 Market PresenceService focus
10% BI & Big Data Consulting & SI90% Other -
$100,000+$150 - $199 / hr10 - 49Chicago, IL
Ability to deliver
34.4/40.015.8/20 Reviews10/10 Clients & Experience8.6/10 Market PresenceService focus
20% BI & Big Data Consulting & SI80% Other -
$10,000+$100 - $149 / hr10 - 49Providence, RI
Ability to deliver
35.5/40.016.8/20 Reviews10/10 Clients & Experience8.7/10 Market PresenceService focus
15% BI & Big Data Consulting & SI85% Other
Latest BI and Big Data Articles
See all articles![How to Create a Budget for BI & Analytics Services [With Template] cover image](https://img.shgstatic.com/clutch-static-prod/image/resize/715x400/s3fs-public/article/f07e9d6bd89e7f70df9c94301acdd847.png)
How to Create a Budget for BI & Analytics Services [With Template]
Use our custom template for your business intelligence and analytics needs.
U.S. Big Data Analytics FAQs
Pricing varies thanks to a range of factors, including the scope of the project and team size. Based on Clutch pricing data, clients can expect costs to go:
- Hourly rates: typically $100 – $250 per hour, depending on seniority and specialization
- Project minimums: focused engagements usually start at $25,000 – $75,000
- End-to-end stack builds: $150,000 – $500,000+ depending on number of source systems, volume, and complexity
- Ongoing managed analytics: typically $10,000 – $50,000 per month in retainer
Tooling costs (Snowflake, Databricks, BI licenses) sit on top of services and can be substantial — discuss who's responsible for those before signing.
A big data analytics firm helps you collect, store, transform, model, and surface data so it drives decisions instead of sitting in disconnected systems. Engagements typically cover one or more of:
- Data engineering — building pipelines from source systems into a warehouse or lakehouse
- Data modeling and transformation — designing the schemas, metrics layers, and dbt models that make data consumable
- Business intelligence and dashboarding — building Looker, Power BI, or Tableau dashboards tied to defined KPIs
- Advanced analytics and ML — predictive modeling, customer segmentation, or demand forecasting
- Data governance — access controls, data quality monitoring, and documentation
The best firms bridge engineering and business, building infrastructure that supports analysis, not just shipping a Tableau license and walking away.
The terms overlap, but the distinction is useful. Business intelligence (BI) is mostly about reporting on what happened — historical dashboards, KPIs, monthly performance reviews — and runs well on structured, warehoused data. Big data analytics extends that into larger volumes, less structured data, real-time streams, and predictive or prescriptive modeling that informs what to do next.
In practice, most U.S. firms do both, but specialization matters. If your need is "we want a single source of truth for revenue reporting," that's a BI engagement. If it's "we want to predict which customers will churn next quarter and prevent it," that's analytics.
Filter on three things — tooling alignment, industry experience, and engineering rigor:
- Tooling alignment matters because firms tend to specialize — a Snowflake-and-dbt shop will be more efficient than a generalist if that's your stack.
- Industry experience matters because the schemas, regulatory constraints, and KPI definitions vary wildly between healthcare, financial services, retail, and SaaS.
- Engineering rigor — version control, testing, documentation, code review — separates firms that hand you a working system from firms that hand you a fragile one.
Ask for sample code or a sample DBT project from a past engagement. Reputable firms can share something redacted. Also ask crucial questions like how they handle handoffs, who owns the system after they leave, and what does ongoing support look like.
- Tool-led, not problem-led pitches. A firm that opens with "we'll set you up on [vendor]" before understanding your business question has the priorities backwards.
- No discussion of data quality. Most analytics projects fail because the source data is messier than anyone expected. A firm that doesn't ask about quality upfront will hit the same wall mid-engagement.
- Dashboards-as-deliverable thinking. Dashboards are an output, not an outcome. The deliverable is decisions made better; ask how they'll measure that.
- No ongoing maintenance plan. Pipelines break, source schemas change, and models drift. A firm that disappears at delivery leaves you with a system that decays fast.
Don’t underestimate these red flags, even if the vendor offers exciting fees or promises. It’s crucial to match with a partner that has a great track record to protect your project.