years of experience in data-driven solutions
14+
We deliver data architecture consulting services for businesses operating across the USA, UK, Europe, and global markets, helping them collect, structure, analyze, and use data in daily operations.
Need a data foundation that supports AI projects? Let’s prepare your architecture.
Featured Case Studies
Unified Power BI and Azure Analytics Platform
We deployed a unified analytics platform powered by Power BI and Azure, integrating fragmented global data. This resulted in a 2.5% increase in operating profit and an annual reduction of $4 million in losses.
Solution category
AI Solution
Country
USA
Industry
Retail
Data analytics
+7 more
Data analytics
+7 more
Unified Power BI and Azure Analytics Platform
We deployed a unified analytics platform powered by Power BI and Azure, integrating fragmented global data. This resulted in a 2.5% increase in operating profit and an annual reduction of $4 million in losses.
Data analytics
+7 more
Data analytics
+7 more
Scalable Analytics Platform for Digital Healthcare
Emerline developed and implemented a scalable analytics platform for a healthcare company, enabling them to provide transparent reporting and real-time analytics to their clients.
Custom development
+1 more
Custom development
+1 more
Custom development
+1 more
CPG Data: Custom Sales Analytics Platform for Enhanced Distributor Performance
The development of an extensive sales analytics platform with a variety of modules aimed at facilitating the work of distributors and maximizing their performance.
Custom development
+8 more
Custom development
+8 more
Custom development
+8 more
Custom development
+8 more
Data Science Solution for the Fintech Sector
Merchant recognition solution based on ML.
Custom development
+4 more
Custom development
+4 more
Custom development
+4 more
Custom development
+4 more
Industries We Serve
Emerline delivers industry-focused data architecture consulting that transforms insights into action, streamlines operations, and fuels sustainable growth.
Why Choose Emerline as a Data Architecture Consulting Partner?
At Emerline, we go beyond generic solutions to deliver high-impact data science solutions precisely tailored to your business needs. We combine deep expertise in data analysis, machine learning, and AI with cutting-edge technology to empower your operations and drive innovation.
End-to-end services
We offer full-cycle data management services, from strategy to post-deployment support. Our services are tailored to your exact business needs and objectives.
Cross-industry expertise
We have deep expertise in industries like finance, healthcare, retail, logistics, and beyond. This gives us the insight to craft data solutions that solve real-world challenges in any domain.
Security and compliance
With reliable data protection approaches and a comprehensive understanding of global regulations (GDPR, HIPAA, etc.), we ensure full compliance and long-term security.
Proprietary framework
We apply our flexible, proven framework to streamline data migration and loading processes, accelerate delivery, maintain quality, and scale solutions efficiently.
Awards and recognitions
Throughout our history, we have developed a number of partnerships with technology leaders, who attested our technical competencies and the ability to understand our customers’ needs and translate them into quality services
97 awards
Top Mobile App Development Firm 2025
Software Outsourcing Journal 2024
Top AI Company 2025
Best Software Development Company in Miami 2025
Top Magento Company 2025
Best E-Commerce Developers 2025
Top E-Commerce App Development Firms 2025
Top Software Development Company 2025
Top Software Development Company for Startups 2025
Top-Notch E-Commerce Development Services 2025
Top Software Developers 2025
Top Rated Agency 2024
Top Mobile App Development in Miami
Top Software Development in Miami
TOP Web Development Companies 2024
TOP Software Development Company in 2024
TOP E-commerce Development Company in 2024
TOP Software Developers in 2024
TOP Mobile app developers in 2024
TOP E-Commerce Development Services 2024
Clutch. Global Spring 2024
Top E-Commerce Developers 2024
Top Magento Company 2024
Top Software Developers 2024
Top Staff Augmentation Company 2024
Top E-Commerce Development Company 2024
Best E-commerce App Development Companies 2024
Top Software Development Companies in Miami 2024
Top Rated Mobile Development Company 2024
Top E-Commerce Development Companies 2024
Frequently Asked Questions
Trusted Partner for Data Architecture Consulting
We design and implement data architectures that support structured reporting, real-time data pipelines, and API integrations. Our work covers data modeling, ingestion frameworks, and storage layers used in analytics and operational systems.
400
+
projects completed successfully
25 Reviews on Clutch
9
offices around the globe
800
+
experienced full-time employees
Our offices
Florida, USA
Miami - Headquarters
Poland
Wrocław
Lithuania
Vilnius
Germany
Heidelberg
Common Data Problems That Architecture Actually Solves
Data architecture becomes necessary when systems grow faster than the structure behind them. Below are common situations where a well-designed data foundation removes daily friction and reduces long-term risk.
Your data lives in too many places
Operational systems, analytics tools, and external services store the same data in different formats. Data architecture defines a single structure and flow so teams stop manually reconciling numbers across systems.
Reports take days instead of minutes
Business teams depend on manual exports and spreadsheet fixes to get basic metrics. Data architecture sets up stable data pipelines and analytical storage so reports run on prepared data, not raw tables.
New features slow down existing systems
Adding analytics or tracking increases load on production databases. Data architecture separates operational workloads from analytical ones to ensure that applications remain responsive.
Data quality issues surface too late
Errors appear only after reports are published or decisions are made. Data architecture introduces validation rules and controlled transformations earlier in the data flow.
Scaling creates duplication instead of clarity
As systems grow, teams copy data to solve short-term needs. Data architecture defines ownership, storage layers, and access rules to reduce duplication.
Security and access rules are inconsistent
Sensitive data is not properly limited, making it accessible in places where it should not be. Data architecture enforces access boundaries through storage design, role-based access, and data segregation.
Data Architecture Built for Scale, Control, and Change
Modern data systems are shaped less by tools and more by design choices. We focus on architectural patterns that keep data usable as platforms, teams, and workloads grow.
Cloud-native as the default
Most data platforms now depend on managed cloud services rather than custom infrastructure. We design architectures around native services in AWS, Azure, and Google Cloud Platform, using storage, compute, and orchestration components that scale independently. This keeps performance predictable as data volume and usage increase.
Unified analytical platforms and lakehouse models
Data rarely arrives in one format or from one source. We use lakehouse platforms such as Databricks, Snowflake, Microsoft Fabric, and Delta Lake to store raw and curated data side by side. This allows analytics, reporting, and advanced processing to work from the same data foundation.
API-driven and microservices-based structures
Data architecture is tightly connected to how systems communicate. We design API-first and microservices-based data flows so components can change without forcing a full redesign. This reduces coupling between systems and simplifies long-term maintenance.
Architectures ready for analytics and machine learning
Models depend on more than raw data volume. We structure data flows so features, metadata, and lineage are available where analytics and machine learning teams need them. This supports repeatable training, testing, and deployment workflows.
Applying data fabric and data mesh ideas
Centralized control does not scale on its own. We apply data fabric and mesh concepts to balance local data ownership with shared standards. Teams can discover and use data independently while access rules, quality checks, and compliance remain consistent.
Automation built into the architecture
Manual control does not work at scale. We design architectures that support automated lineage tracking, metadata updates, and data quality monitoring. This shortens response time when issues appear and reduces ongoing operational effort.
The Business Impact of a Well-Built Data Architecture
Strong data architecture does not sit in the background. It shapes how teams report, plan, and make decisions every day.
Faster access to reliable data
Teams stop waiting for manual exports and custom queries. Standardized data models make reports available on demand.
Fewer errors in financial and operational reporting
Validation rules catch missing or incorrect values early. This reduces rework during monthly closes and audits.
Lower cost of system integrations
A centralized data layer replaces dozens of direct connections. New tools connect only once, instead of many times.
Better support for forecasting and planning
Clean historical data feeds predictive models. Planning teams work with consistent trends instead of fragmented datasets.
Improved security and access control
Role-based permissions define who can see and edit data. Sensitive information stays protected without inhibiting daily work.
Easier system scaling
Architecture separates storage from processing. Performance stays stable as data volumes grow.
Our Data Architecture Consulting Services
Data architecture touches many parts of a system, but not all problems start in the same place. Some begin with growth, while others start with risk, speed, or inconsistency. Our services address these entry points directly and connect them into a working data foundation.
Data assessment and strategy
We analyze existing data flows and plan a target architecture with a safe, actionable roadmap.
Data lake and big data architecture
We design data lakes with clear ingestion, storage, and lifecycle controls to keep data usable and costs low.
Data integration and ELT / ETL pipelines
We build pipelines with clear transformations, error handling, and observability.
Data migration and legacy system modernization
We plan migrations by mapping schemas, validating data, and coordinating cutovers.
Data analytics and BI architecture
We build analytics layers that isolate reporting and standardize metrics, ensuring reliable, and consistent insights.
Data warehousing
We design data warehouses around business processes and predictable loads for a single source of reporting.
Data architecture design
Architecture design sets the rules before problems appear. We define how data flows between systems, where transformations occur, and how different workloads are separated. The result is a structure that supports production traffic, analytical queries, and future extensions without rework.
Data quality assessment and improvement
Data quality problems usually surface too late. We trace errors back to their origin and introduce validation checks at points where data enters or changes. Quality controls become part of normal processing, not a separate clean-up step.
Data governance and compliance
Rules only work when systems enforce them. We define access boundaries, data ownership, and retention logic directly in the architecture. This keeps sensitive data restricted and supports audit requirements, without relying on manual controls.
Emerline is an important part of our strategic team!
Emerline has been our technology partner since late 2012. In the early years I thought that would be a short-term gap fill until I could afford to hire my own technical team in the US. But they have consistently met the demands of our growing company and helped us build what we believe is the industry's best solution option. Emerline provides high quality work, so much so that our platform's reliability and accuracy has been mentioned by our largest customer's internal vendor survey repeatedly. The individuals we work with aren't just contractors, they are an important part of our strategic Team and we enjoy working with them every day!
Emerline is an important part of our strategic team!
Emerline has been our technology partner since late 2012. In the early years I thought that would be a short-term gap fill until I could afford to hire my own technical team in the US. But they have consistently met the demands of our growing company and helped us build what we believe is the industry's best solution option. Emerline provides high quality work, so much so that our platform's reliability and accuracy has been mentioned by our largest customer's internal vendor survey repeatedly. The individuals we work with aren't just contractors, they are an important part of our strategic Team and we enjoy working with them every day!
President/CEO, CPG Data
USA
President/CEO, CPG Data
USA
Emerline has been the best development partner we’ve ever worked with!
Emerline has been the best development partner we’ve ever worked with. The team is very responsive and the quality is very high. They are always willing to do whatever is necessary to support development and customer support efforts. I would recommend them to anyone.
Emerline has been the best development partner we’ve ever worked with!
Emerline has been the best development partner we’ve ever worked with. The team is very responsive and the quality is very high. They are always willing to do whatever is necessary to support development and customer support efforts. I would recommend them to anyone.
CEO, Praxie
USA
CEO, Praxie
USA
We recommend Emerline as a trusted technology partner
We can confidently say that Emerline fully met our expectations, starting with providing high-quality advice on technologies that would improve our solution and continuing with their fast, high-quality implementation. Emerline has strong communication processes in place that kept us apprised of the project's stage and allowed us to discuss any issues on the go. The team was professional and promptly made adjustments when asked. We recommend Emerline as a trusted technology partner for developing telemedicine solutions and would choose to work with Emerline again regarding new projects.
We recommend Emerline as a trusted technology partner
We can confidently say that Emerline fully met our expectations, starting with providing high-quality advice on technologies that would improve our solution and continuing with their fast, high-quality implementation. Emerline has strong communication processes in place that kept us apprised of the project's stage and allowed us to discuss any issues on the go. The team was professional and promptly made adjustments when asked. We recommend Emerline as a trusted technology partner for developing telemedicine solutions and would choose to work with Emerline again regarding new projects.
Founder, Hello Ralphie
USA
Founder, Hello Ralphie
USA
We are very pleased and content with our relationship with Emerline
We are very pleased and content with our relationship with Emerline. We rely on their team for full-stack development of our platform. We respect the high technical caliber and dedication of the team assigned to our project. Emerline provided us with the scaling we needed to grow development capabilities from early-stage POC to now a globally deployed platform in the HR Teach space.
We are very pleased and content with our relationship with Emerline
We are very pleased and content with our relationship with Emerline. We rely on their team for full-stack development of our platform. We respect the high technical caliber and dedication of the team assigned to our project. Emerline provided us with the scaling we needed to grow development capabilities from early-stage POC to now a globally deployed platform in the HR Teach space.
CEO, Espresa
USA
CEO, Espresa
USA
We highly recommend Emerline as a technology partner
The Emerline team involved in the completion of our projects demonstrated a high level of responsiveness and support by solving issues and answering questions ASAP. They were diligent and proactively addressed the challenges that arose during the development process. Our cooperation ran smoothly and professionally, and Emerline quickly provided direct and correct advice when necessary. We highly recommend Emerline as a technology partner for large and complicated development projects that also delivers continuous cooperation with the provider on new projects.
We highly recommend Emerline as a technology partner
The Emerline team involved in the completion of our projects demonstrated a high level of responsiveness and support by solving issues and answering questions ASAP. They were diligent and proactively addressed the challenges that arose during the development process. Our cooperation ran smoothly and professionally, and Emerline quickly provided direct and correct advice when necessary. We highly recommend Emerline as a technology partner for large and complicated development projects that also delivers continuous cooperation with the provider on new projects.
VP Global IT, FUCHS Group
Germany
VP Global IT, FUCHS Group
Germany
Emerline helped us build an MVP into a full-fledged production platform — in 14 months
Emerline worked closely with us to take the best ideas from our MVP and integrate them with transactional capabilities for digital payments, workflow for job management, and funds transfers for cash advances. Our platform was built to service the roofing industry getting contractors paid faster so they can focus on growing their businesses and servicing their customers.
Emerline helped us build an MVP into a full-fledged production platform — in 14 months
Emerline worked closely with us to take the best ideas from our MVP and integrate them with transactional capabilities for digital payments, workflow for job management, and funds transfers for cash advances. Our platform was built to service the roofing industry getting contractors paid faster so they can focus on growing their businesses and servicing their customers.
Founder and CEO, SquareDash
USA
Founder and CEO, SquareDash
USA
They proved themselves reliable technology partners
Throughout our cooperation with Emerline, they proved themselves reliable technology partners. That’s why we trusted them with our new project — website migration to AEM and revamping our brand’s product catalog that we use across multiple websites — without any hesitation. The team always stayed in touch, providing regular feedback and progress updates. The cooperation was smooth, and the work on the project was completed in due time. They provided an efficient solution that allowed us to reduce infrastructure costs; with it, we didn’t have to depend on third-party vendors. Thanks, Emerline! We will definitely continue working with you.
They proved themselves reliable technology partners
Throughout our cooperation with Emerline, they proved themselves reliable technology partners. That’s why we trusted them with our new project — website migration to AEM and revamping our brand’s product catalog that we use across multiple websites — without any hesitation. The team always stayed in touch, providing regular feedback and progress updates. The cooperation was smooth, and the work on the project was completed in due time. They provided an efficient solution that allowed us to reduce infrastructure costs; with it, we didn’t have to depend on third-party vendors. Thanks, Emerline! We will definitely continue working with you.
IT Director
USA
IT Director
USA
Emerline exceeded expectations!
Redesigning our website wasn't just about updating our look — it was about building a stronger front door for the world to experience Miami’s economic story. As the official EDO for Miami-Dade, we knew the stakes were high. Emerline exceeded expectations. They were consistently organized, forward-thinking, and committed. In less than six months, we had a completely new platform — faster, smarter, and built to grow with us. We’re proud of what we built together!
Emerline exceeded expectations!
Redesigning our website wasn't just about updating our look — it was about building a stronger front door for the world to experience Miami’s economic story. As the official EDO for Miami-Dade, we knew the stakes were high. Emerline exceeded expectations. They were consistently organized, forward-thinking, and committed. In less than six months, we had a completely new platform — faster, smarter, and built to grow with us. We’re proud of what we built together!
President & CEO, Miami-Dade Beacon Council
USA
President & CEO, Miami-Dade Beacon Council
USA
The team gladly brought their expertise and delivered us a perfect solution to meet our customers’ business needs.
The Emerline team wasn’t scared of any challenges and managed to design a solution to cater to any analytical or supply chain tasks. Their enthusiasm and process transparency ensured seamless communication and prompt reaction to any adjustment or focus shift from our side. Their experience and dedication allowed them to provide the solution really fast. We highly recommend choosing Emerline as a development partner if you need a high-end solution for your business.
The team gladly brought their expertise and delivered us a perfect solution to meet our customers’ business needs.
The Emerline team wasn’t scared of any challenges and managed to design a solution to cater to any analytical or supply chain tasks. Their enthusiasm and process transparency ensured seamless communication and prompt reaction to any adjustment or focus shift from our side. Their experience and dedication allowed them to provide the solution really fast. We highly recommend choosing Emerline as a development partner if you need a high-end solution for your business.
Founder & CEO, Kontango
USA
Founder & CEO, Kontango
USA
We recommend Emerline as a reliable and skilled tech partner
Collaboration with Emerline was one of our best decisions! Their team quickly understood both the technical requirements and the industry-specific challenges we were trying to solve. We needed a secure, flexible platform that could support data-driven formulation across different industries, and Emerline delivered exactly that. Their team approached the task with professionalism, understood our goals, and built a solution that met both technical and user-facing needs.The result is a working platform that reduces manual work, speeds up R&D, and supports faster, smarter formulation processes across various industries. From day one, communication was smooth, timelines were clear, and we felt fully supported throughout the project. We highly recommend Emerline as a tech partner for your future initiatives.
We recommend Emerline as a reliable and skilled tech partner
Collaboration with Emerline was one of our best decisions! Their team quickly understood both the technical requirements and the industry-specific challenges we were trying to solve. We needed a secure, flexible platform that could support data-driven formulation across different industries, and Emerline delivered exactly that. Their team approached the task with professionalism, understood our goals, and built a solution that met both technical and user-facing needs.The result is a working platform that reduces manual work, speeds up R&D, and supports faster, smarter formulation processes across various industries. From day one, communication was smooth, timelines were clear, and we felt fully supported throughout the project. We highly recommend Emerline as a tech partner for your future initiatives.
FastFormulator Key Partner and Project Leader
USA
FastFormulator Key Partner and Project Leader
USA
Emerline demonstrated a deep understanding of the client's vision
Emerline demonstrated a deep understanding of the client's vision, delivering a functional MVP on time and within budget. The team was highly responsive to the client's needs and maintained clear communication throughout. Above all, their exceptional project management skills stood out.
Emerline demonstrated a deep understanding of the client's vision
Emerline demonstrated a deep understanding of the client's vision, delivering a functional MVP on time and within budget. The team was highly responsive to the client's needs and maintained clear communication throughout. Above all, their exceptional project management skills stood out.
CEO, Founder of Tribela GmbH
Germany
CEO, Founder of Tribela GmbH
Germany
The level of skill and quality of the developers is outstanding!
Emerline has been helping the client significantly improve their apps for 1.5 years. Their efforts have resulted in positive feedback from users and stakeholders. Moreover, the vendor impresses the client with their skills, flexibility, excellent project management, and effective communication.
The level of skill and quality of the developers is outstanding!
Emerline has been helping the client significantly improve their apps for 1.5 years. Their efforts have resulted in positive feedback from users and stakeholders. Moreover, the vendor impresses the client with their skills, flexibility, excellent project management, and effective communication.
Director, RedWrasse Ltd.
UK
Director, RedWrasse Ltd.
UK
Impressed with transparency, proactiveness, and customer-oriented processes
Emerline helped the client deploy the mobile app on the app store. Their team impressed the client with their transparency, proactiveness, and customer-oriented processes. They informed the client about any issues and addressed them swiftly, positively affecting the product quality and work speed.
Impressed with transparency, proactiveness, and customer-oriented processes
Emerline helped the client deploy the mobile app on the app store. Their team impressed the client with their transparency, proactiveness, and customer-oriented processes. They informed the client about any issues and addressed them swiftly, positively affecting the product quality and work speed.
CEO & Founder, Visible
Switzerland
CEO & Founder, Visible
Switzerland
My experience with Emerline has been great
The team was hired to design and develop the Echospectra mobile and web applications, as well as to integrate them with a variety of cloud services. A critical requirement was to rapidly develop the apps in an agile manner, quickly implementing important stakeholder and user feedback as it came along, and fixing any outstanding bugs. The team managed to accommodate this kind of agile, change-driven process successfully. Thanks to their rapid development approach, we've been able to build the initial app versions and then continuously iterate on them to refine our product offering and make sure it meets and exceeds customer expectations. I highly recommend them to anyone looking for a reliable partner who delivers on time and on budget.
My experience with Emerline has been great
The team was hired to design and develop the Echospectra mobile and web applications, as well as to integrate them with a variety of cloud services. A critical requirement was to rapidly develop the apps in an agile manner, quickly implementing important stakeholder and user feedback as it came along, and fixing any outstanding bugs. The team managed to accommodate this kind of agile, change-driven process successfully. Thanks to their rapid development approach, we've been able to build the initial app versions and then continuously iterate on them to refine our product offering and make sure it meets and exceeds customer expectations. I highly recommend them to anyone looking for a reliable partner who delivers on time and on budget.
CEO, Echospectra
USA
CEO, Echospectra
USA
They were very successful in listening to what we needed
They were very successful in listening to what we needed, making the appropriate suggestions, and pointing us in the right direction. They helped move our software from an awkward and crashy program to one that we depend on everyday. We couldn't do what we do without it.
They were very successful in listening to what we needed
They were very successful in listening to what we needed, making the appropriate suggestions, and pointing us in the right direction. They helped move our software from an awkward and crashy program to one that we depend on everyday. We couldn't do what we do without it.
Business Director, 3QC, Inc.
USA
Business Director, 3QC, Inc.
USA