ETL pipelines are a part of data warehousing and data engineering services used to streamline data for analytics. Here, we’ll discuss the fourteen leading data analytics companies structuring ETL for customer analytics for businesses from around the world.
Analytics are no longer optional for a business; they are mandatory for using business data to derive meaningful insights for informed decision-making. Whether it is customers, competitors, or the market, you can use data analytics to process large volumes of data to identify trends, patterns, correlations, etc., which give you a competitive edge. Customer analytics, especially in today’s world, where customers have high expectations from businesses and don’t like to settle for less.
Setting up analytics is a multi-step process that includes data collection and processing as well as data storage. This requires ETL (extract, transform, load) solutions or pipelines that allow data flow from the sources to the central repository (data warehouse, data lake, etc.), which is integrated with analytical and visualization tools.
According to Global Growth Insights, the global ETL market was valued at $582.07 million in 2025 and is expected to reach $ 1,285.22 million by 2034, growing at a compound annual growth rate (CAGR) of 9.2%. The same report also says that more than 68% of organizations use cloud-first strategies, while 66% prefer automation-based ETL for faster integration and analysis.
But what is ETL architecture? How do data analytics companies offer ETL development and maintenance services to organizations? Which companies should you hire as your ETL partner?
Let’s find out in this blog.
What is ETL?
Simply put, ETL is a three-step process of extracting, transforming, and loading data, moving it from the source to the destination systems, such as a data warehouse or analytical tools. Many companies offer ETL/ ELT/ data pipeline solutions as a part of end-to-end data engineering services. By partnering with certified service providers, you can set up automated ETL pipelines powered by artificial intelligence and machine learning technologies. Instead of manual processes that take too much time, money, and resources, you can derive meaningful and actionable insights in real-time, building an automated ETL architecture.
This is how data analytics companies provide ETL solutions tailored to your industry standards and business objectives.
Extract
In this phase, data is copied from various sources (internal and external), such as CRM, ERP, marketing tools, website, APIs, files, streaming sources, databases, etc. This is done without disrupting other internal processes. Moreover, the extracted data is unstructured and will be in different formats, types, etc.
Transform
In this phase, the collected raw data is transformed into useful information. It involves steps, such as data cleaning, where duplicates and errors are removed, standardization, where all the collected data is formatted into a single type with tags, application of business rules and logic, and data integration, where all this data is merged to resolve conflicts and prepared to be loaded into a unified interface.
Load
In this phase, the transformed data is moved to the destination location, which is usually a data warehouse (on-premises or on the cloud) and stored for regular use. From here, it is sent to analytical tools and dashboards. Data can be loaded into the repository in different ways: incremental load, full-time load, and real-time load. You can select the frequency based on the data volume and budget.
Leading Data Analytics Companies Structuring ETL
DataToBiz
- HQ: Mohali, Punjab (India)
- Glassdoor rating: 4.7 Stars
- Industries: EdTech, Retail & eCommerce, Manufacturing, Logistics & Supply Chain, Transportation, Travel & Hospitality, Media & Entertainment, Healthcare & Life Sciences, Surveillance, Financial Services & Banking, Insurance, Wellness, Real Estate, Food, etc.
- Five Other Services: IT Staff Augmentation, Digital Transformation, Business Intelligence, AI & ML Development, NLP & LLM Development
DataToBiz is one of the leading global data analytics companies offering customer data integration, automated ETL and data pipeline, and many other solutions for SMBs, MSMEs, and large enterprises from diverse industries. The award-winning company has ISO and SOC Type II certification and assures data security as well as regulatory compliance.
The experts include built-in security layers in the ETL pipelines to mitigate risk and make the entire data architecture secure. The company starts by auditing the existing systems and provides a data health scorecard, and builds systems based on this to strengthen the weak areas and make it more robust and scalable. DataToBiz is a certified partner of Microsoft (Gold), AWS, Google Cloud, etc., and has access to the latest tools and technologies to deliver real-time and consistent customer analytics to clients.
SPEC India
- HQ: Ahmedabad, Gujarat (India)
- Glassdoor rating: 4.3 Stars
- Industries: Logistics & Freight Forwarding, Healthcare, Fintech, Retail, Hospitality, Media Streaming, Energy, Sports, Manufacturing, eCommerce, etc.
- Five Other Services: Product Engineering, AI/ML, Data Engineering Services, Cloud Infrastructure Services, and Digital Transformation
SPEC India is a software development company empowering businesses to embrace digital technologies and innovation. It offers customized data analytics services and builds ETL frameworks that can be scaled as per the client’s requirements. As an ISO-certified company, it follows strict data security standards and promises high-level security for all its solutions.
The company’s ETL development solutions help organizations unlock their true potential and make informed decisions in real-time. SPEC India can handle complex and large-scale requirements seamlessly to deliver actionable insights for customer analytics. From consulting services to implementing the ETL workflow design, the company takes care of all steps in the process. It also handles data warehouse and data lake implementation.
GrayMatter
- HQ: Bangalore, Karnataka (India)
- Glassdoor rating: 3.0 Stars
- Industries: Manufacturing, Insurance, Media & Entertainment, Airports, Retail, Telecom, Services, Energy, etc.
- Five Other Services: Data Science, Big Data, Cloud & Mobile BI, Real Time Analytics, and Data Integration
GrayMatter is an industry analytics solutions provider with a global client base. It offers simple, structured, and scalable solutions for business intelligence, big data, and analytics across industries. The company’s data pipeline development services are cloud-based and offered as ETL as a service with end-to-end security and compliance.
It aims to bridge the gap between ETL tools and actually implementing them in an enterprise to streamline data flow and encourage businesses to embrace self-service BI and analytics. GrayMatter’s service model enables organizations to seek outside help at any point or stage in the process. The internal teams don’t have to waste time and resources on complex ETL tasks. It is an ISO-certified company.
Hyperlink InfoSystem
- HQ: Ahmedabad, Gujarat (India)
- Glassdoor rating: 4.0 Stars
- Industries: Retail & E-commerce, Education & E-learning, Travel & Hospitality, Real Estate, Healthcare & Fitness, Food & Restaurant, On-demand Solutions, Logistics & Distribution, FinTech, Gaming, Social Network, Sports, Energy & Utilities, RegTech, PropTech, Manufacturing, etc.
- Five Other Services: IoT & Embedded Solutions, AI & ML, Blockchain, Gaming Development, and Mobile & Web Development
Hyperlink InfoSystem is a digital transformation service provider delivering top-tier IT services and tech solutions for several clients. The company believes in agility, accountability, and integrity, and follows a customer-first model to deliver promised outcomes to clients. It has access to the latest ETL and big data tools to build, deploy, and maintain the data architecture in an enterprise.
The company’s cutting-edge analytical tools convert data into intelligence reports that enable data-driven decision-making across the business. Hyperlink InfoSystem uses AI-powered technologies to automate recurring processes and streamline workflows for data collection, integration, analytics, etc. It also provides continuous monitoring and optimization services alongside predictive analytics.
NEX Softsys
- HQ: Rajkot, Gujarat (India)
- Glassdoor rating: 4.9 Stars
- Industries: eCommerce, Finance, Retail, etc.
- Five Other Services: DevOps, Big Data, Software Testing, Data Warehousing, and Real-Time Analytics
NEX Softsys is an offshore software development company with a strong online presence. It designs and implements various IT solutions using cutting-edge technologies and has worked with clients in different countries. The company’s data analytics services and ETL data solutions are designed to transform raw data from multiple sources into actionable insights, which can be accessed through custom dashboards.
It handles data extraction, cleaning, transformation, loading, staging, and end-to-end management of ETL processes. NEX Softsys also provides data warehousing services for businesses to store the collected data in a central repository with proper security layers to prevent unauthorized access. The company implements the new and modern ETL process for clients to save time and resources and provide reliable customer insights.
DataFactZ
- HQ: Northville, Michigan (USA)
- Glassdoor rating: 2.8 Stars
- Industries: Financial Services, Retail & eCommerce, Healthcare & Life Sciences, Manufacturing, etc.
- Five Other Services: AI & ML, Business Intelligence, Data Analytics, Cloud Computing, and Data Governance
DataFactZ is an AI analytics company transforming data into actionable intelligence using powerful big data analytics tools and advanced technologies. Its core aim is to help businesses make smarter and data-driven decisions. The company has worked with many clients, including Fortune 500 firms and startups. It combines artificial intelligence, machine learning, and business strategy to drive real-world results for organizations from different industries.
The company offers ETL and ELT solutions as part of its data engineering services, alongside data pipeline development, data warehousing, data lake architecture, data governance, and real-time data processing. DataFactZ follows a tried and tested process that begins with assessing the client’s existing systems before designing the architecture and implementing it. The company also provides continuous monitoring and long-term support.
Velloni
- HQ: London, UK
- Glassdoor rating: 4.1 Stars
- Industries: Banking & Financial Services, Telecom, Retail, Construction, Transport, Healthcare, Manufacturing, Energy & Utilities, Government, Media & Entertainment, Education, Agriculture, etc.
- Five Other Services: Staffing & Consultancy, Infra Management, Application Management, Digital Marketing Services, and Cloud
Velloni is a performance-driven IT consultancy company that focuses on building long-term relationships with its clients in varied parts of the world. It drives growth and increases efficiency for businesses by building solutions using the latest tools and technologies. The company’s tailored services for data extraction and ETL development help organizations gain a strategic advantage from business data and use the insights to make informed decisions.
Velloni is among the popular data analytics companies that guarantee data accuracy, consistency, and relevance, as well as scalability and transparency in the new systems. It seamlessly integrates the new setup with existing frameworks to streamline workflows and share insights on employees’ dashboards.
LatentView Analytics
- HQ: Chennai, Tamil Nadu (India)
- Glassdoor rating: 3.5 Stars
- Industries: Technology, CPG, Financial Services, Retail, Industrials, etc.
- Five Other Services: Data Engineering, Data Science, Data Visualization, Consulting, and GenAI Readiness
LatentView Analytics is a global analytics service provider specializing in implementing end-to-end analytics solutions for various organizations. It helps clients transform customer engagement with custom AI-powered services tailored for their requirements. The company’s data analytics consulting services unify business data, refine analytics, and deliver real-time actionable insights that are customer-centric and useful to make quick decisions.
The company also has an in-house product, OneCustomerView, a powerful AI platform delivering cutting-edge analytical insights to enhance customer experience and improve retention rates. LatentView Analytics supports organizations to balance between generic customer interactions and over-personalization to attract the right audience to the business and gain a competitive edge in the market.
DICEUS
- HQ: Wilmington, Delaware (USA)
- Glassdoor rating: 5.0 Stars
- Industries: Insurance, Banking, Retail, FinTech, Logistics, Healthcare, etc.
- Five Other Services: IT Staff Augmentation, Digital Transformation, DevOps Outsourcing, System Integration, And Software Support
DICEUS is a product-led software solutions company offering ready-made configurable tech products for businesses to streamline their operations and improve customer engagement. As one of the data analytics companies in the insurance and banking sector, it has developed useful software applications for clients to automate their processes and deliver more effective services to customers.
The company’s ETL consulting includes developing and implementing modern ETL and data warehousing solutions aligned with each client’s goals and objectives. DICEUS empowers organizations to convert their data into valuable digital assets and improve decision-making. It is an ISO-certified company and a partner for Microsoft, Oracle, Google Cloud, Fadata, etc. The company also offers risk management and ETL services for marketing analytics.
Turning
- HQ: Palo Alto, California (USA)
- Glassdoor rating: 3.9 Stars
- Industries: Manufacturing, Healthcare, Financial Services, Automotive, etc.
- Five Other Services: Agentic AI, GenAI, LLM Development, Data Engineering, and ASI Research
Turning is a research accelerator for AI labs and the proprietary intelligence partner for enterprises offering powerful artificial intelligence services tailored for each client’s needs. It is also one of the well-known data analytics companies providing scalable data engineering solutions. The company’s data integration and ETL data transformation services help businesses handle large volumes of data seamlessly and access it from a unified and centralized repository.
Turning also provides solutions for data quality management, data validation, and profiling to ensure the data used to derive insights is reliable, accurate, and of high quality. It works with advanced technologies and powerful cloud-based tools to build and implement data lakes. These are integrated with analytical tools to promote data-centric decision-making.
Lightpoint Global
- HQ: Tallinn, Estonia
- Glassdoor rating: 3.9 Stars
- Industries: ePublishing, Martech, Fintech, Healthcare, etc.
- Five Other Services: Data Analytics, IT Consulting, Web Development, AI Development, and Cloud
Lightpoint Global is a full-cycle software development company offering custom solutions for startups, SMBs, and large enterprises. It builds the required solutions by first analyzing the client’s target market, competitors, and current position. The company then designs and customizes the offering to align it with the business’s vision and objectives.
As one of the data analytics companies in the global market, it also provides full-cycle ETL development services for building tailored pipelines and integrating them with a central repository. Lightpoint Global helps in unifying data management, ensuring data accuracy, and setting up a robust foundation for data analytics and reporting. The company also takes care of ETL optimization, automation, data security, and compliance.
ISHIR
- HQ: Dallas, Texas (USA)
- Glassdoor rating: 4.7 Stars
- Industries: Insurance, Banking & Finance, Healthcare, etc.
- Five Other Services: Digital eCommerce, Testing, Software Development, Staff Augmentation, and Modern Data Infrastructure
ISHIR is a digital innovation and AI technology studio helping clients convert ideas into outcomes. It is among the leading data analytics companies offering a complete portfolio of digital services for businesses to streamline their operations and enhance customer experience. The company partners with forward-thinking organizations to drive growth and accelerate success.
With its cross-functional teams and Impact Engineering approach, the company supports clients on their innovation and transformation journey. ISHIR re-engineers the data landscape using cutting-edge tools, accelerators, and custom strategies for data ingestion and transformation. The company also helps enterprises to improve their data governance practices and delivers quick and accurate self-service analytics in real-time.
DataArt
- HQ: New York, NY (USA)
- Glassdoor rating: 4.5 Stars
- Industries: Finance, Healthcare, CPG & Retail, Travel, Media, Education, Mobility & Manufacturing, etc.
- Five Other Services: Artificial Intelligence, Cloud, Software Engineering, Cybersecurity, and Product Strategy
DataArt is a global top-tier technology solutions provider offering advanced technologies at scale by combining them with in-depth industry experience. It has been listed multiple times on the Inc. 5000 as one of America’s fastest-growing private companies. With a global client base, the company believes in diversity and community-focused services to help clients overcome their business challenges and increase efficiency.
DataArt is also one of the popular data analytics companies, driving growth through its AI-powered solutions. It provides data engineering and ETL frameworks that deliver results while readying the business to easily handle future developments and opportunities. The company’s services include data strategy and consulting, data migration and modernization, value realization, and platform development to provide end-to-end services.
Mu Sigma
- HQ: Northbrook, IL (USA)
- Glassdoor rating: 3.2 Stars
- Industries: Banking & Capital Markets, Consumer Packaged Goods, Government, Healthcare, High Tech, Insurance, Manufacturing, Oil & Gas, Pharma & Biotech, Retail, Telecom, Travel, etc.
- Five Other Services: AI, Decision Science, Data Science & Analytics, Data Engineering, and Platform Solutions
Mu Sigma is a business consulting and data science company offering AI, ML, and computer vision technologies to help organizations improve their decision-making and embrace intelligent automation. It follows a trademarked The Art of Problem Solving System™ approach for modern businesses to effectively overcome modern challenges and achieve their goals.
As one of the popular data analytics companies, it builds resilient data foundations for businesses to adopt the data-driven and agile models. Mu Sigma’s data engineering services include ETL development, data ingestion, data orchestration, and data quality and governance. It also provides services for cloud Ops, cloud migration, data catalogs, automation, data quality assurance, and modern data platforms. The company empowers enterprises to derive real-time and accurate customer analytics for smart decision-making and gain a competitive edge.
Conclusion
With robust ETL pipelines, you can revamp and transform your internal processes and gain a competitive edge in the market. Consider the services and portfolio of the leading data analytics companies on our list and select a company that aligns with your requirements.
The pricing and service models vary based on the complexity of the project and the company’s expertise. While some cater mostly to large enterprises, some work with the entire spectrum of businesses, ranging from startups to Fortune 100 firms. Take your time and partner with the best service provider.
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People Also Ask
How does a strong ETL framework improve customer analytics accuracy?
A strong ETL framework improves the accuracy of customer analytics by providing high-quality and relevant data to the analytical tools. It ensures greater consistency and standardizes the processes, which makes the insights more reliable and accurate. Leading data analytics companies like DataToBiz build, deploy, and maintain automated ETL pipelines for businesses from various industries and markets to enhance customer experience.
Can I use ETL automation to unify data from my CRM, POS, and marketing tools?
Yes, you can use ETL automation to unify data from your CRM, POS, and marketing tools to derive useful and relevant insights about customer behavior, purchase preferences, etc. DataToBiz is among the popular data analytics companies that offer end-to-end, tailored solutions for organizations to automate ETL pipelines and set up a seamless workflow for data to move from one system to another continuously. Our certified experts can handle complex projects with ease.
Do I need a full data warehouse to start improving customer analytics?
You don’t need a full data warehouse to improve customer analytics if your data needs are simple. Startups and small businesses can start by using spreadsheets and simple querying tools. However, as your business grows, you will have more data, which is best stored in a central repository like a data warehouse. That’s why data analytics companies provide data warehousing services along with ETL solutions. Talk to our team at DataToBiz for tailored solutions aligned with your needs.
How do analytics companies ensure data quality during the ETL process?
Data analytics companies ensure data quality during ETL processes by profiling the source data, validating it against business rules, performing checks at every stage, and verifying the integrity of data before and after moving it to the destination. Our specialists at DataToBiz automate these steps using advanced tools to deliver reliable and accurate insights in real-time. This is not a one-time solution but a continuous process.
What are the biggest integration challenges in customer data ETL?
Data analytics companies help organizations overcome the biggest integration challenges in customer data ETL management. Some of these are as follows:
- Poor data quality
- Outdated and disconnected data silos
- Managing large volumes and velocity of data
- Data security and compliance
- Complexity of transformation logic
- Scalability and performance
At DataToBiz, we help businesses resolve various integration challenges to ensure the ETL framework delivers seamless insights around the clock.
How can I measure ROI from modernizing my ETL workflows for analytics?
You can measure ROI from modernizing your ETL workflows for analytics by defining clear objectives and tracking the relevant metrics. This monitoring process has to be built into the data architecture so that your decision makers can access the insights from their customized dashboards. Schedule a meeting with our team at DataToBiz to effectively measure the ROI of your new systems.
Fact checked by –
Akansha Rani ~ Content Management Executive