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		<title>Data Historian Spotlight: Canary Historian’s Role in Life Sciences</title>
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		<dc:creator><![CDATA[Réalta Technologies]]></dc:creator>
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				<category><![CDATA[Blog]]></category>
		<category><![CDATA[Aveva PI]]></category>
		<category><![CDATA[Canary historian]]></category>
		<category><![CDATA[Data historian]]></category>
		<category><![CDATA[Data integrity]]></category>
		<category><![CDATA[GxP compliance]]></category>
		<category><![CDATA[industrial data management]]></category>
		<category><![CDATA[Life sciences manufacturing]]></category>
		<category><![CDATA[pharmaceutical data analytics]]></category>
		<category><![CDATA[Power BI]]></category>
		<category><![CDATA[Process Optimisation]]></category>
		<category><![CDATA[Realta Technologies]]></category>
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					<description><![CDATA[Canary Historian delivers high-performance, compliant data management for life sciences and pharmaceutical manufacturers. Learn how it enhances data integrity, analytics, and operational efficiency and how Réalta Technologies can help you make the most of it.]]></description>
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			<h1 class="elementor-heading-title elementor-size-default">Data Historian Spotlight: Canary Historian’s Role in Life Sciences</h1>		</div>
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										Réalta Technologies					</span>
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										November 13, 2025					</span>
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							<h4><b>Introduction: </b></h4><p><span style="font-weight: 400;">In the world of pharmaceutical and life sciences manufacturing, the ability to capture, contextualise, and analyse data in real time is essential. Modern operations depend on reliable, validated data systems that not only meet strict compliance standards but also empower continuous improvement, efficiency, and innovation. Among the leading data historian technologies driving this transformation is Canary Historian, a powerful, scalable solution trusted by manufacturers worldwide.</span></p><p><span style="font-weight: 400;">As specialists in </span><a href="https://realtatechnologies.com/data-infrastructure/"><span style="font-weight: 400;">data infrastructure</span></a><span style="font-weight: 400;"> and </span><a href="https://realtatechnologies.com/data-intelligence-reporting/"><span style="font-weight: 400;">data analytics</span></a><span style="font-weight: 400;">, Réalta Technologies works closely with clients to implement historian systems like Canary, helping them achieve visibility, reliability, and data integrity across their operations.</span></p><p><span style="font-weight: 400;"> </span></p><h4><b>What Is Canary Historian?</b></h4><p><a href="https://canarylabs.com/product/historian.html"><span style="font-weight: 400;">Canary Historian</span></a><span style="font-weight: 400;">, developed by </span><a href="https://www.canarylabs.com/"><span style="font-weight: 400;">Canary Labs</span></a><span style="font-weight: 400;">, is a high-performance, enterprise-grade data historian designed to store, manage, and analyse time-series data. Built for speed, reliability, and scalability, it provides life sciences organisations with a secure and compliant platform for collecting data from sensors, control systems, and industrial devices.</span></p><p><span style="font-weight: 400;">Unlike traditional historians that can be complex to maintain or scale, Canary’s architecture is lightweight and efficient, allowing for fast data ingestion and retrieval without compromising integrity or performance. It seamlessly integrates with control systems like Siemens, Rockwell, Emerson, </span><span style="font-weight: 400;">and </span><span style="font-weight: 400;">Ignition front end screens</span><span style="font-weight: 400;">, as well as analytics and reporting platforms such as Power BI and SEEQ.</span></p><p><span style="font-weight: 400;"> </span></p><h4><b>Key Capabilities of Canary Historian</b></h4><p><span style="font-weight: 400;">Canary Historian is built with a clear focus on data integrity, speed, and accessibility, all essential criteria in regulated environments such as pharmaceutical manufacturing.</span></p><ul><li style="font-weight: 400;" aria-level="1"><b>Lossless Data Compression:</b><b><br /></b><span style="font-weight: 400;">Canary’s patented compression algorithms allow massive volumes of process data to be stored efficiently while preserving accuracy. This ensures traceability and compliance with regulatory frameworks like FDA 21 CFR Part 11 and EU Annex 11.</span></li><li style="font-weight: 400;" aria-level="1"><b>High-Performance Data Retrieval:</b><b><br /></b><span style="font-weight: 400;">Canary is optimised for fast query performance, enabling engineers, data scientists, and quality teams to access and visualise data instantly, even across years of historical information.</span></li><li style="font-weight: 400;" aria-level="1"><b>Scalability and Flexibility:</b><b><br /></b><span style="font-weight: 400;">Designed to scale from a single production line to global enterprise deployments, Canary can handle millions of data points per second, supporting digital transformation initiatives across multiple sites.</span></li><li style="font-weight: 400;" aria-level="1"><b>Integration with Analytics Platforms:</b><b><br /></b><span style="font-weight: 400;">Through seamless integration with </span><a href="https://www.seeq.com/"><span style="font-weight: 400;">SEEQ</span></a><span style="font-weight: 400;">, </span><a href="https://www.microsoft.com/en-us/power-platform/products/power-bi"><span style="font-weight: 400;">Power BI</span></a><span style="font-weight: 400;">, and other modern analytics tools, Canary allows users to move from raw process data to actionable insights. </span><span style="font-weight: 400;">Additionally, Canary can integrate its </span><span style="font-weight: 400;">UNS architecture seamlessly by collecting data in MQTT &amp; SPBv1.0 specifications from MQTT data sources.</span> <span style="font-weight: 400;"><br /></span><span style="font-weight: 400;">This empowers smarter decision-making and accelerates continuous improvement. </span></li><li style="font-weight: 400;" aria-level="1"><b>Security and Compliance:</b><b><br /></b><span style="font-weight: 400;">Canary supports role-based access control, data encryption, and full audit trails , critical for compliance in GxP environments.</span></li></ul><p><span style="font-weight: 400;"> </span></p><h4><b>Use Cases in Life Sciences and Pharmaceutical Manufacturing</b></h4><p><span style="font-weight: 400;">For pharmaceutical and biotech manufacturers, data integrity and process optimisation are non-negotiable. Canary Historian plays a crucial role across a range of applications:</span></p><ul><li style="font-weight: 400;" aria-level="1"><b>Batch Process Monitoring:</b><b><br /></b><span style="font-weight: 400;">Ensuring each batch follows the defined recipe and identifying deviations or anomalies early in production.</span></li><li style="font-weight: 400;" aria-level="1"><b>Equipment Performance Tracking:</b><b><br /></b><span style="font-weight: 400;">Continuous monitoring of critical systems such as bioreactors, cleanrooms, and HVAC to ensure operational reliability and product quality.</span></li><li style="font-weight: 400;" aria-level="1"><b>Regulatory Compliance and Audit Readiness:</b><b><br /></b><span style="font-weight: 400;">Providing detailed data trails that demonstrate compliance with GMP standards and regulatory requirements.</span></li><li style="font-weight: 400;" aria-level="1"><b>Energy and Utility Management:</b><b><br /></b><span style="font-weight: 400;">Capturing and analysing utility data, from compressed air to chilled water, to optimise energy consumption and sustainability initiatives.</span></li><li style="font-weight: 400;" aria-level="1"><b>Predictive Maintenance and Quality Analytics:</b><b><br /></b><span style="font-weight: 400;">When combined with advanced analytics platforms, Canary enables manufacturers to predict equipment failures before they occur and improve product consistency through process insights.</span></li></ul><p><span style="font-weight: 400;"> </span></p><h4><b>Data Collection, Visualisation, and Analytics</b></h4><p><span style="font-weight: 400;">At its core, Canary is more than a historian, it is a data foundation for innovation. By centralising time-series data and contextualising it within the manufacturing ecosystem, it enables seamless visualisation and analysis.</span></p><p><span style="font-weight: 400;">Through integrations with platforms like SEEQ, engineers can build advanced analytics models, track key performance indicators (KPIs), and uncover correlations between process parameters and product quality. This real-time visibility leads to more efficient operations, reduced downtime, and data-driven decision-making across departments.</span></p><p><span style="font-weight: 400;"> </span></p><h4><b>How Réalta Technologies Adds Value with Canary Historian</b></h4><p><span style="font-weight: 400;">As a trusted data partner to global life sciences organisations, Réalta Technologies has extensive experience implementing and optimising Canary Historian systems. Our engineers understand both the technical and regulatory dimensions of data management, ensuring that each deployment is compliant, scalable, and future-ready.</span></p><p><span style="font-weight: 400;">Our expertise spans:</span></p><ul><li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Designing and deploying data historian architectures across multi-site facilities.</span></li><li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Integrating Canary with control systems and enterprise applications.</span></li><li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Enabling connectivity to SEEQ, Power BI, and advanced analytics frameworks.</span></li><li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Supporting validation, testing, and documentation to meet regulatory expectations.</span></li></ul><p><span style="font-weight: 400;">Whether you are upgrading from legacy historians or implementing a new <a href="https://realtatechnologies.com/data-infrastructure/">data infrastructure</a>, Réalta Technologies provides a complete solution , from design and deployment to ongoing managed services.</span></p><p><span style="font-weight: 400;"> </span></p><h4><b>Conclusion</b></h4><p><span style="font-weight: 400;">In today’s data-driven manufacturing landscape, the ability to collect, contextualise, and analyse process data efficiently is a competitive advantage. Canary Historian provides life sciences companies with the flexibility, speed, and compliance they need to turn data into real value.</span></p><p><span style="font-weight: 400;">Partnering with Réalta Technologies ensures that this technology is implemented with precision and aligned with your business goals. With proven expertise in data historians, automation, and analytics, we empower organisations to achieve operational excellence through data.</span></p><p><span style="font-weight: 400;"> </span></p><p><span style="font-weight: 400;">To learn more about how Réalta Technologies can help you implement or optimise Canary Historian, contact our team today.</span></p><p><span style="font-weight: 400;">📧 sales@realtatechnologies.com</span><b><br /></b><span style="font-weight: 400;">💻 </span><a href="https://realtatechnologies.com/"><span style="font-weight: 400;">https://realtatechnologies.com</span><b><br /></b></a><span style="font-weight: 400;">📞 </span><b>IRL:</b><span style="font-weight: 400;"> +353 21 243 9113 | </span><b>US:</b><span style="font-weight: 400;"> +1 302 509 4401</span></p>						</div>
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			<h1 class="elementor-heading-title elementor-size-default">Data Historian Spotlight: Canary Historian’s Role in Life Sciences</h1>		</div>
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							<h4><b>Introduction: </b></h4><p><span style="font-weight: 400;">In the world of pharmaceutical and life sciences manufacturing, the ability to capture, contextualise, and analyse data in real time is essential. Modern operations depend on reliable, validated data systems that not only meet strict compliance standards but also empower continuous improvement, efficiency, and innovation. Among the leading data historian technologies driving this transformation is Canary Historian, a powerful, scalable solution trusted by manufacturers worldwide.</span></p><p><span style="font-weight: 400;">As specialists in </span><a href="https://realtatechnologies.com/data-infrastructure/"><span style="font-weight: 400;">data infrastructure</span></a><span style="font-weight: 400;"> and </span><a href="https://realtatechnologies.com/data-intelligence-reporting/"><span style="font-weight: 400;">data analytics</span></a><span style="font-weight: 400;">, Réalta Technologies works closely with clients to implement historian systems like Canary, helping them achieve visibility, reliability, and data integrity across their operations.</span></p><p><span style="font-weight: 400;"> </span></p><h4><b>What Is Canary Historian?</b></h4><p><a href="https://canarylabs.com/product/historian.html"><span style="font-weight: 400;">Canary Historian</span></a><span style="font-weight: 400;">, developed by </span><a href="https://www.canarylabs.com/"><span style="font-weight: 400;">Canary Labs</span></a><span style="font-weight: 400;">, is a high-performance, enterprise-grade data historian designed to store, manage, and analyse time-series data. Built for speed, reliability, and scalability, it provides life sciences organisations with a secure and compliant platform for collecting data from sensors, control systems, and industrial devices.</span></p><p><span style="font-weight: 400;">Unlike traditional historians that can be complex to maintain or scale, Canary’s architecture is lightweight and efficient, allowing for fast data ingestion and retrieval without compromising integrity or performance. It seamlessly integrates with control systems like Siemens, Rockwell, Emerson, </span><span style="font-weight: 400;">and </span><span style="font-weight: 400;">Ignition front end screens</span><span style="font-weight: 400;">, as well as analytics and reporting platforms such as Power BI and SEEQ.</span></p><p><span style="font-weight: 400;"> </span></p><h4><b>Key Capabilities of Canary Historian</b></h4><p><span style="font-weight: 400;">Canary Historian is built with a clear focus on data integrity, speed, and accessibility, all essential criteria in regulated environments such as pharmaceutical manufacturing.</span></p><ul><li style="font-weight: 400;" aria-level="1"><b>Lossless Data Compression:</b><b><br /></b><span style="font-weight: 400;">Canary’s patented compression algorithms allow massive volumes of process data to be stored efficiently while preserving accuracy. This ensures traceability and compliance with regulatory frameworks like FDA 21 CFR Part 11 and EU Annex 11.</span></li><li style="font-weight: 400;" aria-level="1"><b>High-Performance Data Retrieval:</b><b><br /></b><span style="font-weight: 400;">Canary is optimised for fast query performance, enabling engineers, data scientists, and quality teams to access and visualise data instantly, even across years of historical information.</span></li><li style="font-weight: 400;" aria-level="1"><b>Scalability and Flexibility:</b><b><br /></b><span style="font-weight: 400;">Designed to scale from a single production line to global enterprise deployments, Canary can handle millions of data points per second, supporting digital transformation initiatives across multiple sites.</span></li><li style="font-weight: 400;" aria-level="1"><b>Integration with Analytics Platforms:</b><b><br /></b><span style="font-weight: 400;">Through seamless integration with </span><a href="https://www.seeq.com/"><span style="font-weight: 400;">SEEQ</span></a><span style="font-weight: 400;">, </span><a href="https://www.microsoft.com/en-us/power-platform/products/power-bi"><span style="font-weight: 400;">Power BI</span></a><span style="font-weight: 400;">, and other modern analytics tools, Canary allows users to move from raw process data to actionable insights. </span><span style="font-weight: 400;">Additionally, Canary can integrate its </span><span style="font-weight: 400;">UNS architecture seamlessly by collecting data in MQTT &amp; SPBv1.0 specifications from MQTT data sources.</span> <span style="font-weight: 400;"><br /></span><span style="font-weight: 400;">This empowers smarter decision-making and accelerates continuous improvement. </span></li><li style="font-weight: 400;" aria-level="1"><b>Security and Compliance:</b><b><br /></b><span style="font-weight: 400;">Canary supports role-based access control, data encryption, and full audit trails , critical for compliance in GxP environments.</span></li></ul><p><span style="font-weight: 400;"> </span></p><h4><b>Use Cases in Life Sciences and Pharmaceutical Manufacturing</b></h4><p><span style="font-weight: 400;">For pharmaceutical and biotech manufacturers, data integrity and process optimisation are non-negotiable. Canary Historian plays a crucial role across a range of applications:</span></p><ul><li style="font-weight: 400;" aria-level="1"><b>Batch Process Monitoring:</b><b><br /></b><span style="font-weight: 400;">Ensuring each batch follows the defined recipe and identifying deviations or anomalies early in production.</span></li><li style="font-weight: 400;" aria-level="1"><b>Equipment Performance Tracking:</b><b><br /></b><span style="font-weight: 400;">Continuous monitoring of critical systems such as bioreactors, cleanrooms, and HVAC to ensure operational reliability and product quality.</span></li><li style="font-weight: 400;" aria-level="1"><b>Regulatory Compliance and Audit Readiness:</b><b><br /></b><span style="font-weight: 400;">Providing detailed data trails that demonstrate compliance with GMP standards and regulatory requirements.</span></li><li style="font-weight: 400;" aria-level="1"><b>Energy and Utility Management:</b><b><br /></b><span style="font-weight: 400;">Capturing and analysing utility data, from compressed air to chilled water, to optimise energy consumption and sustainability initiatives.</span></li><li style="font-weight: 400;" aria-level="1"><b>Predictive Maintenance and Quality Analytics:</b><b><br /></b><span style="font-weight: 400;">When combined with advanced analytics platforms, Canary enables manufacturers to predict equipment failures before they occur and improve product consistency through process insights.</span></li></ul><p><span style="font-weight: 400;"> </span></p><h4><b>Data Collection, Visualisation, and Analytics</b></h4><p><span style="font-weight: 400;">At its core, Canary is more than a historian, it is a data foundation for innovation. By centralising time-series data and contextualising it within the manufacturing ecosystem, it enables seamless visualisation and analysis.</span></p><p><span style="font-weight: 400;">Through integrations with platforms like SEEQ, engineers can build advanced analytics models, track key performance indicators (KPIs), and uncover correlations between process parameters and product quality. This real-time visibility leads to more efficient operations, reduced downtime, and data-driven decision-making across departments.</span></p><p><span style="font-weight: 400;"> </span></p><h4><b>How Réalta Technologies Adds Value with Canary Historian</b></h4><p><span style="font-weight: 400;">As a trusted data partner to global life sciences organisations, Réalta Technologies has extensive experience implementing and optimising Canary Historian systems. Our engineers understand both the technical and regulatory dimensions of data management, ensuring that each deployment is compliant, scalable, and future-ready.</span></p><p><span style="font-weight: 400;">Our expertise spans:</span></p><ul><li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Designing and deploying data historian architectures across multi-site facilities.</span></li><li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Integrating Canary with control systems and enterprise applications.</span></li><li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Enabling connectivity to SEEQ, Power BI, and advanced analytics frameworks.</span></li><li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Supporting validation, testing, and documentation to meet regulatory expectations.</span></li></ul><p><span style="font-weight: 400;">Whether you are upgrading from legacy historians or implementing a new <a href="https://realtatechnologies.com/data-infrastructure/">data infrastructure</a>, Réalta Technologies provides a complete solution , from design and deployment to ongoing managed services.</span></p><p><span style="font-weight: 400;"> </span></p><h4><b>Conclusion</b></h4><p><span style="font-weight: 400;">In today’s data-driven manufacturing landscape, the ability to collect, contextualise, and analyse process data efficiently is a competitive advantage. Canary Historian provides life sciences companies with the flexibility, speed, and compliance they need to turn data into real value.</span></p><p><span style="font-weight: 400;">Partnering with Réalta Technologies ensures that this technology is implemented with precision and aligned with your business goals. With proven expertise in data historians, automation, and analytics, we empower organisations to achieve operational excellence through data.</span></p><p><span style="font-weight: 400;"> </span></p><p><span style="font-weight: 400;">To learn more about how Réalta Technologies can help you implement or optimise Canary Historian, contact our team today.</span></p><p><span style="font-weight: 400;">📧 sales@realtatechnologies.com</span><b><br /></b><span style="font-weight: 400;">💻 </span><a href="https://realtatechnologies.com/"><span style="font-weight: 400;">https://realtatechnologies.com</span><b><br /></b></a><span style="font-weight: 400;">📞 </span><b>IRL:</b><span style="font-weight: 400;"> +353 21 243 9113 | </span><b>US:</b><span style="font-weight: 400;"> +1 302 509 4401</span></p>						</div>
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			<p>Artificial Intelligence is transforming manufacturing and life sciences, but successful adoption starts with strong data foundations. In this blog, we explore how organisations can prepare		</div>
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		<title>What Is a Unified Namespace (UNS)?  A Guide for Life Sciences and Manufacturing</title>
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		<dc:creator><![CDATA[Réalta Technologies]]></dc:creator>
		<pubDate>Mon, 26 May 2025 11:23:38 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[AVEVA PI System]]></category>
		<category><![CDATA[data integrity in pharma]]></category>
		<category><![CDATA[Digital Manufacturing]]></category>
		<category><![CDATA[GxP compliance]]></category>
		<category><![CDATA[Ignition SCADA]]></category>
		<category><![CDATA[industrial data management]]></category>
		<category><![CDATA[industry 4.0 in life sciences]]></category>
		<category><![CDATA[life sciences data analytics]]></category>
		<category><![CDATA[manufacturing digital transformation]]></category>
		<category><![CDATA[MQTT Sparkplug B]]></category>
		<category><![CDATA[OT/IT integration]]></category>
		<category><![CDATA[real-time manufacturing data]]></category>
		<category><![CDATA[smart manufacturing]]></category>
		<category><![CDATA[unified namespace]]></category>
		<category><![CDATA[UNS architecture]]></category>
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					<description><![CDATA[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 is, how it works, and why it’s becoming essential for streamlining operations, ensuring compliance, and supporting digital transformation. Discover the key technologies involved, including MQTT, AVEVA PI, Ignition, and more, and learn how Réalta Technologies helps clients implement scalable, future-ready data architectures.]]></description>
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			<h1 class="elementor-heading-title elementor-size-default">What Is a Unified Namespace (UNS)?  A Guide for Life Sciences and Manufacturing</h1>		</div>
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							<h4><b>Introduction</b></h4><p><span style="font-weight: 400;">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&#8217;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.</span></p><p><span style="font-weight: 400;"> </span></p><p><span style="font-weight: 400;">This is where the concept of a Unified Namespace (UNS) comes in. </span><span style="font-weight: 400;">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.</span><span style="font-weight: 400;"> 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.</span></p>						</div>
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							<h4><b>What Is a Unified Namespace?</b></h4>
<p><span style="font-weight: 400;">A Unified Namespace (UNS) is a structured, centralised data layer that brings together real-time information from across an entire organisation&nbsp; 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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">Importantly, the UNS </span><b>does not store data</b><span style="font-weight: 400;">, 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</span><span style="font-size: 17px;">.</span></p>
<p><span style="font-size: 17px;"><br></span></p>
<h4><b>How a Unified Namespace Works</b></h4>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">Common protocols used in a UNS include MQTT (Message Queuing Telemetry Transport). </span><span style="font-weight: 400;">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 </span><b>Sparkplug B</b><span style="font-weight: 400;"> specification, MQTT can also handle structured payloads, device state tracking, and session awareness — making it ideal for industrial environments.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">The data is typically organised in a logical hierarchy such as:</span><span style="font-weight: 400;"><br></span><span style="font-weight: 400;">Enterprise &gt; Site &gt; Area &gt; Line &gt; Machine &gt; Tag</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">This makes the data not only accessible but easily understandable to humans and machines alike.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<h4><b>Why UNS Matters in Life Sciences and Manufacturing</b></h4>
<p><span style="font-weight: 400;">For life sciences and manufacturing companies, a UNS delivers clear advantages, particularly in environments where traceability, compliance, and timely decision-making are essential.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<h4><b>Technologies Commonly Used in a UNS</b></h4>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h5><b>MQTT Brokers</b></h5>
<p><span style="font-weight: 400;">These act as the central hub where data is published and subscribed to. Popular options include:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>HiveMQ</b><span style="font-weight: 400;"> – A high-performance MQTT broker with robust security and enterprise-grade reliability.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Cybus</b><span style="font-weight: 400;"> – Designed for industrial environments, Cybus Connectware offers data governance, role-based access control, and secure connectivity.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Ignition MQTT Engine (by Inductive Automation)</b><span style="font-weight: 400;"> – Frequently used in conjunction with Ignition SCADA, offering full support for Sparkplug B.</span></li>
</ul>
<h5><b>MQTT Data Integration Platforms</b></h5>
<p><span style="font-weight: 400;">These platforms help bridge operational systems and higher-level applications, enriching and transforming data as it moves through the UNS.</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>HighByte Intelligence Hub</b><span style="font-weight: 400;"> – 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.</span></li>
</ul>
<h5><b>Data Consumers</b></h5>
<p><span style="font-weight: 400;">The UNS itself doesn’t store data — so it must work in tandem with systems that do. This includes:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Data historians</b><span style="font-weight: 400;"> (like <a href="https://www.aveva.com/en/products/aveva-pi-system/">AVEVA PI</a>, <a href="https://canarylabs.com">Canary</a>, or <a href="https://www.gevernova.com/software/product-trials/proficy-operations-hub?utm_source=google_g&amp;utm_medium=paid-search&amp;utm_campaign=MFG-HORZ-CROSS-GLOB-Search_INTL&amp;utm_content=historian%20software_b&amp;adgroup=OperationsHub-FreeTrial-IB/BOF&amp;placement=&amp;gad_source=1&amp;gad_campaignid=20964003534&amp;gbraid=0AAAAADAxO8yUWZnjtOiljYsYVtga3nfD6&amp;gclid=Cj0KCQjwotDBBhCQARIsAG5pinNSlcN_8uJ_oSybhSxm4Csumf4cH-e3GmBpFgso11VgFoB1WVEOxZsaAqUSEALw_wcB">GE Proficy</a>)</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Analytics platforms</b><span style="font-weight: 400;"> (<a href="https://www.microsoft.com/en-us/power-platform/products/power-bi">Power BI</a>, <a href="https://www.tableau.com">Tableau</a>, cloud services like Azure and AWS)</span></li>
<li style="font-weight: 400;" aria-level="1"><b>MES, SCADA, and ERP systems</b><span style="font-weight: 400;"> that rely on real-time data to manage operations</span></li>
</ul>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>The Role of the Data Historian in a Unified Namespace</b></h4>
<p><span style="font-weight: 400;">Although a UNS is not responsible for storing data, data historians play a critical role within this architecture.</span></p>
<p><span style="font-weight: 400;">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:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Batch review and traceability</b></li>
<li style="font-weight: 400;" aria-level="1"><b>Deviation investigations</b></li>
<li style="font-weight: 400;" aria-level="1"><b>Regulatory audit readiness</b></li>
<li style="font-weight: 400;" aria-level="1"><b>Trend analysis and predictive modelling</b></li>
</ul>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">At Réalta Technologies, we work across these historian platforms, ensuring seamless integration with the UNS and alignment with compliance frameworks in GMP-regulated environments.</span></p>
<h4>&nbsp;</h4>
<h4><b>Key Benefits of Implementing a UNS</b></h4>
<p><span style="font-weight: 400;">Implementing a UNS delivers measurable benefits, including:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Real-time, unified access to plant and enterprise data</b><span style="font-weight: 400;">, improving cross-functional collaboration</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Faster deployment of analytics and machine learning models</b><span style="font-weight: 400;">, as data is structured and accessible</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Streamlined integration</b><span style="font-weight: 400;"> between legacy equipment, modern platforms, and cloud tools</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Greater agility and scalability</b><span style="font-weight: 400;">, with an architecture that grows with the business</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Stronger compliance</b><span style="font-weight: 400;"> through centralised audit trails and event logging</span></li>
</ul>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Considerations for Getting Started</b></h4>
<p><span style="font-weight: 400;">Before implementing a Unified Namespace, companies should consider a few key factors:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Current system landscape</b><span style="font-weight: 400;">: Are your automation and IT systems capable of publishing and subscribing to real-time data?</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Data governance</b><span style="font-weight: 400;">: Who needs access to what data, and what controls are needed?</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Validation requirements</b><span style="font-weight: 400;">: How will the UNS be documented, qualified, and maintained to meet compliance standards?</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Scalability</b><span style="font-weight: 400;">: Can the architecture support multiple sites, product lines, or business units?</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Partner support</b><span style="font-weight: 400;">: Do you have access to integration specialists with experience in building secure, validated UNS environments?</span></li>
</ul>
<p><span style="font-weight: 400;">At Réalta Technologies, we offer support from design through deployment, including validation documentation, user training, and long-term managed services.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Conclusion</b></h4>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">If you&#8217;re considering a Unified Namespace (UNS) or want to explore how it could support your digital strategy, we&#8217;re here to help.</span></p>
<p><b>Phone:</b><span style="font-weight: 400;"> +353 21 243 9113</span></p>
<p><b>Email:</b> <a href="mailto:sales@realtatechnologies.com"><span style="font-weight: 400;">sales@Realtatechnologies.com</span></a></p>						</div>
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			<h1 class="elementor-heading-title elementor-size-default">What Is a Unified Namespace (UNS)?  A Guide for Life Sciences and Manufacturing</h1>		</div>
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							<h4><b>Introduction</b></h4><p><span style="font-weight: 400;">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&#8217;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.</span></p><p><span style="font-weight: 400;"> </span></p><p><span style="font-weight: 400;">This is where the concept of a Unified Namespace (UNS) comes in. </span><span style="font-weight: 400;">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.</span><span style="font-weight: 400;"> 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.</span></p>						</div>
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							<h4><b>What Is a Unified Namespace?</b></h4>
<p><span style="font-weight: 400;">A Unified Namespace (UNS) is a structured, centralised data layer that brings together real-time information from across an entire organisation&nbsp; 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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">Importantly, the UNS </span><b>does not store data</b><span style="font-weight: 400;">, 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</span><span style="font-size: 17px;">.</span></p>
<p><span style="font-size: 17px;"><br></span></p>
<h4><b>How a Unified Namespace Works</b></h4>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">Common protocols used in a UNS include MQTT (Message Queuing Telemetry Transport). </span><span style="font-weight: 400;">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 </span><b>Sparkplug B</b><span style="font-weight: 400;"> specification, MQTT can also handle structured payloads, device state tracking, and session awareness — making it ideal for industrial environments.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">The data is typically organised in a logical hierarchy such as:</span><span style="font-weight: 400;"><br></span><span style="font-weight: 400;">Enterprise &gt; Site &gt; Area &gt; Line &gt; Machine &gt; Tag</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">This makes the data not only accessible but easily understandable to humans and machines alike.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<h4><b>Why UNS Matters in Life Sciences and Manufacturing</b></h4>
<p><span style="font-weight: 400;">For life sciences and manufacturing companies, a UNS delivers clear advantages, particularly in environments where traceability, compliance, and timely decision-making are essential.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<h4><b>Technologies Commonly Used in a UNS</b></h4>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h5><b>MQTT Brokers</b></h5>
<p><span style="font-weight: 400;">These act as the central hub where data is published and subscribed to. Popular options include:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>HiveMQ</b><span style="font-weight: 400;"> – A high-performance MQTT broker with robust security and enterprise-grade reliability.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Cybus</b><span style="font-weight: 400;"> – Designed for industrial environments, Cybus Connectware offers data governance, role-based access control, and secure connectivity.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Ignition MQTT Engine (by Inductive Automation)</b><span style="font-weight: 400;"> – Frequently used in conjunction with Ignition SCADA, offering full support for Sparkplug B.</span></li>
</ul>
<h5><b>MQTT Data Integration Platforms</b></h5>
<p><span style="font-weight: 400;">These platforms help bridge operational systems and higher-level applications, enriching and transforming data as it moves through the UNS.</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>HighByte Intelligence Hub</b><span style="font-weight: 400;"> – 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.</span></li>
</ul>
<h5><b>Data Consumers</b></h5>
<p><span style="font-weight: 400;">The UNS itself doesn’t store data — so it must work in tandem with systems that do. This includes:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Data historians</b><span style="font-weight: 400;"> (like <a href="https://www.aveva.com/en/products/aveva-pi-system/">AVEVA PI</a>, <a href="https://canarylabs.com">Canary</a>, or <a href="https://www.gevernova.com/software/product-trials/proficy-operations-hub?utm_source=google_g&amp;utm_medium=paid-search&amp;utm_campaign=MFG-HORZ-CROSS-GLOB-Search_INTL&amp;utm_content=historian%20software_b&amp;adgroup=OperationsHub-FreeTrial-IB/BOF&amp;placement=&amp;gad_source=1&amp;gad_campaignid=20964003534&amp;gbraid=0AAAAADAxO8yUWZnjtOiljYsYVtga3nfD6&amp;gclid=Cj0KCQjwotDBBhCQARIsAG5pinNSlcN_8uJ_oSybhSxm4Csumf4cH-e3GmBpFgso11VgFoB1WVEOxZsaAqUSEALw_wcB">GE Proficy</a>)</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Analytics platforms</b><span style="font-weight: 400;"> (<a href="https://www.microsoft.com/en-us/power-platform/products/power-bi">Power BI</a>, <a href="https://www.tableau.com">Tableau</a>, cloud services like Azure and AWS)</span></li>
<li style="font-weight: 400;" aria-level="1"><b>MES, SCADA, and ERP systems</b><span style="font-weight: 400;"> that rely on real-time data to manage operations</span></li>
</ul>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>The Role of the Data Historian in a Unified Namespace</b></h4>
<p><span style="font-weight: 400;">Although a UNS is not responsible for storing data, data historians play a critical role within this architecture.</span></p>
<p><span style="font-weight: 400;">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:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Batch review and traceability</b></li>
<li style="font-weight: 400;" aria-level="1"><b>Deviation investigations</b></li>
<li style="font-weight: 400;" aria-level="1"><b>Regulatory audit readiness</b></li>
<li style="font-weight: 400;" aria-level="1"><b>Trend analysis and predictive modelling</b></li>
</ul>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;"><br></span></p>
<p><span style="font-weight: 400;">At Réalta Technologies, we work across these historian platforms, ensuring seamless integration with the UNS and alignment with compliance frameworks in GMP-regulated environments.</span></p>
<h4>&nbsp;</h4>
<h4><b>Key Benefits of Implementing a UNS</b></h4>
<p><span style="font-weight: 400;">Implementing a UNS delivers measurable benefits, including:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Real-time, unified access to plant and enterprise data</b><span style="font-weight: 400;">, improving cross-functional collaboration</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Faster deployment of analytics and machine learning models</b><span style="font-weight: 400;">, as data is structured and accessible</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Streamlined integration</b><span style="font-weight: 400;"> between legacy equipment, modern platforms, and cloud tools</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Greater agility and scalability</b><span style="font-weight: 400;">, with an architecture that grows with the business</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Stronger compliance</b><span style="font-weight: 400;"> through centralised audit trails and event logging</span></li>
</ul>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Considerations for Getting Started</b></h4>
<p><span style="font-weight: 400;">Before implementing a Unified Namespace, companies should consider a few key factors:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Current system landscape</b><span style="font-weight: 400;">: Are your automation and IT systems capable of publishing and subscribing to real-time data?</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Data governance</b><span style="font-weight: 400;">: Who needs access to what data, and what controls are needed?</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Validation requirements</b><span style="font-weight: 400;">: How will the UNS be documented, qualified, and maintained to meet compliance standards?</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Scalability</b><span style="font-weight: 400;">: Can the architecture support multiple sites, product lines, or business units?</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Partner support</b><span style="font-weight: 400;">: Do you have access to integration specialists with experience in building secure, validated UNS environments?</span></li>
</ul>
<p><span style="font-weight: 400;">At Réalta Technologies, we offer support from design through deployment, including validation documentation, user training, and long-term managed services.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Conclusion</b></h4>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">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.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">If you&#8217;re considering a Unified Namespace (UNS) or want to explore how it could support your digital strategy, we&#8217;re here to help.</span></p>
<p><b>Phone:</b><span style="font-weight: 400;"> +353 21 243 9113</span></p>
<p><b>Email:</b> <a href="mailto:sales@realtatechnologies.com"><span style="font-weight: 400;">sales@Realtatechnologies.com</span></a></p>						</div>
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