Technology
Data Wrangling Market to Expand by USD 1.49 Billion from 2024-2028, Benefits of Data Wrangling Solutions Drive Revenue, Report on AI-Redefined Market Landscape – Technavio
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2 years agoon
By
NEW YORK, Nov. 7, 2024 /PRNewswire/ — Report with market evolution powered by AI – The global data wrangling market size is estimated to grow by USD 1.49 billion from 2024-2028, according to Technavio. The market is estimated to grow at a CAGR of 14.8% during the forecast period. Numerous benefits provided by data wrangling solutions is driving market growth, with a trend towards rising need of technology in healthcare sector. However, lack of awareness of data wrangling tools among smes poses a challenge.Key market players include Altair Engineering Inc., Alteryx Inc., Dataiku Inc., DataRobot Inc., Dell Technologies Inc., eXalt Solutions Inc., Hitachi Ltd., Ideata Analytics, Impetus Technologies Inc., Innovative Routines International (IRI) Inc., International Business Machines Corp., Medallia Inc., Microsoft Corp., Oracle Corp., Rapid Insight Inc., SAS Institute Inc., Teradata Corp., TIBCO Software Inc., Wipro Ltd., and Zoho Corp. Pvt. Ltd..
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Forecast period
2024-2028
Base Year
2023
Historic Data
2018 – 2022
Segment Covered
Sector (BFSI, Government and public sector, Healthcare, and Others) and Geography (North America, Europe, APAC, Middle East and Africa, and South America)
Region Covered
North America, Europe, APAC, Middle East and Africa, and South America
Key companies profiled
Altair Engineering Inc., Alteryx Inc., Dataiku Inc., DataRobot Inc., Dell Technologies Inc., eXalt Solutions Inc., Hitachi Ltd., Ideata Analytics, Impetus Technologies Inc., Innovative Routines International (IRI) Inc., International Business Machines Corp., Medallia Inc., Microsoft Corp., Oracle Corp., Rapid Insight Inc., SAS Institute Inc., Teradata Corp., TIBCO Software Inc., Wipro Ltd., and Zoho Corp. Pvt. Ltd.
The healthcare sector encounters numerous challenges, such as managing disease outbreaks and enhancing operational efficiency. With an influx of daily data, including patient details, medical history, treatment records, and payment information, healthcare organizations require solutions to prepare, clean, and format this data for insightful analysis. Data wrangling plays a vital role in this process by transforming raw data into structured formats. During the COVID-19 pandemic, data wrangling tools became essential for cleaning and organizing patient data, enabling quick decision-making. As healthcare adopts advanced technologies like AI and machine learning, the demand for data wrangling solutions increases, as these technologies rely on clean, structured data for accurate predictions and insights. The growing focus on personalized medicine and patient-centric care necessitates integrating diverse data sources, further emphasizing the importance of data wrangling for managing complexity and improving decision-making, patient outcomes, and healthcare system efficiency. As healthcare data volume expands, data wrangling’s role in driving innovation and quality care will continue to grow, positively impacting the market’s growth during the forecast period.
In today’s digital world, businesses are generating and collecting massive amounts of data. This data needs to be processed and transformed into valuable insights to drive business growth. Trends like digital transformation, big data analytics, and e-commerce are leading the charge in data usage. Data integration, structuring, and transformation are key areas of focus for professional services and consulting firms. Data security is paramount, with encryption, access controls, and data protection laws ensuring data privacy. Technology hubs are emerging as centers for innovation in data munging, information mapping, and enterprise mobility. Industries like healthcare, telecommunications, financial services, and insurance are leveraging cloud solutions for data analysis. Data quality, edge computing, and financial services are also seeing significant investment. Anomalies in data require attention, with cloud-based analytics and data lineage tools helping to identify and address them. Metadata management, data cataloging, and data cleaning are essential for data unification and self-service data preparation. Big data, digitalization, finance, IoT devices, smart cities, and life sciences are all driving the need for data analysis tools. Data loss prevention is a critical concern, with firms investing in solutions to mitigate risk. Overall, the data wrangling market is thriving, with innovation and growth expected to continue.
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• Data wrangling refers to the process of extracting valuable insights from raw data using advanced technologies like machine learning and big data analytics. Small and medium-sized enterprises (SMEs) primarily use conventional Extract, Transform, Load (ETL) tools due to their user-friendly interface and affordability. However, these tools lack the necessary functionality for SMEs to fully adopt data wrangling technology, limiting its growth potential. Moreover, in developing countries such as China and India, where there is a high concentration of businesses, the lack of awareness about data wrangling techniques among SMEs will hinder market expansion during the forecast period.
• In today’s business world, managing data effectively is crucial for success. However, data wrangling presents several challenges for organizations. These include information mapping to connect data from various sources, enterprise mobility to access data on-the-go, ensuring data quality, and implementing edge computing for real-time analysis. Industries like financial services, insurance, and life sciences face unique data challenges. Cloud solutions offer scalability and flexibility, but data loss and security are major concerns. Data analytics tools help make sense of big data, but data lineage, metadata management, and data cataloging are essential for maintaining data accuracy. Self-service data preparation is important for enabling business users, while AI and machine learning require data cleaning and unification. Data management, data preparation, and real-time analysis are key for IT and telecom, while data governance is crucial for large enterprises and SMEs alike. IoT devices and smart cities generate vast amounts of data, requiring multi-cloud strategies and hybrid cloud solutions. Data analytics is the end goal, but data loss, data security, and data privacy are ongoing challenges that must be addressed.
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This data wrangling market report extensively covers market segmentation by
Sector 1.1 BFSI1.2 Government and public sector1.3 Healthcare1.4 OthersGeography 2.1 North America2.2 Europe2.3 APAC2.4 Middle East and Africa2.5 South America
1.1 BFSI- The BFSI sector’s reliance on data wrangling has grown significantly due to the digitization of services and the resulting generation of large volumes of data. Data wranglers optimize operational processes and provide insights to agents for effective online customer interaction. They reduce data preparation time by more than 15 times, enabling a 360-degree client view. With massive data generation, proper management is crucial to prevent unwanted events like data breaches. The Royal Bank of Scotland, serving over 30 million customers globally, uses data wranglers to extract insights from unstructured data, particularly web chats. These factors are driving the demand for data wrangling solutions in the BFSI sector, ensuring secure and efficient data management.
Download complimentary Sample Report to gain insights into AI’s impact on market dynamics, emerging trends, and future opportunities- including forecast (2024-2028) and historic data (2018 – 2022)
The Data Wrangling Market is experiencing significant growth due to the increasing volume, variety, and velocity of data being generated across industries. Data loss and theft continue to be major concerns, driving the need for data management and security solutions. Artificial intelligence and machine learning are revolutionizing data analysis by automating data preparation and enabling real-time analysis. Cloud-based solutions and multi-cloud strategies are becoming increasingly popular for data management, offering flexibility and scalability. Data munging, information mapping, and data cleaning are essential data preparation tasks for ensuring data quality. Finance, insurance, and IoT devices are generating massive amounts of data, making data unification and self-service data preparation crucial. Big data and real-time analysis are transforming industries like finance and smart cities, requiring edge computing to process data at the source. Data analytics is at the heart of these trends, enabling businesses to gain valuable insights and make informed decisions.
The Data Wrangling Market is experiencing significant growth due to the increasing demand for Artificial Intelligence (AI) and Machine Learning (ML) applications in Data Analytics. Businesses are focusing on Data Management and Preparation to derive valuable insights from their data. Real-time analysis is becoming essential for Large Enterprises and SMEs in IT and Telecom, Finance, Healthcare, Telecommunications, E-commerce, and other sectors. On-premises and Cloud-based solutions are popular for Data Management, with Multi-cloud strategies and Hybrid cloud gaining traction. Data Security and Governance are top priorities, with Digital Transformation driving the adoption of Big Data Analytics, Data Integration, and Data Transformation. Data Structuring, Professional Services, and Consulting are crucial for Data Encryption, Access Controls, and Data Protection Laws. Technology hubs are investing in Data Analytics Tools and Edge Computing to support Digitalization and IoT devices. Data Quality, Anomalies, and Cloud-based Analytics are key areas of focus, along with Data Lineage, Metadata Management, Data Cataloging, Data Cleaning, and Data Unification. Self-service Data Preparation and Big Data are transforming industries such as Life Sciences, Finance, and Insurance. Data Loss prevention is a growing concern, with a need for advanced Data Analytics and AI-driven solutions. The market is expected to continue growing, driven by the increasing importance of Data in the Digital Age.
1 Executive Summary
2 Market Landscape
3 Market Sizing
4 Historic Market Size
5 Five Forces Analysis
6 Market Segmentation
SectorBFSIGovernment And Public SectorHealthcareOthersGeographyNorth AmericaEuropeAPACMiddle East And AfricaSouth America
7 Customer Landscape
8 Geographic Landscape
9 Drivers, Challenges, and Trends
10 Company Landscape
11 Company Analysis
12 Appendix
Technavio is a leading global technology research and advisory company. Their research and analysis focuses on emerging market trends and provides actionable insights to help businesses identify market opportunities and develop effective strategies to optimize their market positions.
With over 500 specialized analysts, Technavio’s report library consists of more than 17,000 reports and counting, covering 800 technologies, spanning across 50 countries. Their client base consists of enterprises of all sizes, including more than 100 Fortune 500 companies. This growing client base relies on Technavio’s comprehensive coverage, extensive research, and actionable market insights to identify opportunities in existing and potential markets and assess their competitive positions within changing market scenarios.
Technavio Research
Jesse Maida
Media & Marketing Executive
US: +1 844 364 1100
UK: +44 203 893 3200
Email: media@technavio.com
Website: www.technavio.com/
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SOURCE Technavio
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Advanced Process Solutions Elevates Clint Johnson to Vice President of Services and Operations
Published
36 minutes agoon
October 27, 2026By
Veteran Semiconductor Leader Brings More Than 20 Years of Operational Excellence, Strategic Growth, and Industry Leadership
DALLAS, Oct. 27, 2026 /PRNewswire/ — Advanced Process Solutions (APS), an industry leader in high precision and high purity manufacturing and process technology solutions, serving the semiconductor, aerospace, electronics, and industrial markets, today announced the promotion of Clint Johnson to Vice President of Services and Operations. As APS continues to expand its presence and capabilities within the semiconductor industry, Johnson’s leadership will play a critical role in advancing the company’s mission, strengthening customer partnerships, and delivering best-in-class service solutions.
“Clint has been an invaluable asset to APS since joining us as Director of Field Services earlier this year,” said Suhas Uppalapati, Chairman of APS. “He has demonstrated exceptional leadership and a relentless focus on operational performance. His dedication to customer success, workforce development, and continuous improvement quickly established him as a key contributor, and we are excited to see him continue to push APS forward in this expanded role.”
Johnson oversees APS’s service and operational functions, ensuring the organization maintains the highest standards of safety, regulatory compliance, quality, and customer satisfaction. His leadership approach is rooted in accountability, collaboration, and operational discipline, creating an environment where teams are empowered to excel while supporting the company’s broader strategic objectives.
“I am honored to step into the role of Vice President of Services and Operations and to work alongside such a talented team,” said Johnson. “The semiconductor and advanced manufacturing sectors are moving at an unprecedented pace. Together, we will continue focusing on safety, quality, and operational execution to ensure APS is uniquely positioned to help our global customers scale, optimize workflows, and meet today’s complex production demands.”
Prior to APS, Johnson spent more than 20 years in operational management at Air Liquide, a world leader in chemical manufacturing. He earned a degree in organizational leadership from East Texas A&M University.
About Advanced Process Solutions (APS)
Advanced Process Solutions (APS) is a leading provider of precision manufacturing, engineered process systems, and ultra-high-purity solutions serving the semiconductor, aerospace, electronics, and advanced industrial markets. With over 25 years of industry experience, APS specializes in chemical delivery and dispensing systems, specialty gas distribution, filtration and purification, precision fabrication, automation and controls, and turnkey process system integration.
Strategically located in the Dallas Metroplex, APS supports the rapidly expanding U.S. semiconductor manufacturing ecosystem, including Texas’s emerging “Silicon Prairie.” To support its continued growth and innovation, APS is expanding into a purpose-built, 100,000-square-foot, high-tech manufacturing facility in Van Alstyne, Texas, featuring a Center of Excellence, state-of-the-art research and development capabilities, and advanced cleanroom facilities. This investment will significantly enhance APS’s manufacturing capacity, engineering capabilities, and ability to deliver next-generation process solutions.
Combining engineering expertise, manufacturing excellence, and an unwavering commitment to quality and safety, APS partners with leading global manufacturers to deliver innovative, reliable, and scalable solutions that enhance operational efficiency and support mission-critical production environments.
For more information, visit www.APSNextGen.com.
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SOURCE Advanced Process Solutions
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From Grid Constraint to AI Growth: Hitachi Vantara and Duraflow Transform Data Center Energy Management for Greater AI and Compute Capacity
Published
36 minutes agoon
October 27, 2026By
Hitachi Vantara pilots one of the world’s largest Phase Change Material installations in its Netherlands data center, demonstrating how organizations can use up to 90% less electricity for thermal managementImplementation requires zero water for cooling, reducing the resources needed to support data center operationsThis generates more computing capacity from existing power infrastructure, rather than diverting power to cooling
ZALTBOMMEL, The Netherlands and SANTA CLARA, Calif., Oct. 27, 2026 /PRNewswire/ — As artificial intelligence (AI) accelerates demand for computing power, data centers face a growing challenge: how to increase AI and compute capacity when access to additional electricity is increasingly constrained.
Hitachi Vantara, the data storage, infrastructure and hybrid cloud management subsidiary of Hitachi Ltd. (TSE: 6501), is demonstrating a new approach to address this challenge by showing how data centers can effectively use their power for AI and compute capacity rather than power and cooling. At its data center in the Netherlands, Hitachi Vantara has deployed one of the world’s largest operational Phase Change Material (PCM) installations, using technology developed by Dutch thermal energy company Duraflow.
For more information about Hitachi Vantara’s approach to AI, please visit: https://www.hitachivantara.com/solutions/ai-analytics
Depending on the application, PCM technology can help reduce electricity consumption related to thermal management by up to 90%, while requiring no water for cooling. By reducing the energy needed to manage power and cooling, a greater share of available electrical capacity can be used for computing – an increasingly important consideration as organizations deploy more energy-intensive AI workloads.
Tackling the energy challenge behind AI
Every watt consumed by AI ultimately becomes heat and managing that heat requires as much as 40% of a data center’s total energy needs. At the same time, as AI workloads continue to grow, the ability to convert available electricity into useful computing capacity will increasingly determine how quickly digital infrastructure can expand. This creates a growing challenge for data center operators seeking to increase computing capacity within constrained power infrastructure. In regions where grid congestion or limited access to additional electricity can constrain data center expansion, improving infrastructure efficiency can help organizations make more computing capacity available within their existing power connection.
Hitachi Vantara faced this challenge as demand for high-density computing and AI infrastructure increased. Rather than assuming that more computing required a greater amount of power, the company explored ways to make its existing electrical capacity work harder. The resulting deployment of Duraflow’s PCM technology provides a real-world proof point for this approach at an operational scale.
Real-world performance: 240 kW of cooling with low electrical consumption
The installed system provides a total cooling capacity of 240 kW across two 120 kW PCM units. According to operational monitoring data, the two units collectively consume just 5–8 kW of electricity, depending on operating conditions. For comparison, a conventional DX cooling system delivering the same 240 kW cooling capacity would require an estimated 60–80 kW of compressor power. These operational figures illustrate how PCM-based thermal management can significantly reduce the electricity required for cooling, freeing up more of the data center’s available power capacity for computing.
“This project started with a very practical challenge: how do we grow our computing capacity when access to additional electricity is limited,” said Simon Ninan, Senior Vice President of Business Strategy, Hitachi Vantara. “We realized that if we could dramatically reduce the amount of power required for thermal management, we could make more of our existing electrical capacity available for computing. By partnering with Duraflow, we are demonstrating how smarter energy management can become an important enabler of AI growth.”
The approach also supports Hitachi Vantara’s broader commitment to operating more efficiently and sustainably, including its goal of becoming carbon neutral in Scope 1 and 2 GHG emissions by FY2030.
Building efficiency across the infrastructure stack
The deployment is part of Hitachi Vantara’s broader focus on helping organizations get more value from their infrastructure while managing the growing energy demands of digital workloads.
That approach extends across the infrastructure stack. Hitachi Vantara’s Virtual Storage Platform One (VSP One) Block includes a 4:1 Data Reduction Guarantee and features Dynamic Carbon Reduction technology, which reduces energy consumption by switching CPUs into eco-mode during periods of low activity. Its always-on compression capability allows the system to switch from inline data reduction to post processing, which further reduces energy consumption and helps reduce a CO2 footprint by as much as 40%.
“Addressing the energy demands of AI isn’t about optimizing one part of the business in isolation,” said Courtney Hadden, Sustainability Director, Hitachi Digital. “It’s about working in concert across the organization and with innovative ecosystem partners to find efficiencies at every stage – from the products we build, how we bring them to market, and everything in between. The answer cannot simply be to consume more power. We need to become smarter about how we use the power we already have.”
Dutch innovation, demonstrated at operational scale
Developed in the Netherlands, Duraflow’s PCM technology absorbs thermal energy during periods of peak demand before releasing it in a controlled manner when demand decreases. Unlike conventional cooling approaches that rely continuously on electrically driven refrigeration to remove heat, PCM technology provides a way to manage and store thermal energy more efficiently. The system requires no water for cooling, helping data centers reduce their reliance on water resources while significantly lowering the electricity needed for thermal management.
“Developing technology is one thing; proving that it can operate at this scale in a live, mission-critical environment is another,” said Simon Loerakker, CEO, Duraflow. “Our collaboration with Hitachi Vantara has allowed us to demonstrate the potential of innovation at an unprecedented scale. Together, we are showing that sustainable innovation and the growth of AI infrastructure can go hand in hand.”
For more information on Hitachi Vantara’s AI-enabled infrastructure, please visit: https://www.hitachivantara.com/en-us/products/storage-platforms.
Additional Resources:
Blog: Raising the Stakes for Sustainable, AI-ready InfrastructureBlog: Five Habits That Cut IT Energy Waste, Without Spending MorePress Release: Hitachi Vantara Releases FY2025 Sustainability Report, Highlighting Leadership in Energy-Efficient Infrastructure for AI-Driven WorkloadsWebinar: Green Data: Sustainable Innovations in Data CentersPress Release: Hitachi Vantara Unveils New Virtual Storage Platform One Capabilities to Enable Stronger Cyber Resilience, Performance and Sustainability
About Duraflow
Duraflow develops advanced thermal energy management technology based on Phase Change Materials (PCM). Its independently developed technology enables organizations to significantly reduce energy consumption for thermal management, maximize the use of existing electrical infrastructure and support the sustainable growth of mission-critical digital environments.
About Hitachi Vantara
Hitachi Vantara is transforming the way data fuels innovation. A wholly owned subsidiary of Hitachi Ltd., Hitachi Vantara provides the data foundation the world’s leading innovators rely on. Through data storage, infrastructure systems, cloud management, and digital expertise, the company helps customers build the foundation for sustainable business growth. To learn more, visit www.hitachivantara.com.
About Hitachi, Ltd.
Through its Social Innovation Business (SIB) that brings together IT, OT (Operational Technology) and products, Hitachi aims to be a global leader in continuously transforming social infrastructure through digital, contributing to a harmonized society where the environment, wellbeing, and economic growth are in balance. Hitachi operates worldwide across four sectors – Digital Systems & Services, Energy, Mobility, and Connective Industries – as well as a Strategic SIB Business Unit focused on new growth areas. With Lumada at its core, Hitachi creates value by combining data, technology, and domain knowledge to solve customer and social challenges. Revenues for FY2025 (ended March 31, 2026) totaled 10,586.7 billion yen, with 606 consolidated subsidiaries and approximately 290,000 employees worldwide. Visit us at www.hitachi.com.
HITACHI is a trademark or registered trademark of Hitachi, Ltd. All other trademarks, service marks, and company names are properties of their respective owners.
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Parks Associates: HDR Is Shaping the Future of Premium Video Entertainment
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36 minutes agoon
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New Parks Associates white paper, developed in partnership with InterDigital, examines how HDR is advancing viewing experiences across streaming, live sports, gaming, and mobile devices
PLANO, Texas, Oct. 27, 2026 /PRNewswire/ — New research from Parks Associates shows high dynamic range (HDR) is becoming a foundational component of premium video entertainment, creating opportunities for television manufacturers, streaming services, and content creators to differentiate through picture quality. The research, High Dynamic Range and the Future of Video, developed in partnership with InterDigital, examines HDR’s expanding role across the entertainment ecosystem.
HDR enhances brightness and contrast and produces richer colors and more lifelike images for the video-viewing experience. The white paper explores how broader device support, growing content availability, and advances in production and distribution are moving HDR from a premium feature toward an expected part of high-quality viewing.
“HDR gives the entertainment industry a powerful way to make improvements in picture quality,” said Michael Goodman, Director, Entertainment Research, Parks Associates. “For manufacturers, it helps demonstrate the value of advanced displays. For streaming services and content owners, it provides an opportunity to deliver a more compelling experience and preserve the creative intent of their programming.”
“Consumers may not always know HDR by name, but they recognize the experience it enables: richer color, deeper contrast and a more lifelike picture,” said Lionel Oisel, Head of Video Labs, InterDigital. “As HDR expands across streaming, live sports, gaming and mobile, the opportunity is to make that premium experience consistent and efficient on every screen. Innovation in HDR, video compression and delivery will be fundamental to making that possible.”
The white paper identifies several developments shaping HDR’s next phase:
Smart TVs are the foundation. Smart TVs are the primary streaming video device in 62% of US internet households with a connected TV device.
Live sports and gaming expand HDR’s relevance. These experiences showcase HDR’s ability to reproduce bright highlights, detailed shadows, and realistic imagery, while pushing improvements in production and real-time processing.
Mobile viewing extends HDR beyond the television. Mobile phones account for 24% of weekly video consumption, with tablets contributing another 11%.
Technology advances improve delivery economics. AI-assisted image processing, cloud-based production, and next-generation codecs such as Versatile Video Coding (VVC) will simplify workflows and deliver HDR more efficiently.
The research also identifies challenges that require continued collaboration to ensure the successful expansion of HDR. Differences in HDR formats, device capabilities, and service implementations can produce inconsistent viewing experiences. Content providers must manage the cost and complexity of supporting multiple formats as audiences move from standard to HDR in their video viewing.
Parks Associates and InterDigital will highlight this research at Future of Video: Business of Streaming, an executive conference for the streaming and video industries on November 17-18 in Marina del Rey, California. Register here.
For more information, contact Mindi Sue Sternblitz-Rubenstein.
About Parks Associates
Parks Associates helps companies identify new opportunities, refine strategy, and accelerate growth in connected technology markets through data-driven insights and industry expertise. With more than 40 years of experience, the firm delivers proprietary consumer and industry research, market forecasts, and strategic analysis that guide business decisions across personal, connected home, small business, and commercial technology ecosystems. Parks Associates supports clients in navigating evolving markets including AI, security, smart home, broadband, entertainment, energy, multifamily, smart buildings, and connected health.
The firm also fosters industry growth and collaboration by convening thousands of leaders each year through its flagship executive conferences, including CONNECTIONS™, Connected Health Summit, Smart Energy Summit, Smart Spaces, and Future of Video. Learn more at https://www.parksassociates.com.
Mindi Sue Sternblitz-Rubenstein
Parks Associates
972.490.1113
425707@email4pr.com
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