{"id":49754,"date":"2025-10-13T07:00:00","date_gmt":"2025-10-13T05:00:00","guid":{"rendered":"https:\/\/www.cybus.io\/?p=49754"},"modified":"2025-12-17T10:47:30","modified_gmt":"2025-12-17T09:47:30","slug":"building-the-best-factory-data-hub","status":"publish","type":"post","link":"https:\/\/www.cybus.io\/en\/building-the-best-factory-data-hub\/","title":{"rendered":"Building the Best Factory Data Hub"},"content":{"rendered":"\n<div class=\"wp-block-nb-onecol ce ce-onecol narrow-2\"><div class=\"container\"><div class=\"row\"><div class=\"col\">\n<h2 class=\"wp-block-heading\" id=\"h-an-architectural-evolution-for-mission-critical-manufacturing\"><strong>An Architectural Evolution for Mission-Critical Manufacturing<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">With Cybus Connectware 2.0, we take a decisive step toward realizing our vision: turning manufacturing into a sustainable, agile business that truly delivers on the promise of Industry 4.0. This new generation builds on more than a decade of real-world experience in mission-critical factories and our team&#8217;s extensive expertise in distributed systems. Developed in close collaboration with customers, partners and internal stakeholders, it marks the next stage in the evolution from a powerful Factory Data Hub to an architecture designed to meet future demands more quickly and predictably.<\/p>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-nb-onecol ce ce-onecol vertically-centered\"><div class=\"container\"><div class=\"row\"><div class=\"col\">\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-default\"\/>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-8f761849 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-vertically-aligned-top is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:10%\"><div class=\"wp-block-image\">\n<figure class=\"alignleft size-full is-resized\"><img loading=\"lazy\" decoding=\"async\" width=\"300\" height=\"300\" src=\"https:\/\/www.cybus.io\/wp-content\/uploads\/2025\/10\/Pablo.png\" alt=\"\" class=\"wp-image-49755\" style=\"width:83px;height:auto\" srcset=\"https:\/\/www.cybus.io\/wp-content\/uploads\/2025\/10\/Pablo.png 300w, https:\/\/www.cybus.io\/wp-content\/uploads\/2025\/10\/Pablo-150x150.png 150w\" sizes=\"auto, (max-width: 300px) 100vw, 300px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:90%\">\n<p class=\"is-style-sub-headline wp-block-paragraph\">Expert article by <\/p>\n\n\n\n<p class=\"is-style-default wp-block-paragraph\">Pablo Vicente<br><em>Lead Software Architect, Cybus<\/em><\/p>\n<\/div>\n<\/div>\n\n\n\n<hr class=\"wp-block-separator has-alpha-channel-opacity is-style-default\"\/>\n<\/div><\/div><\/div><\/div>\n\n\n\n<div class=\"wp-block-nb-onecol ce ce-onecol pb-medium narrow-2\"><div class=\"container\"><div class=\"row\"><div class=\"col\">\n<h3 class=\"wp-block-heading\" id=\"h-the-uncompromising-demands-of-modern-manufacturing\"><strong><strong>The Uncompromising Demands of Modern Manufacturing<\/strong><\/strong><\/h3>\n\n\n\n<p class=\"is-style-hero-title wp-block-paragraph\">In modern factories, downtime isn\u2019t an option. Cybus Connectware runs 24\/7, often for months without human intervention. That reality demands an architecture that is not only robust but autonomous \u2013 capable of recovering seamlessly from infrastructure changes or disruptions.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">It must scale predictably, no matter the size of the factory. It must earn absolute trust from both OT and IT \u2013 as the single reliable source of truth for production data.<\/p>\n\n\n\n<p class=\"is-style-hero-title wp-block-paragraph\">These expectations shaped the core architectural principles behind Connectware 2.0:<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-arrow-list\">\n<li><strong>DevOps Fidelity<\/strong>: The declared configuration state must always match the running operation state. What is defined is what runs \u2013 without exception.<\/li>\n\n\n\n<li><strong>Adaptability and Future-Proofing:<\/strong> The system must handle complex, heterogeneous factory topologies today and evolve to support cross-factory architectures tomorrow.<\/li>\n<\/ul>\n\n\n\n<p class=\"wp-block-paragraph\">As a distributed system, it must also handle unexpected situations quickly to minimize production interruptions while enabling faster feature delivery to meet customer and market demands.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-new-architectural-blueprint\"><strong><strong>New Architectural Blueprint<\/strong><\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">At the heart of Connectware 2.0 lies a fundamental shift: replacing the central control plane with a fully decoupled, event-driven architecture. This redesign makes the system easier to extend, inspect, scale and maintain, aligning with proven industry best practices.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Decoupled Microservices<\/strong><strong><br><\/strong>The core logic is now divided into fully decoupled microservices. This strict separation ensures fault isolation, accelerates feature delivery and enhances observability for faster troubleshooting.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Persistent State in PostgreSQL<br><\/strong>All service and resource data are stored in PostgreSQL, creating a solid, reliable foundation for system state and paving the way for advanced future functionalities.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>NATS JetStream as a Resilient Backbone<br><\/strong>The event-driven backbone is powered by NATS JetStream. It delivers high availability, high throughput and replay capabilities that simplify design, recovery and scalability.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-designed-for-inherent-resilience-and-observability\"><strong><strong>Designed for Inherent Resilience and Observability<\/strong><\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Trust is built on transparency and reliability. Therefore, resilience and observability were integrated as core principles into the architecture. Every operation is idempotent and automatically retried upon failure, while advanced mechanisms control peak load scenarios.<br><br>The system self-heals from infrastructure issues and services can replay missed events to ensure consistency. Every state change is fully traceable through three independent sources: logs, the PostgreSQL database and the JetStream event log. Critical operations carry unique IDs that can be traced across microservice boundaries, giving operators the transparency needed to resolve issues within minutes.<br><br>New components are developed as independent packages, simplifying upgrades, minimizing downtime and keeping the system future-proof and easily adaptable.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\" id=\"h-new-potential-in-practice\"><strong><strong>New Potential in Practice<\/strong><\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The new architecture unleashes concrete, measurable potential. It delivers improvements across all operational dimensions. Concurrent service installation drastically reduces rollout times \u2013 deploying <strong>20,000 Cybus Resources<\/strong> takes just <strong>1.5 seconds<\/strong>, with all services becoming fully available in around <strong>10 seconds<\/strong>.<br><br>Recovery from infrastructure operations like upgrades or agent restarts is also extremely reliable. In tests, setups with <strong>500,000 Cybus Resources distributed across 35 instances<\/strong> returned to full operation within minutes after a complete Kubernetes outage.<br><br>This evolution also accelerates troubleshooting, reducing fault detection time from <strong>days to minutes<\/strong> and resolution time from <strong>weeks to hours<\/strong>, aided by advanced internal tools that identify inconsistencies in seconds. Furthermore, thanks to its modular design, individual components can be updated with minimal downtime, ensuring continuous operation.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Validation in the Field: The Proof from Rigorous Testing<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Through a systematic validation process, the new architecture was put to the test under the most demanding conditions and has proven its capabilities:<\/p>\n\n\n\n<ul class=\"wp-block-list is-style-check-list\">\n<li><strong>3 million<\/strong> <strong>Cybus Resources<\/strong> deployed and recovered, even during full system restarts and random pod terminations.<\/li>\n\n\n\n<li>Sustained throughput of <strong>1 billion messages per hour, <\/strong>hour after hour<strong>,<\/strong> without instability.<\/li>\n\n\n\n<li><strong>20,000<\/strong> <strong>resources <\/strong>deployed and fully operational in under a minute.<\/li>\n\n\n\n<li><strong>500,000 resources across 35 distributed instances<\/strong> restored within minutes after a complete Kubernetes outage.<\/li>\n\n\n\n<li>Advanced stability proven through extensive chaos engineering and systematic testing.<\/li>\n<\/ul>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>A Collective Achievement<\/strong><\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">The transformation to Cybus Connectware 2.0 was a collective effort across many teams to refactor large parts of the codebase, apply proven distributed-systems patterns and validate the design through extensive testing.<br><br>The evolution was driven by close collaboration with our customers, partners and internal stakeholders whose feedback and priorities shaped every decision. This release is both a technical milestone and testament to what can be achieved when teamwork, shared expertise and dedication come together.<\/p>\n<\/div><\/div><\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>A closer look at the architecture that makes Cybus Connectware 2.0 faster, more resilient and ready for the next decade of manufacturing.<\/p>\n","protected":false},"author":22,"featured_media":49829,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_crdt_document":"","footnotes":""},"categories":[154,217],"tags":[],"class_list":["post-49754","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-news-en","category-product-en"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.4 (Yoast SEO v27.4) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Building the Best Factory Data Hub Cybus 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