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		<title>Data Historian Spotlight: Canary Historian’s Role in Life Sciences</title>
		<link>https://realtatechnologies.com/canary-historian-life-sciences/</link>
		
		<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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			<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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			<p>As the data analytics industry continues to evolve, organisations are shifting from basic reporting to real-time insight, AI-driven intelligence and connected data ecosystems. This blog		</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>PI System Upgrade Case Study for Pharmaceutical Manufacturing &#124; Réalta Technologies</title>
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		<dc:creator><![CDATA[Réalta Technologies]]></dc:creator>
		<pubDate>Tue, 19 Aug 2025 11:40:15 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[AVEVA Endorsed System Integrator]]></category>
		<category><![CDATA[AVEVA PI migration]]></category>
		<category><![CDATA[Data integrity]]></category>
		<category><![CDATA[Event Frames migration]]></category>
		<category><![CDATA[GMP compliance]]></category>
		<category><![CDATA[industrial automation services]]></category>
		<category><![CDATA[industrial data infrastructure]]></category>
		<category><![CDATA[pharmaceutical manufacturing data]]></category>
		<category><![CDATA[PI Data Archive upgrade]]></category>
		<category><![CDATA[PI System upgrade]]></category>
		<guid isPermaLink="false">https://realtatechnologies.com/?p=8003</guid>

					<description><![CDATA[Réalta Technologies successfully upgraded a pharmaceutical client’s PI System, replacing outdated hardware and operating systems with a modern, compliant, and high-performance infrastructure without losing a single data point.]]></description>
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			<h1 class="elementor-heading-title elementor-size-default">PI System Upgrade Case Study for Pharmaceutical Manufacturing | Réalta Technologies</h1>		</div>
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							<h4><b>Introduction:&nbsp;</b></h4>
<p><span style="font-weight: 400;">Réalta Technologies recently completed a critical <a href="https://www.aveva.com/en/products/aveva-pi-system/">PI System</a> upgrade for a leading pharmaceutical manufacturer. The project involved replacing ageing hardware and unsupported operating systems, ensuring the client’s data infrastructure met modern performance, security, and compliance standards.&nbsp;</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">As a trusted partner and <a href="https://www.aveva.com">AVEVA</a> Endorsed System Integrator, Réalta Technologies delivered a seamless transition to a fully upgraded system without data loss, enabling the client to continue operations without disruption and minimal downtime.&nbsp;</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>The Challenge</b></h4>
<p><span style="font-weight: 400;">The client’s PI System servers were operating on outdated hardware and operating systems. An upgrade-in-place was not possible due to:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Incompatibility with newer OS versions and software.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Requirement for new hardware to meet performance demands.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">The need to keep existing servers intact for rollback in case of an issue.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">The critical need to avoid any data loss during the transition.</span></li>
</ul>
<p><span style="font-weight: 400;">These constraints required a carefully designed migration strategy that balanced operational continuity, data integrity, and validation requirements.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Possible Solutions</b></h4>
<p><span style="font-weight: 400;">Drawing on extensive experience in industrial data infrastructure projects, Réalta Technologies identified three potential upgrade strategies:</span></p>
<p><b>&nbsp;</b></p>
<p><b>Option 1: Adding New Servers to the PI Collective</b></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Build new servers on new hardware and OS.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Add them to the existing PI System Collective.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Promote one of the new servers to Primary Data Archive.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Remove old servers once complete.</span></li>
</ul>
<p><i><span style="font-weight: 400;">Pros:</span></i><span style="font-weight: 400;"> Minimal downtime, data available to users throughout.</span><span style="font-weight: 400;"><br></span><i><span style="font-weight: 400;">Cons:</span></i><span style="font-weight: 400;"> Requires reconfiguring and restarting all interfaces, which can be time-consuming with large systems.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><b>Option 2: Swapping Names and IP Addresses</b></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Build new servers with temporary names.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Stop the PI Data Archives.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Swap the names/IP addresses with the old servers.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Restart PI Data Archives on the new hardware.</span></li>
</ul>
<p><i><span style="font-weight: 400;">Pros:</span></i><span style="font-weight: 400;"> No interface reconfiguration required.</span><span style="font-weight: 400;"><br></span><i><span style="font-weight: 400;">Cons:</span></i><span style="font-weight: 400;"> Brief downtime while archives are offline, though buffered data is restored.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><b>Option 3: Building a Complete Parallel System</b></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Create a fully independent system (Data Archive, AF, interface servers).</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Restore a backup from the old system.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Run both systems in parallel until testing and validation are complete.</span></li>
</ul>
<p><i><span style="font-weight: 400;">Pros:</span></i><span style="font-weight: 400;"> Safest approach, full validation before go-live, allows migration from Batch to Event Frames database in a controlled environment.</span><span style="font-weight: 400;"><br></span><i><span style="font-weight: 400;">Cons:</span></i><span style="font-weight: 400;"> Requires more time, resources, and hardware.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Chosen Solution</b></h4>
<p><span style="font-weight: 400;">After carefully reviewing all available upgrade paths, Réalta Technologies determined that Option 2: Swapping Names and IP Addresses was the most effective and efficient solution for this specific project.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">This decision was based on our team’s in-depth understanding of both the technical requirements and the operational constraints within regulated pharmaceutical manufacturing. By applying our expertise in designing bespoke solutions, we were able to match the upgrade approach precisely to the client’s unique needs.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">Several factors influenced our decision:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Minimising Disruption:</b><span style="font-weight: 400;"> The client’s PI System had multiple critical interfaces feeding data from across the site. Reconfiguring and restarting these, as required in other options, would have posed significant risk and extended downtime. Retaining the same names and IP addresses allowed us to transition to the new infrastructure seamlessly without altering the existing interface configuration.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Maintaining Operational Continuity:</b><span style="font-weight: 400;"> Pharmaceutical manufacturing operates under strict production and compliance demands. Swapping Names and IP Addresses enabled the upgrade to be completed within a tightly controlled maintenance window, avoiding unnecessary interruption to manufacturing activities.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Safeguarding Data Integrity:</b><span style="font-weight: 400;"> Our approach ensured that all data generated during the brief downtime was buffered and automatically restored to the upgraded system, protecting the accuracy and completeness of production records.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Bespoke Problem-Solving:</b><span style="font-weight: 400;"> Rather than applying a one-size-fits-all upgrade method, we evaluated the project holistically, balancing efficiency, safety, and compliance. Option 2 offered the best combination of speed, reliability, and risk mitigation for this particular environment.</span></li>
</ul>
<p><span style="font-weight: 400;">This tailored solution is a clear example of how Réalta Technologies leverages its deep technical expertise and industry knowledge to deliver results that are both strategically sound and operationally safe, ensuring clients can modernise their systems without compromising productivity or compliance.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Benefits of Updating the PI System</b></h4>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Modern Infrastructure:</b><span style="font-weight: 400;"> New hardware and OS increased system performance and stability.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Data Integrity:</b><span style="font-weight: 400;"> All historical data retained with no loss during migration.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Reduced Operational Risk:</b><span style="font-weight: 400;"> Fully tested migration plan ensured predictable results.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Regulatory Compliance:</b><span style="font-weight: 400;"> Updated system aligned with industry best practices and supported ongoing GMP compliance.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Future-Ready Platform:</b><span style="font-weight: 400;"> Prepared for integration with advanced analytics, data visualisation tools, and machine learning applications.</span></li>
</ul>
<h4><b>&nbsp;</b></h4>
<h4><b>Conclusion</b></h4>
<p><span style="font-weight: 400;">This PI System upgrade demonstrated Réalta Technologies’ expertise in designing and executing complex data infrastructure projects for regulated industries. By selecting the optimal migration strategy and executing it flawlessly, Réalta ensured the client could continue delivering high-quality pharmaceutical products with minimal disruption.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">As an AVEVA Endorsed System Integrator, Réalta Technologies provides tailored solutions that modernise industrial <a href="https://realtatechnologies.com/data-infrastructure/">data systems</a> while safeguarding compliance, security, and operational excellence.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">Need help with updating your systems? Get in touch with our team.</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><span style="font-weight: 400;">&nbsp;</span></p>						</div>
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			<h1 class="elementor-heading-title elementor-size-default">PI System Upgrade Case Study for Pharmaceutical Manufacturing | Réalta Technologies</h1>		</div>
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							<h4><b>Introduction:&nbsp;</b></h4>
<p><span style="font-weight: 400;">Réalta Technologies recently completed a critical <a href="https://www.aveva.com/en/products/aveva-pi-system/">PI System</a> upgrade for a leading pharmaceutical manufacturer. The project involved replacing ageing hardware and unsupported operating systems, ensuring the client’s data infrastructure met modern performance, security, and compliance standards.&nbsp;</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">As a trusted partner and <a href="https://www.aveva.com">AVEVA</a> Endorsed System Integrator, Réalta Technologies delivered a seamless transition to a fully upgraded system without data loss, enabling the client to continue operations without disruption and minimal downtime.&nbsp;</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>The Challenge</b></h4>
<p><span style="font-weight: 400;">The client’s PI System servers were operating on outdated hardware and operating systems. An upgrade-in-place was not possible due to:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Incompatibility with newer OS versions and software.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Requirement for new hardware to meet performance demands.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">The need to keep existing servers intact for rollback in case of an issue.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">The critical need to avoid any data loss during the transition.</span></li>
</ul>
<p><span style="font-weight: 400;">These constraints required a carefully designed migration strategy that balanced operational continuity, data integrity, and validation requirements.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Possible Solutions</b></h4>
<p><span style="font-weight: 400;">Drawing on extensive experience in industrial data infrastructure projects, Réalta Technologies identified three potential upgrade strategies:</span></p>
<p><b>&nbsp;</b></p>
<p><b>Option 1: Adding New Servers to the PI Collective</b></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Build new servers on new hardware and OS.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Add them to the existing PI System Collective.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Promote one of the new servers to Primary Data Archive.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Remove old servers once complete.</span></li>
</ul>
<p><i><span style="font-weight: 400;">Pros:</span></i><span style="font-weight: 400;"> Minimal downtime, data available to users throughout.</span><span style="font-weight: 400;"><br></span><i><span style="font-weight: 400;">Cons:</span></i><span style="font-weight: 400;"> Requires reconfiguring and restarting all interfaces, which can be time-consuming with large systems.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><b>Option 2: Swapping Names and IP Addresses</b></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Build new servers with temporary names.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Stop the PI Data Archives.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Swap the names/IP addresses with the old servers.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Restart PI Data Archives on the new hardware.</span></li>
</ul>
<p><i><span style="font-weight: 400;">Pros:</span></i><span style="font-weight: 400;"> No interface reconfiguration required.</span><span style="font-weight: 400;"><br></span><i><span style="font-weight: 400;">Cons:</span></i><span style="font-weight: 400;"> Brief downtime while archives are offline, though buffered data is restored.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><b>Option 3: Building a Complete Parallel System</b></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Create a fully independent system (Data Archive, AF, interface servers).</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Restore a backup from the old system.</span></li>
<li style="font-weight: 400;" aria-level="1"><span style="font-weight: 400;">Run both systems in parallel until testing and validation are complete.</span></li>
</ul>
<p><i><span style="font-weight: 400;">Pros:</span></i><span style="font-weight: 400;"> Safest approach, full validation before go-live, allows migration from Batch to Event Frames database in a controlled environment.</span><span style="font-weight: 400;"><br></span><i><span style="font-weight: 400;">Cons:</span></i><span style="font-weight: 400;"> Requires more time, resources, and hardware.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Chosen Solution</b></h4>
<p><span style="font-weight: 400;">After carefully reviewing all available upgrade paths, Réalta Technologies determined that Option 2: Swapping Names and IP Addresses was the most effective and efficient solution for this specific project.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">This decision was based on our team’s in-depth understanding of both the technical requirements and the operational constraints within regulated pharmaceutical manufacturing. By applying our expertise in designing bespoke solutions, we were able to match the upgrade approach precisely to the client’s unique needs.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">Several factors influenced our decision:</span></p>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Minimising Disruption:</b><span style="font-weight: 400;"> The client’s PI System had multiple critical interfaces feeding data from across the site. Reconfiguring and restarting these, as required in other options, would have posed significant risk and extended downtime. Retaining the same names and IP addresses allowed us to transition to the new infrastructure seamlessly without altering the existing interface configuration.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Maintaining Operational Continuity:</b><span style="font-weight: 400;"> Pharmaceutical manufacturing operates under strict production and compliance demands. Swapping Names and IP Addresses enabled the upgrade to be completed within a tightly controlled maintenance window, avoiding unnecessary interruption to manufacturing activities.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Safeguarding Data Integrity:</b><span style="font-weight: 400;"> Our approach ensured that all data generated during the brief downtime was buffered and automatically restored to the upgraded system, protecting the accuracy and completeness of production records.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Bespoke Problem-Solving:</b><span style="font-weight: 400;"> Rather than applying a one-size-fits-all upgrade method, we evaluated the project holistically, balancing efficiency, safety, and compliance. Option 2 offered the best combination of speed, reliability, and risk mitigation for this particular environment.</span></li>
</ul>
<p><span style="font-weight: 400;">This tailored solution is a clear example of how Réalta Technologies leverages its deep technical expertise and industry knowledge to deliver results that are both strategically sound and operationally safe, ensuring clients can modernise their systems without compromising productivity or compliance.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<h4><b>Benefits of Updating the PI System</b></h4>
<ul>
<li style="font-weight: 400;" aria-level="1"><b>Modern Infrastructure:</b><span style="font-weight: 400;"> New hardware and OS increased system performance and stability.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Data Integrity:</b><span style="font-weight: 400;"> All historical data retained with no loss during migration.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Reduced Operational Risk:</b><span style="font-weight: 400;"> Fully tested migration plan ensured predictable results.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Regulatory Compliance:</b><span style="font-weight: 400;"> Updated system aligned with industry best practices and supported ongoing GMP compliance.</span></li>
<li style="font-weight: 400;" aria-level="1"><b>Future-Ready Platform:</b><span style="font-weight: 400;"> Prepared for integration with advanced analytics, data visualisation tools, and machine learning applications.</span></li>
</ul>
<h4><b>&nbsp;</b></h4>
<h4><b>Conclusion</b></h4>
<p><span style="font-weight: 400;">This PI System upgrade demonstrated Réalta Technologies’ expertise in designing and executing complex data infrastructure projects for regulated industries. By selecting the optimal migration strategy and executing it flawlessly, Réalta ensured the client could continue delivering high-quality pharmaceutical products with minimal disruption.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">As an AVEVA Endorsed System Integrator, Réalta Technologies provides tailored solutions that modernise industrial <a href="https://realtatechnologies.com/data-infrastructure/">data systems</a> while safeguarding compliance, security, and operational excellence.</span></p>
<p><span style="font-weight: 400;">&nbsp;</span></p>
<p><span style="font-weight: 400;">Need help with updating your systems? Get in touch with our team.</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><span style="font-weight: 400;">&nbsp;</span></p>						</div>
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		<title>Behind the Scenes: Réalta Technologies x Munster Rugby</title>
		<link>https://realtatechnologies.com/munster-rugby-sponsorship/</link>
		
		<dc:creator><![CDATA[Réalta Technologies]]></dc:creator>
		<pubDate>Mon, 19 May 2025 11:44:41 +0000</pubDate>
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					<description><![CDATA[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 for a joint photoshoot. It was a great chance to capture some of the people and moments that represent this partnership — from the players and coaching staff to members of the Réalta Technologies team.]]></description>
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			<h1 class="elementor-heading-title elementor-size-default">Behind the Scenes: Réalta Technologies x Munster Rugby</h1>		</div>
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							<p>As proud Official Data Solutions Partners to <a href="https://www.munsterrugby.ie">Munster Rugby</a>, we recently had the opportunity to spend a morning at the Munster Rugby High Performance Centre for a joint photoshoot. It was a great chance to capture some of the people and moments that represent this partnership — from the players and coaching staff to members of the Réalta Technologies team. </p><p>Our work with Munster is built on shared values of performance, precision and continuous improvement, and we’re delighted to continue supporting the team both on and off the field.</p><p>You can view some of the shots from the day below.</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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				Software Development at Réalta Technologies:  Building Scalable, Secure and User-Focused Digital Solutions			</a>
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			<p>Réalta Technologies introduces its Software Development service, delivering end-to-end digital solutions designed for regulated and complex environments. From concept to deployment, Réalta builds scalable, secure		</div>
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			Réalta Technologies		</span>
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			February 4, 2026		</span>
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				The Future of Data Analytics and Industry Trends for 2026 and Beyond			</a>
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			Réalta Technologies		</span>
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			December 18, 2025		</span>
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			<h1 class="elementor-heading-title elementor-size-default">Behind the Scenes: Réalta Technologies x Munster Rugby</h1>		</div>
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										Réalta Technologies					</span>
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										May 19, 2025					</span>
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							<p>As proud Official Data Solutions Partners to <a href="https://www.munsterrugby.ie">Munster Rugby</a>, we recently had the opportunity to spend a morning at the Munster Rugby High Performance Centre for a joint photoshoot. It was a great chance to capture some of the people and moments that represent this partnership — from the players and coaching staff to members of the Réalta Technologies team. </p><p>Our work with Munster is built on shared values of performance, precision and continuous improvement, and we’re delighted to continue supporting the team both on and off the field.</p><p>You can view some of the shots from the day below.</p>						</div>
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			Réalta Technologies		</span>
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		<title>Understanding the Role of Different Data Historians in the Life Sciences Industry</title>
		<link>https://realtatechnologies.com/data-historians-life-sciences/</link>
		
		<dc:creator><![CDATA[Réalta Technologies]]></dc:creator>
		<pubDate>Tue, 29 Apr 2025 13:44:02 +0000</pubDate>
				<category><![CDATA[Blog]]></category>
		<category><![CDATA[21 CFR Part 11 historian]]></category>
		<category><![CDATA[AVEVA PI System]]></category>
		<category><![CDATA[Canary historian]]></category>
		<category><![CDATA[data analytics]]></category>
		<category><![CDATA[Data historian]]></category>
		<category><![CDATA[Data integrity]]></category>
		<category><![CDATA[Data Science]]></category>
		<category><![CDATA[DeltaV historian]]></category>
		<category><![CDATA[GE Proficy]]></category>
		<category><![CDATA[GxP manufacturing data]]></category>
		<category><![CDATA[Historian software]]></category>
		<category><![CDATA[Ignition SCADA]]></category>
		<category><![CDATA[Industrial data systems]]></category>
		<category><![CDATA[Life sciences manufacturing]]></category>
		<category><![CDATA[OSIsoft PI]]></category>
		<category><![CDATA[Pharma Data Compliance]]></category>
		<category><![CDATA[Pharmaceutical automation]]></category>
		<category><![CDATA[Realta Technologies]]></category>
		<category><![CDATA[Time-series data life sciences]]></category>
		<guid isPermaLink="false">https://realtatechnologies.com/?p=7886</guid>

					<description><![CDATA[Data historians are essential to life sciences manufacturing, supporting regulatory compliance, process optimisation, and data integrity. In this article, we break down the most commonly used historian platforms — including AVEVA PI, Ignition, DeltaV, Canary, and GE Proficy — and explain how they’re used to manage and analyse critical time-series data in regulated environments.]]></description>
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			<h1 class="elementor-heading-title elementor-size-default">Understanding the Role of Different Data Historians in the Life Sciences Industry</h1>		</div>
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							<h4><b>Introduction</b></h4><p><span style="font-weight: 400;">In the life sciences sector, data is a core asset. Whether it&#8217;s used for ensuring regulatory compliance, improving production efficiency, or supporting innovation, the ability to capture, store, and interpret operational data is fundamental. Data historians are central to this process. These specialised software systems are designed to collect, store and manage high-frequency, time-stamped data from manufacturing equipment, automation platforms, and control systems.</span></p><p><span style="font-weight: 400;"> </span></p><p><span style="font-weight: 400;">Unlike traditional databases, data historians are built specifically for handling time-series data, making them well-suited to the demands of regulated industries like pharmaceuticals, biotechnology, and medical device manufacturing. This article explores several of the most widely used data historian platforms in the life sciences industry, including AVEVA PI, Ignition, DeltaV, Canary, and GE Proficy, and how each supports robust data analytics and operational excellence.</span></p>						</div>
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							<h4><b>AVEVA PI System </b></h4><p>The <a href="https://www.aveva.com/en/products/aveva-pi-system/">AVEVA PI System</a> is one of the most established and widely adopted data historians across the life sciences industry. Known for its performance, scalability, and compliance-ready design, it is a preferred solution for global pharmaceutical and biotech companies. The PI System is capable of capturing real-time data from a wide range of equipment and systems, including SCADA, PLCs, and DCS networks. It stores this data in a structured and easily retrievable format, enabling everything from process monitoring to historical batch analysis. The PI System can also retrieve batch information from Batch Execution Systems and store it in its Event Frames database.</p><p>One of its major strengths lies in its ability to contextualise data through PI Asset Framework (AF), and present it using powerful visualisation tools such as PI Vision. These features support faster root cause analysis, better deviation management, and improved process visibility. Another key strength of AVEVA PI System is its openness. Data can be retrieved from a PI System using multiple third party applications SQL queries, OPC protocol or custom code etc&#8230;</p><p>For life sciences manufacturers operating under stringent regulatory requirements, PI provides native support for 21 CFR Part 11 and EU Annex 11, including electronic signatures, audit trails, and secure user access. Its reliability and accuracy make it a valuable asset for maintaining data integrity and ensuring audit readiness.</p><p>Réalta Technologies is proud to be an <b><i>Endorsed System Integrator </i></b>for AVEVA. This recognition represents the highest level of AVEVA partnership and is a direct reflection of Réalta’s technical expertise, proven delivery track record, and commitment to service excellence. As an Endorsed System Integrator, Réalta Technologies delivers customised PI solutions that help life sciences companies extract maximum value from their data infrastructure, ensuring that they meet compliance needs while unlocking opportunities for innovation.</p><h4><b> </b></h4><h4><b>Ignition </b></h4><p><a href="https://inductiveautomation.com/scada-software/">Ignition</a> is a modern industrial application platform that includes a capable and flexible data historian module. It is valued for its open architecture, modular design, and cost-effective licensing model, which allows organisations to scale deployments without incurring exponential costs.</p><p>Ignition collects real-time data from PLCs, sensors, and devices via standard industrial protocols, storing it in an SQL-based historian for easy access and integration. It offers comprehensive scripting capabilities, API access, and dashboard development tools, making it ideal for companies looking to build custom interfaces or analytics applications.</p><p>In the context of life sciences, Ignition is increasingly being used to manage data in single-site operations or specialised production lines. It supports integration with MES platforms and other enterprise systems, enabling a more holistic view of operations. When deployed correctly, it can meet compliance needs through secure data handling, access control, and reliable data retention policies. For companies focused on agility and innovation, Ignition offers a versatile and powerful alternative to traditional historians.</p><h4><b> </b></h4><h4><b>DeltaV Continuous Historian</b></h4><p>The <a href="https://www.control-associates.com/products/control-and-safety-systems/deltav-distributed-control-systems/historians/deltav-continuous-historian/">DeltaV Continuous Historian</a> is an integral component of <a href="https://www.emerson.com/global">Emerson</a>&#8216;s DeltaV Distributed Control System, which is widely deployed in GMP-regulated environments. The historian is designed to store time-series data from process operations, making it highly suitable for both batch and continuous manufacturing in the life sciences sector.</p><p>Its tight integration with DeltaV control hardware and software ensures a seamless experience from data capture to analysis. It simplifies system validation and provides an audit-ready platform that helps meet 21 CFR Part 11 requirements. The historian can be configured to support electronic records and signatures, secure data storage, and change control protocols, all of which are critical in regulatory audits.</p><p>DeltaV Historian is commonly used in facilities where Emerson technologies form the core of the automation architecture. Its ability to deliver reliable, structured, and compliant data storage helps life sciences companies monitor production in real time, identify issues early, and continuously optimise performance.</p><h4><b> </b></h4><h4><b>Canary Historian</b></h4><p>The <a href="https://canarylabs.com/product/historian.html">Canary Historian</a> is a lightweight, high-performance platform designed to handle fast, efficient data logging and visualisation. It is well-suited to life sciences organisations looking for a cost-effective, easy-to-deploy solution that still meets critical performance and compliance criteria.</p><p>Canary&#8217;s design prioritises data compression and high-speed throughput without compromising data integrity. It includes native trending tools and dashboard options, reducing the need for third-party analytics platforms. This makes it especially appealing for small to mid-sized facilities or teams seeking rapid time-to-value.</p><p>While not as widely adopted in enterprise life sciences environments as AVEVA PI or DeltaV, Canary is gaining traction due to its simplicity, speed, and ease of use. It can be configured to meet the needs of regulated environments with appropriate data security and retention configurations. Its integration capabilities also allow it to function alongside larger enterprise systems as a complementary or pilot solution.</p><h4><b> </b></h4><h4><b>GE Proficy Historian</b></h4><p><a href="https://www.gevernova.com/software/products/proficy/historian">GE Proficy Historian</a> is a well-established industrial data platform used across various manufacturing sectors, including life sciences. It is designed for rapid deployment, secure data storage, and high-speed querying. Proficy Historian can be implemented as a standalone historian or as part of GE Digital&#8217;s wider Proficy suite, which includes analytics and MES functionality.</p><p>The platform supports data collection from multiple sources, including OPC, Modbus, and proprietary protocols. It is capable of handling both structured and unstructured data, making it suitable for capturing complex production data in a regulated environment. When configured appropriately, it can support compliance with regulatory standards for electronic records, access control, and data traceability.</p><p>In life sciences, GE Proficy is often deployed in facilities that require flexibility and fast implementation. Its user-friendly interface and strong security posture make it a good option for operations looking to improve data visibility without taking on the complexity of larger systems.</p><h4><b> </b></h4><h4><b>Choosing the Right Data Historian for Life Sciences</b></h4><p>Choosing the right data historian is a strategic decision that depends on multiple factors, each shaped by the specific needs of the facility and the wider regulatory landscape. </p><h5><b><i>Regulatory Compliance</i></b></h5><p>One of the most important considerations is regulatory compliance. Life sciences companies must meet stringent data integrity and traceability requirements, so it&#8217;s crucial to select a historian that natively supports 21 CFR Part 11 and Annex 11, including features like electronic signatures, audit trails, and secure access control.</p><h5><b><i>Scalability &amp; Integration</i></b></h5><p>Scalability and integration are also key. Some facilities require an enterprise-wide solution capable of collecting and contextualising data across multiple production sites, while others may only need a site-specific platform that integrates seamlessly with existing SCADA, MES, and ERP systems. The historian should also be able to support long-term growth, allowing for additional users, higher data volumes, and future integration with analytics or cloud platforms.</p><h5><b><i>Ease of Use</i></b></h5><p>Another important factor is ease of deployment and validation. In GMP environments, the ability to validate systems quickly and efficiently can reduce risk and shorten timelines. Some platforms, like DeltaV Historian, are tightly integrated into control systems, which can simplify the validation process.</p><h5><b><i>Costs</i></b></h5><p>Cost and licensing flexibility are often overlooked but can have a major impact on long-term return on investment. Platforms like Ignition are known for their modular, unlimited licensing models, while others follow more traditional licensing structures. Each model comes with its own trade-offs in terms of scalability, support, and total cost of ownership.</p><h5><b><i>Capabilities &amp; Strategy</i></b></h5><p>Finally, companies must consider their internal capabilities and long-term digital strategy. Some organisations prefer out-of-the-box solutions with minimal configuration, while others benefit from platforms that allow for greater customisation through scripting, APIs, or third-party integrations.</p><p>At Réalta Technologies, we work closely with life sciences clients to evaluate all these factors and select the best-fit historian for their needs. Our platform-agnostic approach and hands-on experience with systems like AVEVA PI, Ignition, DeltaV, Canary, and Proficy ensure that we can recommend solutions that align with both operational goals and regulatory obligations.</p><h4><b>Conclusion</b></h4><p>Data historians are foundational to modern life sciences manufacturing. From supporting real-time visibility to enabling detailed batch analysis, they underpin many of the industry&#8217;s critical functions. As regulatory expectations and digital transformation initiatives continue to evolve, having the right historian in place — and making full use of its capabilities — is essential.</p><p>Réalta Technologies partners with clients to design, deploy and optimise data historian solutions that deliver real value. Whether you are exploring new systems or looking to get more out of your current setup, we’re here to help you turn data into decisions.</p><p>Learn more about our solutions here: <a href="https://realtatechnologies.com/services/">https://realtatechnologies.com/services/</a></p><p>Or contact us to discuss your challenges, and let us tailor a solution for you. </p><p><b>Phone:</b> +353 21 243 9113</p><p><b>Email:</b> <a href="mailto:sales@realtatechnologies.com">sales@Realtatechnologies.com</a></p>						</div>
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			<h1 class="elementor-heading-title elementor-size-default">Understanding the Role of Different Data Historians in the Life Sciences Industry</h1>		</div>
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							<h4><b>Introduction</b></h4><p><span style="font-weight: 400;">In the life sciences sector, data is a core asset. Whether it&#8217;s used for ensuring regulatory compliance, improving production efficiency, or supporting innovation, the ability to capture, store, and interpret operational data is fundamental. Data historians are central to this process. These specialised software systems are designed to collect, store and manage high-frequency, time-stamped data from manufacturing equipment, automation platforms, and control systems.</span></p><p><span style="font-weight: 400;"> </span></p><p><span style="font-weight: 400;">Unlike traditional databases, data historians are built specifically for handling time-series data, making them well-suited to the demands of regulated industries like pharmaceuticals, biotechnology, and medical device manufacturing. This article explores several of the most widely used data historian platforms in the life sciences industry, including AVEVA PI, Ignition, DeltaV, Canary, and GE Proficy, and how each supports robust data analytics and operational excellence.</span></p>						</div>
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							<h4><b>AVEVA PI System </b></h4><p>The <a href="https://www.aveva.com/en/products/aveva-pi-system/">AVEVA PI System</a> is one of the most established and widely adopted data historians across the life sciences industry. Known for its performance, scalability, and compliance-ready design, it is a preferred solution for global pharmaceutical and biotech companies. The PI System is capable of capturing real-time data from a wide range of equipment and systems, including SCADA, PLCs, and DCS networks. It stores this data in a structured and easily retrievable format, enabling everything from process monitoring to historical batch analysis. The PI System can also retrieve batch information from Batch Execution Systems and store it in its Event Frames database.</p><p>One of its major strengths lies in its ability to contextualise data through PI Asset Framework (AF), and present it using powerful visualisation tools such as PI Vision. These features support faster root cause analysis, better deviation management, and improved process visibility. Another key strength of AVEVA PI System is its openness. Data can be retrieved from a PI System using multiple third party applications SQL queries, OPC protocol or custom code etc&#8230;</p><p>For life sciences manufacturers operating under stringent regulatory requirements, PI provides native support for 21 CFR Part 11 and EU Annex 11, including electronic signatures, audit trails, and secure user access. Its reliability and accuracy make it a valuable asset for maintaining data integrity and ensuring audit readiness.</p><p>Réalta Technologies is proud to be an <b><i>Endorsed System Integrator </i></b>for AVEVA. This recognition represents the highest level of AVEVA partnership and is a direct reflection of Réalta’s technical expertise, proven delivery track record, and commitment to service excellence. As an Endorsed System Integrator, Réalta Technologies delivers customised PI solutions that help life sciences companies extract maximum value from their data infrastructure, ensuring that they meet compliance needs while unlocking opportunities for innovation.</p><h4><b> </b></h4><h4><b>Ignition </b></h4><p><a href="https://inductiveautomation.com/scada-software/">Ignition</a> is a modern industrial application platform that includes a capable and flexible data historian module. It is valued for its open architecture, modular design, and cost-effective licensing model, which allows organisations to scale deployments without incurring exponential costs.</p><p>Ignition collects real-time data from PLCs, sensors, and devices via standard industrial protocols, storing it in an SQL-based historian for easy access and integration. It offers comprehensive scripting capabilities, API access, and dashboard development tools, making it ideal for companies looking to build custom interfaces or analytics applications.</p><p>In the context of life sciences, Ignition is increasingly being used to manage data in single-site operations or specialised production lines. It supports integration with MES platforms and other enterprise systems, enabling a more holistic view of operations. When deployed correctly, it can meet compliance needs through secure data handling, access control, and reliable data retention policies. For companies focused on agility and innovation, Ignition offers a versatile and powerful alternative to traditional historians.</p><h4><b> </b></h4><h4><b>DeltaV Continuous Historian</b></h4><p>The <a href="https://www.control-associates.com/products/control-and-safety-systems/deltav-distributed-control-systems/historians/deltav-continuous-historian/">DeltaV Continuous Historian</a> is an integral component of <a href="https://www.emerson.com/global">Emerson</a>&#8216;s DeltaV Distributed Control System, which is widely deployed in GMP-regulated environments. The historian is designed to store time-series data from process operations, making it highly suitable for both batch and continuous manufacturing in the life sciences sector.</p><p>Its tight integration with DeltaV control hardware and software ensures a seamless experience from data capture to analysis. It simplifies system validation and provides an audit-ready platform that helps meet 21 CFR Part 11 requirements. The historian can be configured to support electronic records and signatures, secure data storage, and change control protocols, all of which are critical in regulatory audits.</p><p>DeltaV Historian is commonly used in facilities where Emerson technologies form the core of the automation architecture. Its ability to deliver reliable, structured, and compliant data storage helps life sciences companies monitor production in real time, identify issues early, and continuously optimise performance.</p><h4><b> </b></h4><h4><b>Canary Historian</b></h4><p>The <a href="https://canarylabs.com/product/historian.html">Canary Historian</a> is a lightweight, high-performance platform designed to handle fast, efficient data logging and visualisation. It is well-suited to life sciences organisations looking for a cost-effective, easy-to-deploy solution that still meets critical performance and compliance criteria.</p><p>Canary&#8217;s design prioritises data compression and high-speed throughput without compromising data integrity. It includes native trending tools and dashboard options, reducing the need for third-party analytics platforms. This makes it especially appealing for small to mid-sized facilities or teams seeking rapid time-to-value.</p><p>While not as widely adopted in enterprise life sciences environments as AVEVA PI or DeltaV, Canary is gaining traction due to its simplicity, speed, and ease of use. It can be configured to meet the needs of regulated environments with appropriate data security and retention configurations. Its integration capabilities also allow it to function alongside larger enterprise systems as a complementary or pilot solution.</p><h4><b> </b></h4><h4><b>GE Proficy Historian</b></h4><p><a href="https://www.gevernova.com/software/products/proficy/historian">GE Proficy Historian</a> is a well-established industrial data platform used across various manufacturing sectors, including life sciences. It is designed for rapid deployment, secure data storage, and high-speed querying. Proficy Historian can be implemented as a standalone historian or as part of GE Digital&#8217;s wider Proficy suite, which includes analytics and MES functionality.</p><p>The platform supports data collection from multiple sources, including OPC, Modbus, and proprietary protocols. It is capable of handling both structured and unstructured data, making it suitable for capturing complex production data in a regulated environment. When configured appropriately, it can support compliance with regulatory standards for electronic records, access control, and data traceability.</p><p>In life sciences, GE Proficy is often deployed in facilities that require flexibility and fast implementation. Its user-friendly interface and strong security posture make it a good option for operations looking to improve data visibility without taking on the complexity of larger systems.</p><h4><b> </b></h4><h4><b>Choosing the Right Data Historian for Life Sciences</b></h4><p>Choosing the right data historian is a strategic decision that depends on multiple factors, each shaped by the specific needs of the facility and the wider regulatory landscape. </p><h5><b><i>Regulatory Compliance</i></b></h5><p>One of the most important considerations is regulatory compliance. Life sciences companies must meet stringent data integrity and traceability requirements, so it&#8217;s crucial to select a historian that natively supports 21 CFR Part 11 and Annex 11, including features like electronic signatures, audit trails, and secure access control.</p><h5><b><i>Scalability &amp; Integration</i></b></h5><p>Scalability and integration are also key. Some facilities require an enterprise-wide solution capable of collecting and contextualising data across multiple production sites, while others may only need a site-specific platform that integrates seamlessly with existing SCADA, MES, and ERP systems. The historian should also be able to support long-term growth, allowing for additional users, higher data volumes, and future integration with analytics or cloud platforms.</p><h5><b><i>Ease of Use</i></b></h5><p>Another important factor is ease of deployment and validation. In GMP environments, the ability to validate systems quickly and efficiently can reduce risk and shorten timelines. Some platforms, like DeltaV Historian, are tightly integrated into control systems, which can simplify the validation process.</p><h5><b><i>Costs</i></b></h5><p>Cost and licensing flexibility are often overlooked but can have a major impact on long-term return on investment. Platforms like Ignition are known for their modular, unlimited licensing models, while others follow more traditional licensing structures. Each model comes with its own trade-offs in terms of scalability, support, and total cost of ownership.</p><h5><b><i>Capabilities &amp; Strategy</i></b></h5><p>Finally, companies must consider their internal capabilities and long-term digital strategy. Some organisations prefer out-of-the-box solutions with minimal configuration, while others benefit from platforms that allow for greater customisation through scripting, APIs, or third-party integrations.</p><p>At Réalta Technologies, we work closely with life sciences clients to evaluate all these factors and select the best-fit historian for their needs. Our platform-agnostic approach and hands-on experience with systems like AVEVA PI, Ignition, DeltaV, Canary, and Proficy ensure that we can recommend solutions that align with both operational goals and regulatory obligations.</p><h4><b>Conclusion</b></h4><p>Data historians are foundational to modern life sciences manufacturing. From supporting real-time visibility to enabling detailed batch analysis, they underpin many of the industry&#8217;s critical functions. As regulatory expectations and digital transformation initiatives continue to evolve, having the right historian in place — and making full use of its capabilities — is essential.</p><p>Réalta Technologies partners with clients to design, deploy and optimise data historian solutions that deliver real value. Whether you are exploring new systems or looking to get more out of your current setup, we’re here to help you turn data into decisions.</p><p>Learn more about our solutions here: <a href="https://realtatechnologies.com/services/">https://realtatechnologies.com/services/</a></p><p>Or contact us to discuss your challenges, and let us tailor a solution for you. </p><p><b>Phone:</b> +353 21 243 9113</p><p><b>Email:</b> <a href="mailto:sales@realtatechnologies.com">sales@Realtatechnologies.com</a></p>						</div>
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