What Is a Unified Namespace (UNS)? A Guide for Life Sciences and Manufacturing
What Is a Unified Namespace (UNS)? A Guide for Life Sciences and Manufacturing
Introduction
The life sciences and manufacturing industries are facing a common challenge: an overwhelming amount of data scattered across siloed systems, departments, and technologies. Whether it’s sensor readings from the production floor, batch records from MES systems, or operational insights from enterprise platforms, the information exists, but accessing it in a meaningful, unified way is often difficult.
This is where the concept of a Unified Namespace (UNS) comes in. While the term has gained visibility in recent years, the core principles behind UNS have existed for decades, with MQTT (Message Queuing Telemetry Transport) being the latest version. As digital transformation continues to shape regulated manufacturing, UNS is fast becoming the backbone of modern industrial data architecture, enabling real-time visibility, simplifying integration, and supporting data-driven decision-making.

What Is a Unified Namespace?
A Unified Namespace (UNS) is a structured, centralised data layer that brings together real-time information from across an entire organisation from machines and automation systems on the plant floor to business-level applications in the cloud. It acts as the single source of truth for industrial data, organised in a hierarchical format that mirrors the physical or logical structure of the business.
Unlike traditional architectures that rely on point-to-point integrations or static data lakes, a UNS operates in real-time using event-driven communication. When a change happens on the shop floor, that update is immediately reflected across all connected systems, users, and applications that subscribe to it.
Importantly, the UNS does not store data, it is a live data layer. It acts as the medium through which systems communicate, with data either passed on directly or sent to platforms that handle storage, such as historians or cloud-based analytics systems.
How a Unified Namespace Works
At the core of a UNS is a publish-subscribe model. Instead of pulling data from each system individually, each data source (e.g., a PLC or historian) publishes updates to a central broker. Any authorised system or user can then subscribe to the topics they need, ensuring they always have access to the most current information.
Common protocols used in a UNS include MQTT (Message Queuing Telemetry Transport). MQTT is the most up to date version the most commonly used protocol for implementing a UNS. It is lightweight, efficient, and designed for high-frequency data transmission. Paired with the Sparkplug B specification, MQTT can also handle structured payloads, device state tracking, and session awareness — making it ideal for industrial environments.
The data is typically organised in a logical hierarchy such as:
Enterprise > Site > Area > Line > Machine > Tag
This makes the data not only accessible but easily understandable to humans and machines alike.
Why UNS Matters in Life Sciences and Manufacturing
For life sciences and manufacturing companies, a UNS delivers clear advantages, particularly in environments where traceability, compliance, and timely decision-making are essential.
First, it eliminates data silos, bridging the gap between Operational Technology (OT) and Information Technology (IT). This allows manufacturing, quality, compliance, and business teams to work from a shared, real-time source of data.
Second, it improves data integrity and auditability, crucial in meeting GxP regulations and standards like 21 CFR Part 11 and Annex 11. With time-stamped, structured, and traceable records, regulatory inspections and investigations become far more manageable.
Third, a UNS empowers faster and more accurate decision-making by making the right data available to the right people, in the right format, at the right time, without manual intervention or custom integrations.
Technologies Commonly Used in a UNS
A number of platforms and tools can be used to implement a UNS. These typically fall into three categories: brokers, integration platforms, and data consumers.
MQTT Brokers
These act as the central hub where data is published and subscribed to. Popular options include:
- HiveMQ – A high-performance MQTT broker with robust security and enterprise-grade reliability.
- Cybus – Designed for industrial environments, Cybus Connectware offers data governance, role-based access control, and secure connectivity.
- Ignition MQTT Engine (by Inductive Automation) – Frequently used in conjunction with Ignition SCADA, offering full support for Sparkplug B.
MQTT Data Integration Platforms
These platforms help bridge operational systems and higher-level applications, enriching and transforming data as it moves through the UNS.
- HighByte Intelligence Hub – A powerful industrial data operations platform designed to model, integrate, and flow data in real time between OT and IT systems, supporting both UNS and broader data strategies.
Data Consumers
The UNS itself doesn’t store data — so it must work in tandem with systems that do. This includes:
- Data historians (like AVEVA PI, Canary, or GE Proficy)
- Analytics platforms (Power BI, Tableau, cloud services like Azure and AWS)
- MES, SCADA, and ERP systems that rely on real-time data to manage operations
At Réalta Technologies, we design and implement Unified Namespace architectures using these platforms and more, based on the specific needs, infrastructure, and compliance requirements of each client.
As a newly appointed AVEVA Endorsed System Integrator, Réalta Technologies brings deep expertise in building UNS architectures that are not only technically robust but validated and scalable for regulated environments.
The Role of the Data Historian in a Unified Namespace
Although a UNS is not responsible for storing data, data historians play a critical role within this architecture.
A historian provides the long-term storage, analysis, and visualisation capabilities that the UNS layer alone cannot deliver. It collects time-stamped process data from the UNS (or directly from devices), enabling:
- Batch review and traceability
- Deviation investigations
- Regulatory audit readiness
- Trend analysis and predictive modelling
Platforms like AVEVA PI System, Canary, and GE Proficy Historian are often integrated with UNS architectures to provide robust historical records that complement the UNS’s real-time capabilities.
At Réalta Technologies, we work across these historian platforms, ensuring seamless integration with the UNS and alignment with compliance frameworks in GMP-regulated environments.
Key Benefits of Implementing a UNS
Implementing a UNS delivers measurable benefits, including:
- Real-time, unified access to plant and enterprise data, improving cross-functional collaboration
- Faster deployment of analytics and machine learning models, as data is structured and accessible
- Streamlined integration between legacy equipment, modern platforms, and cloud tools
- Greater agility and scalability, with an architecture that grows with the business
- Stronger compliance through centralised audit trails and event logging
For companies working in life sciences or regulated manufacturing, the benefits are amplified. Unified access to clean, structured data can dramatically reduce batch review times, improve deviation investigations, and support continuous improvement initiatives, all while maintaining compliance.
Considerations for Getting Started
Before implementing a Unified Namespace, companies should consider a few key factors:
- Current system landscape: Are your automation and IT systems capable of publishing and subscribing to real-time data?
- Data governance: Who needs access to what data, and what controls are needed?
- Validation requirements: How will the UNS be documented, qualified, and maintained to meet compliance standards?
- Scalability: Can the architecture support multiple sites, product lines, or business units?
- Partner support: Do you have access to integration specialists with experience in building secure, validated UNS environments?
At Réalta Technologies, we offer support from design through deployment, including validation documentation, user training, and long-term managed services.
Conclusion
A Unified Namespace is more than a technology trend, it’s a strategic foundation for the future of digital manufacturing. In the life sciences and manufacturing sectors, where the balance between agility, compliance, and performance is critical, a UNS offers a way to unify your data landscape and unlock new value from your systems.
By bringing together MQTT brokers, integration platforms like HighByte, and complementary systems like AVEVA PI, a UNS allows organisations to connect their data, and their teams, in a more intelligent way.
If you’re considering a Unified Namespace (UNS) or want to explore how it could support your digital strategy, we’re here to help.
Phone: +353 21 243 9113
Email: [email protected]

What Is a Unified Namespace (UNS)? A Guide for Life Sciences and Manufacturing
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What Is a Unified Namespace (UNS)? A Guide for Life Sciences and Manufacturing
Introduction
The life sciences and manufacturing industries are facing a common challenge: an overwhelming amount of data scattered across siloed systems, departments, and technologies. Whether it’s sensor readings from the production floor, batch records from MES systems, or operational insights from enterprise platforms, the information exists, but accessing it in a meaningful, unified way is often difficult.
This is where the concept of a Unified Namespace (UNS) comes in. While the term has gained visibility in recent years, the core principles behind UNS have existed for decades, with MQTT (Message Queuing Telemetry Transport) being the latest version. As digital transformation continues to shape regulated manufacturing, UNS is fast becoming the backbone of modern industrial data architecture, enabling real-time visibility, simplifying integration, and supporting data-driven decision-making.

What Is a Unified Namespace?
A Unified Namespace (UNS) is a structured, centralised data layer that brings together real-time information from across an entire organisation from machines and automation systems on the plant floor to business-level applications in the cloud. It acts as the single source of truth for industrial data, organised in a hierarchical format that mirrors the physical or logical structure of the business.
Unlike traditional architectures that rely on point-to-point integrations or static data lakes, a UNS operates in real-time using event-driven communication. When a change happens on the shop floor, that update is immediately reflected across all connected systems, users, and applications that subscribe to it.
Importantly, the UNS does not store data, it is a live data layer. It acts as the medium through which systems communicate, with data either passed on directly or sent to platforms that handle storage, such as historians or cloud-based analytics systems.
How a Unified Namespace Works
At the core of a UNS is a publish-subscribe model. Instead of pulling data from each system individually, each data source (e.g., a PLC or historian) publishes updates to a central broker. Any authorised system or user can then subscribe to the topics they need, ensuring they always have access to the most current information.
Common protocols used in a UNS include MQTT (Message Queuing Telemetry Transport). MQTT is the most up to date version the most commonly used protocol for implementing a UNS. It is lightweight, efficient, and designed for high-frequency data transmission. Paired with the Sparkplug B specification, MQTT can also handle structured payloads, device state tracking, and session awareness — making it ideal for industrial environments.
The data is typically organised in a logical hierarchy such as:
Enterprise > Site > Area > Line > Machine > Tag
This makes the data not only accessible but easily understandable to humans and machines alike.
Why UNS Matters in Life Sciences and Manufacturing
For life sciences and manufacturing companies, a UNS delivers clear advantages, particularly in environments where traceability, compliance, and timely decision-making are essential.
First, it eliminates data silos, bridging the gap between Operational Technology (OT) and Information Technology (IT). This allows manufacturing, quality, compliance, and business teams to work from a shared, real-time source of data.
Second, it improves data integrity and auditability, crucial in meeting GxP regulations and standards like 21 CFR Part 11 and Annex 11. With time-stamped, structured, and traceable records, regulatory inspections and investigations become far more manageable.
Third, a UNS empowers faster and more accurate decision-making by making the right data available to the right people, in the right format, at the right time, without manual intervention or custom integrations.
Technologies Commonly Used in a UNS
A number of platforms and tools can be used to implement a UNS. These typically fall into three categories: brokers, integration platforms, and data consumers.
MQTT Brokers
These act as the central hub where data is published and subscribed to. Popular options include:
- HiveMQ – A high-performance MQTT broker with robust security and enterprise-grade reliability.
- Cybus – Designed for industrial environments, Cybus Connectware offers data governance, role-based access control, and secure connectivity.
- Ignition MQTT Engine (by Inductive Automation) – Frequently used in conjunction with Ignition SCADA, offering full support for Sparkplug B.
MQTT Data Integration Platforms
These platforms help bridge operational systems and higher-level applications, enriching and transforming data as it moves through the UNS.
- HighByte Intelligence Hub – A powerful industrial data operations platform designed to model, integrate, and flow data in real time between OT and IT systems, supporting both UNS and broader data strategies.
Data Consumers
The UNS itself doesn’t store data — so it must work in tandem with systems that do. This includes:
- Data historians (like AVEVA PI, Canary, or GE Proficy)
- Analytics platforms (Power BI, Tableau, cloud services like Azure and AWS)
- MES, SCADA, and ERP systems that rely on real-time data to manage operations
At Réalta Technologies, we design and implement Unified Namespace architectures using these platforms and more, based on the specific needs, infrastructure, and compliance requirements of each client.
As a newly appointed AVEVA Endorsed System Integrator, Réalta Technologies brings deep expertise in building UNS architectures that are not only technically robust but validated and scalable for regulated environments.
The Role of the Data Historian in a Unified Namespace
Although a UNS is not responsible for storing data, data historians play a critical role within this architecture.
A historian provides the long-term storage, analysis, and visualisation capabilities that the UNS layer alone cannot deliver. It collects time-stamped process data from the UNS (or directly from devices), enabling:
- Batch review and traceability
- Deviation investigations
- Regulatory audit readiness
- Trend analysis and predictive modelling
Platforms like AVEVA PI System, Canary, and GE Proficy Historian are often integrated with UNS architectures to provide robust historical records that complement the UNS’s real-time capabilities.
At Réalta Technologies, we work across these historian platforms, ensuring seamless integration with the UNS and alignment with compliance frameworks in GMP-regulated environments.
Key Benefits of Implementing a UNS
Implementing a UNS delivers measurable benefits, including:
- Real-time, unified access to plant and enterprise data, improving cross-functional collaboration
- Faster deployment of analytics and machine learning models, as data is structured and accessible
- Streamlined integration between legacy equipment, modern platforms, and cloud tools
- Greater agility and scalability, with an architecture that grows with the business
- Stronger compliance through centralised audit trails and event logging
For companies working in life sciences or regulated manufacturing, the benefits are amplified. Unified access to clean, structured data can dramatically reduce batch review times, improve deviation investigations, and support continuous improvement initiatives, all while maintaining compliance.
Considerations for Getting Started
Before implementing a Unified Namespace, companies should consider a few key factors:
- Current system landscape: Are your automation and IT systems capable of publishing and subscribing to real-time data?
- Data governance: Who needs access to what data, and what controls are needed?
- Validation requirements: How will the UNS be documented, qualified, and maintained to meet compliance standards?
- Scalability: Can the architecture support multiple sites, product lines, or business units?
- Partner support: Do you have access to integration specialists with experience in building secure, validated UNS environments?
At Réalta Technologies, we offer support from design through deployment, including validation documentation, user training, and long-term managed services.
Conclusion
A Unified Namespace is more than a technology trend, it’s a strategic foundation for the future of digital manufacturing. In the life sciences and manufacturing sectors, where the balance between agility, compliance, and performance is critical, a UNS offers a way to unify your data landscape and unlock new value from your systems.
By bringing together MQTT brokers, integration platforms like HighByte, and complementary systems like AVEVA PI, a UNS allows organisations to connect their data, and their teams, in a more intelligent way.
If you’re considering a Unified Namespace (UNS) or want to explore how it could support your digital strategy, we’re here to help.
Phone: +353 21 243 9113
Email: [email protected]

What Is a Unified Namespace (UNS)? A Guide for Life Sciences and Manufacturing
A Unified Namespace (UNS) is transforming how life sciences and manufacturing companies manage and access real-time data. In this blog, we explore what a UNS

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As proud Official Data Solutions Partners to Munster Rugby, we recently had the opportunity to spend a morning at the Munster Rugby High Performance Centre

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