Data Wrangling Market by Product Type (Access Control, Intrusion Detection, Perimeter Security), Distribution Channel (Offline, Online), Application, End User - Global Forecast 2025-2032
Description
The Data Wrangling Market was valued at USD 4.99 billion in 2024 and is projected to grow to USD 5.45 billion in 2025, with a CAGR of 10.59%, reaching USD 11.16 billion by 2032.
An evolving security ecosystem driven by integrated technologies, data-centric operations, and heightened interoperability and cyber-hygiene expectations
The physical security and intelligent surveillance landscape has entered a period of pronounced transformation driven by rapid technological convergence, evolving regulatory priorities, and changing threat profiles across sectors. Organizations are increasingly replacing siloed legacy systems with integrated solutions that combine access control, intrusion detection, perimeter security, and video surveillance into cohesive platforms. This trend reflects an emphasis on operational efficiency, improved situational awareness, and the ability to derive higher-value analytics from video and sensor data. In parallel, the rise of networked IP architectures and biometric modalities is reshaping procurement, installation, and lifecycle management practices for security teams and integrators.
As stakeholders adapt, there is greater scrutiny on interoperability, cybersecurity of edge devices, and lifecycle economics when specifying systems for commercial, government, industrial, and residential deployments. Decision-makers are focusing on use-case-driven deployments such as asset management and personnel tracking while balancing the need for robust perimeter protection across indoor and outdoor environments. These forces are prompting integrators and manufacturers to rethink product roadmaps, channel strategies, and partnership models to remain relevant in an environment where data and physical security are increasingly inseparable.
Key structural shifts in technology adoption, channel dynamics, and regulatory pressure reshaping procurement and deployment of security solutions
Several transformative shifts are redefining how physical security solutions are developed, procured, and operated. First, the migration from analog to IP video and the growing adoption of advanced analytics are enabling organizations to move from reactive surveillance to proactive risk mitigation. This shift enhances capabilities for real-time event correlation and automated response while also placing greater emphasis on network design and cybersecurity practices for camera and sensor fleets. Second, the maturation of biometric access control and electronic locking mechanisms is unlocking new workflows for identity assurance, time attendance, and access monitoring that extend across commercial, government, industrial, and residential applications.
Third, distribution models are evolving as manufacturers and channel partners adapt to omnichannel buyer preferences; offline channels remain critical for installation and service, while manufacturer websites and third-party platforms are accelerating research and procurement cycles. Finally, regulatory and privacy considerations are imposing new design constraints and compliance requirements, which influence the selection of camera technologies, data retention policies, and features such as facial recognition. Collectively, these shifts are encouraging a more modular, software-defined approach to security architecture that prioritizes scalability, data governance, and measurable operational outcomes.
How 2025 United States tariff changes prompted supply chain resilience strategies, sourcing diversification, and design adjustments across the security value chain
Tariff adjustments and trade policy changes in the United States during 2025 introduced a new layer of complexity to sourcing strategies and cost structures for suppliers, integrators, and end users. These measures affected components and finished goods across the security ecosystem, prompting organizations to re-evaluate supply chains, supplier diversification, and procurement timing. Manufacturers increased focus on regional logistics optimization and nearshoring where feasible to mitigate exposure to tariff volatility while preserving lead times and product availability. In response, distributors and integrators adjusted inventory policies, prioritized vendor relationships capable of flexible production, and expanded service offerings to capture margin amid pressure on hardware pricing.
Beyond immediate cost implications, the tariffs accelerated conversations around product design for tariff resilience, including greater emphasis on modular architectures that allow substitution of tariff-sensitive components without redesigning complete systems. Strategic buyers reacted by intensifying supplier audits and by negotiating longer-term agreements that included clauses for tariff pass-through and shared risk. Over time, these dynamics fostered a more collaborative procurement environment in which manufacturers, channels, and large end users pursue co-developed solutions and consolidated logistics to reduce the operating cadence of tariff-driven disruption.
Segmentation-driven insights revealing how product types, end users, channels, and applications together determine adoption pathways and investment priorities
A nuanced segmentation lens clarifies where demand and innovation are concentrated and reveals how products, end users, distribution channels, and applications interact to shape adoption patterns. When the market is viewed by product type-spanning access control, intrusion detection, perimeter security, and video surveillance-access control stands out for its expanding biometric options alongside traditional card readers and electronic locks, while video surveillance trends toward migration from analog camera systems to IP camera networks as integrators prioritize analytics-ready feeds. Considering end-user verticals such as commercial, government, industrial, and residential deployments underscores divergent procurement timelines and service expectations, with government and industrial buyers often emphasizing compliance and ruggedized hardware while commercial and residential segments drive demand for integration and ease of deployment.
Turning to distribution channels, offline routes involving distributors and retailers continue to dominate installation-heavy sales, yet online channels through manufacturer websites and third-party platforms increasingly influence pre-sales research and component procurement. This hybrid channel environment rewards vendors that can provide consistent product information, clear warranty terms, and value-added services across both offline and online touchpoints. Finally, application-based segmentation-covering asset management, perimeter protection, and personnel tracking-reveals distinct feature priorities: asset management emphasizes inventory control and real-time tracking capabilities, perimeter protection differentiates between indoor and outdoor performance requirements, and personnel tracking balances access monitoring with time and attendance integration. Together, these segmentation perspectives help prioritize product roadmaps, customer success approaches, and channel enablement programs to align with where economic and operational value are realized.
Regional strategic imperatives and ecosystem dynamics shaping product priorities, compliance approaches, and partner models across major geographies
Regional dynamics continue to exert strong influence on product preferences, regulatory pressures, and partner ecosystems, creating differentiated go-to-market imperatives across the major geographies. In the Americas, demand is shaped by a mix of enterprise digital transformation initiatives and regulatory scrutiny around data privacy and cross-border data flows, driving interest in cloud-managed systems and integrated identity solutions. Many organizations in the region prioritize total cost of ownership and serviceability, prompting vendors to strengthen local support networks and managed-service offerings to accelerate adoption.
Across Europe, Middle East & Africa, geopolitical considerations and stringent privacy frameworks lead procurement teams to emphasize on-premises control, data localization, and compliance-ready features. This region also presents a fragmented landscape of standards and procurement cycles, encouraging vendors to pursue partnerships with local integrators and certified resellers. In the Asia-Pacific region, rapid urbanization and large-scale infrastructure projects create a robust appetite for scalable video surveillance and perimeter protection solutions, while industrial automation and smart-city initiatives push demand for integrated asset management and personnel tracking. Vendors operating in the Asia-Pacific often focus on cost-efficiency and high-volume deployment expertise, with localized manufacturing and supply agreements becoming decisive competitive levers.
Competitive positioning centered on integrated software platforms, cybersecurity-hardened hardware, and partner-enabled service delivery across the value chain
Leading companies in the security and surveillance landscape are differentiating through a combination of technological depth, channel reach, and services capabilities that together support comprehensive lifecycle value. Market leaders are investing heavily in software platforms that unify access control, video analytics, and intrusion detection while offering APIs for third-party integration and advanced analytics. These firms are also prioritizing cybersecurity hardening for edge devices and network communications to maintain trust with enterprise and government customers. At the same time, an increasingly competitive vendor set includes specialized providers focusing on biometric solutions, ruggedized perimeter hardware, and innovative sensor fusion-each addressing specific pain points such as identity assurance, outdoor performance, or inventory tracking.
Channel partners and integrators remain pivotal in translating product roadmaps into operational outcomes, with successful companies cultivating training programs, certification pathways, and co-sell initiatives that reduce friction in complex deployments. Furthermore, third-party platforms and cloud-native management consoles are becoming differentiators when they can demonstrably reduce total cost of ownership and accelerate time-to-value. Overall, the competitive landscape rewards those that couple compelling product capabilities with scalable service delivery and strong partner ecosystems that can execute at regional scale.
Practical and high-impact strategic moves for vendors and integrators to build resilience, accelerate adoption, and capture outcome-driven value
Industry leaders should adopt a pragmatic set of actions to convert emerging trends into sustainable advantage. First, prioritize modular, software-centric architectures that allow hardware-agnostic analytics and simplify component substitution when supply-chain disruptions occur. This approach improves resilience and enables incremental innovation without complete system replacement. Second, invest in cybersecurity by design for all edge devices, implement certificate-based device authentication, and offer clear security SLAs that reassure enterprise and government customers. These measures will mitigate reputational risk and support longer-term contracts.
Third, enhance channel engagement by developing comprehensive enablement programs for offline distributors and retailers while optimizing digital channels to capture research-stage buyers and direct online purchasers. Fourth, tailor regional strategies: align product feature sets to local regulatory and environmental demands, and deepen local services or manufacturing where it meaningfully reduces time-to-deploy. Finally, focus on outcome-based commercial models that link pricing to measurable operational improvements such as reduced false alarms, improved asset utilization, or labor efficiencies in access and attendance processes. By executing these steps, organizations can reduce procurement friction, strengthen margins, and foster deeper customer relationships.
Transparent multi-method research approach combining stakeholder interviews, technical validation, and scenario analysis to ensure robust and reproducible findings
This research synthesized qualitative and quantitative inputs collected through a structured, multi-method approach designed to ensure accuracy, relevance, and transparency. Primary engagements included interviews with procurement leaders, systems integrators, technology executives, and compliance officers across commercial, government, industrial, and residential segments to capture decision criteria, deployment hurdles, and service expectations. Secondary sources involved technical whitepapers, standards documentation, regulatory texts, and supplier product literature to validate technology trajectories and interoperability requirements. Cross-validation was conducted to reconcile stakeholder perspectives with product capabilities and documented performance attributes.
Analysis techniques included comparative feature mapping across product categories, channel ecosystem assessments, and scenario-based supply-chain risk modeling to understand the implications of policy changes and component constraints. For regional insights, local market interviews and regulatory scans provided context on compliance drivers and deployment patterns. Throughout the methodology, attention was paid to traceability and reproducibility of findings, with data points linked to source materials and expert inputs to enable stakeholders to evaluate the evidence base supporting each conclusion.
Synthesis of strategic imperatives highlighting integrated architectures, supply resilience, and outcome-focused procurement for durable competitive advantage
In conclusion, the security and surveillance domain is undergoing a decisive shift toward integrated, data-enabled systems that require agile supply chains, hardened cybersecurity, and channel models that bridge offline installation with online procurement. Product innovation is being steered by the need for interoperable platforms that support biometric access, IP-based video analytics, and modular components suited to diverse applications from perimeter protection to real-time asset management. At the same time, policy changes and trade dynamics have highlighted the importance of sourcing flexibility and collaborative commercial models that can absorb external shocks without compromising service delivery.
For decision-makers, the path forward involves aligning technology investments with clear operational outcomes, deepening partnerships with trusted integrators, and adopting procurement strategies that prioritize resilience and compliance. By doing so, organizations will be better positioned to harness the productivity and safety benefits of modern security architectures while managing the practical constraints of deployment, maintenance, and regulatory adherence.
Note: PDF & Excel + Online Access - 1 Year
An evolving security ecosystem driven by integrated technologies, data-centric operations, and heightened interoperability and cyber-hygiene expectations
The physical security and intelligent surveillance landscape has entered a period of pronounced transformation driven by rapid technological convergence, evolving regulatory priorities, and changing threat profiles across sectors. Organizations are increasingly replacing siloed legacy systems with integrated solutions that combine access control, intrusion detection, perimeter security, and video surveillance into cohesive platforms. This trend reflects an emphasis on operational efficiency, improved situational awareness, and the ability to derive higher-value analytics from video and sensor data. In parallel, the rise of networked IP architectures and biometric modalities is reshaping procurement, installation, and lifecycle management practices for security teams and integrators.
As stakeholders adapt, there is greater scrutiny on interoperability, cybersecurity of edge devices, and lifecycle economics when specifying systems for commercial, government, industrial, and residential deployments. Decision-makers are focusing on use-case-driven deployments such as asset management and personnel tracking while balancing the need for robust perimeter protection across indoor and outdoor environments. These forces are prompting integrators and manufacturers to rethink product roadmaps, channel strategies, and partnership models to remain relevant in an environment where data and physical security are increasingly inseparable.
Key structural shifts in technology adoption, channel dynamics, and regulatory pressure reshaping procurement and deployment of security solutions
Several transformative shifts are redefining how physical security solutions are developed, procured, and operated. First, the migration from analog to IP video and the growing adoption of advanced analytics are enabling organizations to move from reactive surveillance to proactive risk mitigation. This shift enhances capabilities for real-time event correlation and automated response while also placing greater emphasis on network design and cybersecurity practices for camera and sensor fleets. Second, the maturation of biometric access control and electronic locking mechanisms is unlocking new workflows for identity assurance, time attendance, and access monitoring that extend across commercial, government, industrial, and residential applications.
Third, distribution models are evolving as manufacturers and channel partners adapt to omnichannel buyer preferences; offline channels remain critical for installation and service, while manufacturer websites and third-party platforms are accelerating research and procurement cycles. Finally, regulatory and privacy considerations are imposing new design constraints and compliance requirements, which influence the selection of camera technologies, data retention policies, and features such as facial recognition. Collectively, these shifts are encouraging a more modular, software-defined approach to security architecture that prioritizes scalability, data governance, and measurable operational outcomes.
How 2025 United States tariff changes prompted supply chain resilience strategies, sourcing diversification, and design adjustments across the security value chain
Tariff adjustments and trade policy changes in the United States during 2025 introduced a new layer of complexity to sourcing strategies and cost structures for suppliers, integrators, and end users. These measures affected components and finished goods across the security ecosystem, prompting organizations to re-evaluate supply chains, supplier diversification, and procurement timing. Manufacturers increased focus on regional logistics optimization and nearshoring where feasible to mitigate exposure to tariff volatility while preserving lead times and product availability. In response, distributors and integrators adjusted inventory policies, prioritized vendor relationships capable of flexible production, and expanded service offerings to capture margin amid pressure on hardware pricing.
Beyond immediate cost implications, the tariffs accelerated conversations around product design for tariff resilience, including greater emphasis on modular architectures that allow substitution of tariff-sensitive components without redesigning complete systems. Strategic buyers reacted by intensifying supplier audits and by negotiating longer-term agreements that included clauses for tariff pass-through and shared risk. Over time, these dynamics fostered a more collaborative procurement environment in which manufacturers, channels, and large end users pursue co-developed solutions and consolidated logistics to reduce the operating cadence of tariff-driven disruption.
Segmentation-driven insights revealing how product types, end users, channels, and applications together determine adoption pathways and investment priorities
A nuanced segmentation lens clarifies where demand and innovation are concentrated and reveals how products, end users, distribution channels, and applications interact to shape adoption patterns. When the market is viewed by product type-spanning access control, intrusion detection, perimeter security, and video surveillance-access control stands out for its expanding biometric options alongside traditional card readers and electronic locks, while video surveillance trends toward migration from analog camera systems to IP camera networks as integrators prioritize analytics-ready feeds. Considering end-user verticals such as commercial, government, industrial, and residential deployments underscores divergent procurement timelines and service expectations, with government and industrial buyers often emphasizing compliance and ruggedized hardware while commercial and residential segments drive demand for integration and ease of deployment.
Turning to distribution channels, offline routes involving distributors and retailers continue to dominate installation-heavy sales, yet online channels through manufacturer websites and third-party platforms increasingly influence pre-sales research and component procurement. This hybrid channel environment rewards vendors that can provide consistent product information, clear warranty terms, and value-added services across both offline and online touchpoints. Finally, application-based segmentation-covering asset management, perimeter protection, and personnel tracking-reveals distinct feature priorities: asset management emphasizes inventory control and real-time tracking capabilities, perimeter protection differentiates between indoor and outdoor performance requirements, and personnel tracking balances access monitoring with time and attendance integration. Together, these segmentation perspectives help prioritize product roadmaps, customer success approaches, and channel enablement programs to align with where economic and operational value are realized.
Regional strategic imperatives and ecosystem dynamics shaping product priorities, compliance approaches, and partner models across major geographies
Regional dynamics continue to exert strong influence on product preferences, regulatory pressures, and partner ecosystems, creating differentiated go-to-market imperatives across the major geographies. In the Americas, demand is shaped by a mix of enterprise digital transformation initiatives and regulatory scrutiny around data privacy and cross-border data flows, driving interest in cloud-managed systems and integrated identity solutions. Many organizations in the region prioritize total cost of ownership and serviceability, prompting vendors to strengthen local support networks and managed-service offerings to accelerate adoption.
Across Europe, Middle East & Africa, geopolitical considerations and stringent privacy frameworks lead procurement teams to emphasize on-premises control, data localization, and compliance-ready features. This region also presents a fragmented landscape of standards and procurement cycles, encouraging vendors to pursue partnerships with local integrators and certified resellers. In the Asia-Pacific region, rapid urbanization and large-scale infrastructure projects create a robust appetite for scalable video surveillance and perimeter protection solutions, while industrial automation and smart-city initiatives push demand for integrated asset management and personnel tracking. Vendors operating in the Asia-Pacific often focus on cost-efficiency and high-volume deployment expertise, with localized manufacturing and supply agreements becoming decisive competitive levers.
Competitive positioning centered on integrated software platforms, cybersecurity-hardened hardware, and partner-enabled service delivery across the value chain
Leading companies in the security and surveillance landscape are differentiating through a combination of technological depth, channel reach, and services capabilities that together support comprehensive lifecycle value. Market leaders are investing heavily in software platforms that unify access control, video analytics, and intrusion detection while offering APIs for third-party integration and advanced analytics. These firms are also prioritizing cybersecurity hardening for edge devices and network communications to maintain trust with enterprise and government customers. At the same time, an increasingly competitive vendor set includes specialized providers focusing on biometric solutions, ruggedized perimeter hardware, and innovative sensor fusion-each addressing specific pain points such as identity assurance, outdoor performance, or inventory tracking.
Channel partners and integrators remain pivotal in translating product roadmaps into operational outcomes, with successful companies cultivating training programs, certification pathways, and co-sell initiatives that reduce friction in complex deployments. Furthermore, third-party platforms and cloud-native management consoles are becoming differentiators when they can demonstrably reduce total cost of ownership and accelerate time-to-value. Overall, the competitive landscape rewards those that couple compelling product capabilities with scalable service delivery and strong partner ecosystems that can execute at regional scale.
Practical and high-impact strategic moves for vendors and integrators to build resilience, accelerate adoption, and capture outcome-driven value
Industry leaders should adopt a pragmatic set of actions to convert emerging trends into sustainable advantage. First, prioritize modular, software-centric architectures that allow hardware-agnostic analytics and simplify component substitution when supply-chain disruptions occur. This approach improves resilience and enables incremental innovation without complete system replacement. Second, invest in cybersecurity by design for all edge devices, implement certificate-based device authentication, and offer clear security SLAs that reassure enterprise and government customers. These measures will mitigate reputational risk and support longer-term contracts.
Third, enhance channel engagement by developing comprehensive enablement programs for offline distributors and retailers while optimizing digital channels to capture research-stage buyers and direct online purchasers. Fourth, tailor regional strategies: align product feature sets to local regulatory and environmental demands, and deepen local services or manufacturing where it meaningfully reduces time-to-deploy. Finally, focus on outcome-based commercial models that link pricing to measurable operational improvements such as reduced false alarms, improved asset utilization, or labor efficiencies in access and attendance processes. By executing these steps, organizations can reduce procurement friction, strengthen margins, and foster deeper customer relationships.
Transparent multi-method research approach combining stakeholder interviews, technical validation, and scenario analysis to ensure robust and reproducible findings
This research synthesized qualitative and quantitative inputs collected through a structured, multi-method approach designed to ensure accuracy, relevance, and transparency. Primary engagements included interviews with procurement leaders, systems integrators, technology executives, and compliance officers across commercial, government, industrial, and residential segments to capture decision criteria, deployment hurdles, and service expectations. Secondary sources involved technical whitepapers, standards documentation, regulatory texts, and supplier product literature to validate technology trajectories and interoperability requirements. Cross-validation was conducted to reconcile stakeholder perspectives with product capabilities and documented performance attributes.
Analysis techniques included comparative feature mapping across product categories, channel ecosystem assessments, and scenario-based supply-chain risk modeling to understand the implications of policy changes and component constraints. For regional insights, local market interviews and regulatory scans provided context on compliance drivers and deployment patterns. Throughout the methodology, attention was paid to traceability and reproducibility of findings, with data points linked to source materials and expert inputs to enable stakeholders to evaluate the evidence base supporting each conclusion.
Synthesis of strategic imperatives highlighting integrated architectures, supply resilience, and outcome-focused procurement for durable competitive advantage
In conclusion, the security and surveillance domain is undergoing a decisive shift toward integrated, data-enabled systems that require agile supply chains, hardened cybersecurity, and channel models that bridge offline installation with online procurement. Product innovation is being steered by the need for interoperable platforms that support biometric access, IP-based video analytics, and modular components suited to diverse applications from perimeter protection to real-time asset management. At the same time, policy changes and trade dynamics have highlighted the importance of sourcing flexibility and collaborative commercial models that can absorb external shocks without compromising service delivery.
For decision-makers, the path forward involves aligning technology investments with clear operational outcomes, deepening partnerships with trusted integrators, and adopting procurement strategies that prioritize resilience and compliance. By doing so, organizations will be better positioned to harness the productivity and safety benefits of modern security architectures while managing the practical constraints of deployment, maintenance, and regulatory adherence.
Note: PDF & Excel + Online Access - 1 Year
Table of Contents
186 Pages
- 1. Preface
- 1.1. Objectives of the Study
- 1.2. Market Segmentation & Coverage
- 1.3. Years Considered for the Study
- 1.4. Currency
- 1.5. Language
- 1.6. Stakeholders
- 2. Research Methodology
- 3. Executive Summary
- 4. Market Overview
- 5. Market Insights
- 5.1. AI-driven automated data mapping platforms speeding up integration and quality assurance
- 5.2. Cloud-native data wrangling tools enabling real-time pipeline orchestration across environments
- 5.3. Self-service analytics frameworks empowering business users to cleanse and merge datasets independently
- 5.4. Data governance automation with policy-driven metadata tagging and proactive compliance monitoring features
- 5.5. Low code or no code data transformation interfaces reducing developer overhead for complex ETL processes
- 5.6. Privacy-enhanced data wrangling using differential privacy and secure multi party computation techniques
- 5.7. Metrics-driven observability for data pipelines ensuring reliability and traceability from source to analytics
- 6. Cumulative Impact of United States Tariffs 2025
- 7. Cumulative Impact of Artificial Intelligence 2025
- 8. Data Wrangling Market, by Product Type
- 8.1. Access Control
- 8.1.1. Biometric
- 8.1.2. Card Reader
- 8.1.3. Electronic Lock
- 8.2. Intrusion Detection
- 8.3. Perimeter Security
- 8.4. Video Surveillance
- 8.4.1. Analog Camera
- 8.4.2. Ip Camera
- 9. Data Wrangling Market, by Distribution Channel
- 9.1. Offline
- 9.1.1. Distributor
- 9.1.2. Retailer
- 9.2. Online
- 9.2.1. Manufacturer Website
- 9.2.2. Third Party Platform
- 10. Data Wrangling Market, by Application
- 10.1. Asset Management
- 10.1.1. Inventory Control
- 10.1.2. Real Time Tracking
- 10.2. Perimeter Protection
- 10.2.1. Indoor
- 10.2.2. Outdoor
- 10.3. Personnel Tracking
- 10.3.1. Access Monitoring
- 10.3.2. Time Attendance
- 11. Data Wrangling Market, by End User
- 11.1. Commercial
- 11.2. Government
- 11.3. Industrial
- 11.4. Residential
- 12. Data Wrangling Market, by Region
- 12.1. Americas
- 12.1.1. North America
- 12.1.2. Latin America
- 12.2. Europe, Middle East & Africa
- 12.2.1. Europe
- 12.2.2. Middle East
- 12.2.3. Africa
- 12.3. Asia-Pacific
- 13. Data Wrangling Market, by Group
- 13.1. ASEAN
- 13.2. GCC
- 13.3. European Union
- 13.4. BRICS
- 13.5. G7
- 13.6. NATO
- 14. Data Wrangling Market, by Country
- 14.1. United States
- 14.2. Canada
- 14.3. Mexico
- 14.4. Brazil
- 14.5. United Kingdom
- 14.6. Germany
- 14.7. France
- 14.8. Russia
- 14.9. Italy
- 14.10. Spain
- 14.11. China
- 14.12. India
- 14.13. Japan
- 14.14. Australia
- 14.15. South Korea
- 15. Competitive Landscape
- 15.1. Market Share Analysis, 2024
- 15.2. FPNV Positioning Matrix, 2024
- 15.3. Competitive Analysis
- 15.3.1. Informatica LLC
- 15.3.2. International Business Machines Corporation
- 15.3.3. Oracle Corporation
- 15.3.4. SAP SE
- 15.3.5. Microsoft Corporation
- 15.3.6. SAS Institute Inc.
- 15.3.7. Talend SA
- 15.3.8. Alteryx, Inc.
- 15.3.9. TIBCO Software Inc.
- 15.3.10. QlikTech International AB
- 15.3.11. Samsung Electronics Co., Ltd.
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