{"id":33342,"date":"2025-05-08T13:11:51","date_gmt":"2025-05-08T12:11:51","guid":{"rendered":"https:\/\/ductus.global\/?p=33342"},"modified":"2025-05-08T15:16:19","modified_gmt":"2025-05-08T14:16:19","slug":"why-every-automated-network-needs-a-source-of-truth","status":"publish","type":"post","link":"https:\/\/ductus.global\/sv\/why-every-automated-network-needs-a-source-of-truth\/","title":{"rendered":"Why Every Automated Network Needs a Source of Truth"},"content":{"rendered":"\n<div class=\"wp-block-cover alignfull\" style=\"min-height:300px;aspect-ratio:unset;\"><span aria-hidden=\"true\" class=\"wp-block-cover__background has-d-plum-dark-background-color has-background-dim-70 has-background-dim\"><\/span><img decoding=\"async\" width=\"1400\" height=\"768\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-preview.jpg\" class=\"wp-block-cover__image-background wp-post-image\" alt=\"\" data-object-fit=\"cover\" data-object-position=\"50% 46%\" style=\"object-position:50% 46%;\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-preview.jpg 1400w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-preview-300x165.jpg 300w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-preview-1024x562.jpg 1024w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-preview-768x421.jpg 768w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-preview-91x50.jpg 91w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-preview-804x441.jpg 804w\" sizes=\"(max-width: 1400px) 100vw, 1400px\" \/><div class=\"wp-block-cover__inner-container is-layout-constrained wp-block-cover-is-layout-constrained\">\n<p class=\"has-text-align-center has-ductus-white-color has-text-color has-link-color wp-elements-852aa93410dfa14fcdebe303b2e41f19\">INSIGHT<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-text-align-center has-ductus-white-color has-text-color has-link-color wp-elements-c8d8c4d69771bf9d8872b6d108f2331e\" id=\"h-why-every-automated-network-needs-a-source-of-truth\" style=\"font-size:42px;font-style:normal;font-weight:600\"><strong>Why Every Automated Network Needs a Source of Truth<\/strong><\/h1>\n<\/div><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<p class=\"has-preamble-font-size\">In modern network automation, reliable data is everything. As networks grow more complex, a <strong>Network Source of Truth (NSoT)<\/strong> becomes essential. It acts as a central, authoritative source of network data\u2014driving consistency, efficiency, and scalability across automation workflows. This insight explores the concept of an NSoT, its critical role in enabling effective automation, and why organizations must prioritize its implementation to support operational agility and security.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-8a51b44085b6c4731787ad9b4b0f2ada\" id=\"h-what-is-a-network-source-of-truth\">What Is a Network Source of Truth?<\/h2>\n\n\n\n<p>An NSoT is more than just a data repository\u2014it is the authoritative reference for your entire network environment. It consolidates all critical network information in one place, providing a consistent and unified view that can be trusted by both humans and automation systems.<\/p>\n\n\n\n<p>Specifically, an NSoT maintains accurate data across<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li>Physical Network Inventory (PNI)<\/li>\n\n\n\n<li>Logical Network Inventory (LNI)<\/li>\n<\/ol>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-smaller\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" width=\"400\" height=\"400\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-single.png\" alt=\"\" class=\"wp-image-33345\" style=\"width:200px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-single.png 400w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-single-300x300.png 300w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-single-150x150.png 150w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-single-50x50.png 50w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/><figcaption class=\"wp-element-caption\">A Network Source of Truth (NSoT) integrates Physical and Logical Network Inventory into a single, centralized system\u2014enabling accurate, consistent data across the entire automation ecosystem.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<p>This centralized foundation allows every automation tool and operational process to work from the same up-to-date source, significantly improving efficiency, consistency, and reliability.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-68b3fcef5d1a5fb9019cb18857422bf8\" id=\"h-why-network-source-of-truth-matters-in-automation\">Why Network Source of Truth Matters in Automation<\/h2>\n\n\n\n<p>To understand the practical value of an NSoT, consider how it underpins nearly every facet of network automation. From provisioning and scaling to troubleshooting and change management, an NSoT enables teams to execute with clarity and confidence.<\/p>\n\n\n\n<p>These are some of the most impactful ways it supports automation:<\/p>\n\n\n\n<p><strong>Data Consistency Across Systems<\/strong> &#8211; Automation tools often rely on fragmented data. An NSoT eliminates mismatches by acting as a single point of reference.<\/p>\n\n\n\n<p><strong>Streamlined Workflows<\/strong> &#8211; Provisioning, configuration changes, and incident resolution all benefit from up-to-date, trusted data.<\/p>\n\n\n\n<p><strong>Better Troubleshooting &amp; Change Management <br><\/strong>A unified network view helps engineers spot and resolve discrepancies faster.<\/p>\n\n\n\n<p><strong>Scalable Operations <br><\/strong>As the network grows, NSoT scales with it\u2014supporting increasingly complex automation scenarios.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-da714bb6468f72ebc613a738a7129e2d\" id=\"h-federated-inventory-central-oversight-with-local-control\">Federated Inventory: Central Oversight with Local Control<\/h2>\n\n\n\n<p>Most large-scale networks are managed by multiple domain-specific tools and teams. In this reality, having a single system directly manage every domain isn\u2019t always practical.<\/p>\n\n\n\n<p>That\u2019s where NSoT\u2019s <strong>federation capabilities<\/strong> come into play. Instead of replacing your existing domain managers, NSoT <strong>synchronizes<\/strong> with them\u2014maintaining an up-to-date, unified inventory across the entire network.<\/p>\n\n\n\n<p>This approach provides important benefits:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Keeps NSoT continuously updated through synchronization with domain managers<\/li>\n\n\n\n<li>Allows domain-specific tools to handle detailed operational management<\/li>\n<\/ul>\n\n\n\n<p>This hybrid approach maintains a central view while preserving flexibility. The NSoT becomes the backbone of your network inventory\u2014without disrupting what already works.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-ced8a2327f695ad7041a6bdfb80904d1\" id=\"h-key-benefits-of-a-network-source-of-truth\">Key Benefits of a Network Source of Truth<\/h2>\n\n\n\n<p>An NSoT delivers tangible advantages across operational, security, and compliance domains. Here&#8217;s a balanced breakdown of the core benefits:<\/p>\n\n\n\n<p><strong>Enhanced Accuracy<\/strong> &#8211; Reduces configuration errors and minimizes downtime by ensuring automation runs on validated, up-to-date data.<\/p>\n\n\n\n<p><strong>Faster Deployments<\/strong> &#8211; Speeds up provisioning of new devices and services using reliable data exposed through automation-friendly APIs.<\/p>\n\n\n\n<p><strong>Improved Security<\/strong> &#8211; Enables consistent enforcement of security policies by offering a unified, current view of the network.<\/p>\n\n\n\n<p><strong>Regulatory Compliance<\/strong> &#8211; Simplifies audits and ensures traceability by maintaining a centralized record of configurations and changes.<\/p>\n\n\n\n<p><strong>Greater Business Adaptability<\/strong> &#8211; Empowers teams to implement changes faster and more confidently, helping the organization respond to shifting demands.<\/p>\n\n\n\n<p>Each of these benefits contributes to a network environment that is more resilient, efficient, and strategically aligned.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-54a977dca041c15a05492eeb652a90e7\" id=\"h-building-amp-maintaining-a-network-source-of-truth\">Building &amp; Maintaining a Network Source of Truth<\/h2>\n\n\n\n<p>Before building your NSoT, take time to define your network automation architecture. Refer to existing reference architectures or consult with a <a href=\"https:\/\/ductus.global\/advisory\/\">systems integration partner<\/a> to ensure alignment with your long-term strategy.<\/p>\n\n\n\n<p>Here are four key considerations to guide your implementation:<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-1-choose-the-right-tools\"><strong>1. Choose the Right Tools <\/strong><\/h4>\n\n\n\n<p>Select a platform that aligns with your architecture. Common choices include NetBox, Nautobot, and custom-built solutions. Your NSoT should integrate easily with the rest of your automation ecosystem.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-2-define-standards-and-regulatory-amp-security-policies\"><strong>2. <strong>Define Standards and Regulatory &amp; Security Policies <\/strong><\/strong><\/h4>\n\n\n\n<p>Establish naming conventions, metadata structures, and validation rules early. These are essential if you&#8217;re pursuing a data-driven approach, where consistent identifiers are critical for joining and correlating collected data across systems.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-3-automate-inventory-data-synchronization\"><strong>3. Automate Inventory Data Synchronization <\/strong><\/h4>\n\n\n\n<p>Integrate the NSoT with subordinate domain inventories and implement synchronization logic based on your defined policies to keep your inventory fresh and accurate. The goal is to maintain a continuously up-to-date view of the network with minimal manual input.<\/p>\n\n\n\n<h4 class=\"wp-block-heading\" id=\"h-4-integrate-with-your-automation-frameworks\"><strong>4. <strong>Integrate with Your Automation Frameworks <\/strong><\/strong><\/h4>\n\n\n\n<p>Your NSoT should be tightly connected with automation tools such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Cisco Crosswork NSO<\/li>\n\n\n\n<li>Ansible<\/li>\n\n\n\n<li>Terraform<\/li>\n\n\n\n<li>Camunda<\/li>\n\n\n\n<li>Python scripts<\/li>\n\n\n\n<li>Network assurance and domain-specific tools<\/li>\n<\/ul>\n\n\n\n<p>Integrations can be bidirectional. This allows the NSoT to both:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li>Drive automation workflows<\/li>\n\n\n\n<li>Be updated based on real-time network state<\/li>\n<\/ul>\n\n\n\n<p>This two-way sync maintains alignment between operational reality and documented intent.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-smaller\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" width=\"1000\" height=\"681\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT.png\" alt=\"\" class=\"wp-image-33347\" style=\"width:500px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT.png 1000w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-300x204.png 300w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-768x523.png 768w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-73x50.png 73w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-648x441.png 648w\" sizes=\"(max-width: 1000px) 100vw, 1000px\" \/><figcaption class=\"wp-element-caption\">A well-integrated Network Source of Truth (NSoT) synchronizes with orchestrators, SDN controllers, element managers, and assurance tools\u2014enabling a real-time, automated view of both logical and physical network states.<\/figcaption><\/figure>\n<\/div>\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-smaller\"><\/div>\n\n\n\n<p>Discrepancies between the actual state of the network and the documented state in the NSoT are inevitable. When they occur, it&#8217;s essential to have a clear policy in place. Should the NSoT be updated to match the live network? Or should the network be adjusted to align with the NSoT?<\/p>\n\n\n\n<p>This is more than a technical decision\u2014it\u2019s about maintaining governance and trust across automated workflows.<\/p>\n\n\n\n<p><strong>Recommended approach:<\/strong> When the network and the NSoT diverge, treat the NSoT as the source of truth. However, ensure fallback procedures are in place to handle out-of-band changes if the automation becomes unavailable.<\/p>\n\n\n\n<p>This keeps automation consistent and reduces the risk of errors. Aligning the network to the NSoT\u2014rather than the other way around\u2014supports proactive governance and protects operational integrity.<\/p>\n\n\n\n<p><\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-87fb62ed7d9ea387c202ee00e56eb455\" id=\"h-common-challenges-amp-how-to-overcome-them\">Common Challenges &amp; How to Overcome Them<\/h2>\n\n\n\n<p>Implementing an NSoT isn\u2019t without its hurdles. But knowing what to expect\u2014and how to respond\u2014can save significant time and reduce friction along the way.<\/p>\n\n\n\n<p><strong>Initial Data Accuracy<\/strong> &#8211; The quality of your NSoT depends on the accuracy of your initial dataset. Run comprehensive audits before importing anything. Data integrity at this stage determines how trustworthy and effective your automation will be.<\/p>\n\n\n\n<p><strong>Keeping Data Updated<\/strong> &#8211; Outdated data erodes confidence and undermines workflows. Build automated syncs wherever possible, and set up clear processes for manual updates when automation isn\u2019t feasible.<\/p>\n\n\n\n<p><strong>Ongoing Maintenance<\/strong> &#8211; Treat your NSoT as a living system. Networks change constantly\u2014ensure your source of truth evolves with them. Establish ownership and review cycles to keep data continuously aligned.<\/p>\n\n\n\n<p><strong>Cultural and Organizational Resistance<\/strong> &#8211; Shifting to a centralized system requires buy-in from all stakeholders. Focus on internal education, early success stories, and visible benefits. Buy-in is earned by showing how an NSoT makes teams more efficient\u2014not by mandate.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-291b8109337fb010bfc959c86c64a3e9\" id=\"h-a-strategic-business-case\">A Strategic Business Case<\/h2>\n\n\n\n<p>An NSoT isn\u2019t just a &#8217;nice to have&#8217; \u2014it\u2019s a strategic enabler with measurable business value. Here\u2019s how it supports both network teams and enterprise objectives:<\/p>\n\n\n\n<p><strong>Cost Savings<\/strong> &#8211; Manual troubleshooting and configuration errors cost time and money. According to a <a href=\"https:\/\/www.kentik.com\/resources\/ema-network-management-megatrends-2020-report\/#:~:text=Enterprise%20Management%20Associates'%20Network%20Management,enterprise%20network%20engineering%20and%20operations\">study from Enterprise Management Associates (EMA)<\/a>, network engineers spend on average 39% of their time resolving issues\u2014much of which can be avoided with trusted, automated processes powered by an NSoT.<\/p>\n\n\n\n<p><strong>Faster Time to Market<\/strong> &#8211; An NSoT standardizes provisioning, allowing new services, devices and integrations to be deployed rapidly through repeatable, reliable workflows. This agility allows businesses to capitalize on new revenue streams and maintain a competitive edge in dynamic markets.<\/p>\n\n\n\n<p><strong>Improved Network Security<\/strong> &#8211; By acting as a central policy enforcer, an NSoT reduces misconfigurations and risk exposure. <a href=\"https:\/\/newsroom.ibm.com\/2023-07-24-IBM-Report-Half-of-Breached-Organizations-Unwilling-to-Increase-Security-Spend-Despite-Soaring-Breach-Costs?mhsrc=ibmsearch_a&amp;mhq=data%20breach%20report%202023\">IBM reported 2023<\/a> that the average cost of a breach is $4.45 million\u2014making security consistency a business imperative.<\/p>\n\n\n\n<p><strong>Workforce Productivity<\/strong> &#8211; With a reliable data layer in place, automation can handle repetitive tasks\u2014freeing engineers to focus on architecture, optimization, and innovation.<\/p>\n\n\n\n<p><strong>Improved Customer Experience <br><\/strong>Stable, well-governed networks deliver more reliable service and faster time-to-resolution. That positively impacts retention rates and customer lifetime value.<\/p>\n\n\n\n<p><strong>Regulatory Compliance <br><\/strong>Meeting compliance requirements often involves time-consuming audits and manual data reconciliation. An NSoT simplifies this by maintaining a centralized, auditable record of network configurations and changes. The result? Less overhead, easier audits, and reduced risk of service degradation or regulatory penalties.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-4e3eedac1c9a65a9d2a03b8cf1d87212\" id=\"h-looking-ahead-the-role-of-a-network-source-of-truth-in-future-automation\">Looking Ahead: The Role of a Network Source of Truth in Future Automation<\/h2>\n\n\n\n<p>As networks scale and automation matures, consistent, authoritative data becomes the backbone of every decision. A Network Source of Truth (NSoT) provides this foundation by ensuring that every automated process\u2014from provisioning to remediation\u2014operates on trusted, policy-aligned data.<\/p>\n\n\n\n<p>Looking ahead, closed-loop automation, AI-assisted operations, and intent-based networking can greatly benefit from an accurate view of the network\u2019s state and intended outcomes. Realizing these capabilities at scale depends heavily on a well-maintained NSoT.<\/p>\n\n\n\n<p>Designing the next generation of infrastructure requires more than just individual tools. An NSoT becomes the architectural anchor of a future-proof solution for adaptive, resilient, and intelligent network operations.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<hr class=\"wp-block-separator has-text-color has-ductus-lightgray-color has-alpha-channel-opacity has-ductus-lightgray-background-color has-background\"\/>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-94fcf35b211d8961ccba8f466881cf95\" id=\"h-the-bottom-line\">The Bottom Line<\/h2>\n\n\n\n<p>An NSoT isn\u2019t just a technical upgrade. It\u2019s a <strong>strategic investment<\/strong> that helps organizations reduce costs, streamline operations, and build automation that scales with confidence.<\/p>\n\n\n\n<p>Beyond efficiency gains, aligning technical workflows with business intent transforms the NSoT into a foundation for delivering stable, secure, and customer-focused services.<\/p>\n\n\n\n<p>In a world of increasing complexity, it\u2019s the anchor that keeps innovation moving in the right direction.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-background\" style=\"background-color:#dbe3e1\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-2412a91e429deb3ff85825107547d807\" id=\"h-ready-to-build-a-reliable-network-source-of-truth\">Ready to Build a Reliable Network Source of Truth?<\/h2>\n\n\n\n<p>Whether you&#8217;re just starting your automation journey or refining an existing architecture, we can help you design and implement a source of truth tailored to your network.<\/p>\n\n\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image is-style-rounded\">\n<figure class=\"alignright size-full is-resized\"><img decoding=\"async\" width=\"750\" height=\"749\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/03\/Peter-Sallenhag-circle.png\" alt=\"\" class=\"wp-image-33113\" style=\"object-fit:cover;width:170px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/03\/Peter-Sallenhag-circle.png 750w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/03\/Peter-Sallenhag-circle-300x300.png 300w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/03\/Peter-Sallenhag-circle-150x150.png 150w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/03\/Peter-Sallenhag-circle-50x50.png 50w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/03\/Peter-Sallenhag-circle-512x512.png 512w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/03\/Peter-Sallenhag-circle-442x441.png 442w\" sizes=\"(max-width: 750px) 100vw, 750px\" \/><\/figure>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-column is-vertically-aligned-center is-layout-flow wp-block-column-is-layout-flow\">\n<h3 class=\"wp-block-heading\" id=\"h-peter-sallenhag\">Peter Sallenhag<\/h3>\n\n\n\n<p>peter.sallenhag(at)ductus.se<br>Phone: +46 70 571 05 82<\/p>\n<\/div>\n<\/div>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" 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aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull\"><div class=\"wp-block-group__inner-container is-layout-constrained wp-block-group-is-layout-constrained\">\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\" id=\"h-related-content\">Related content<\/h2>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-smaller\"><\/div>\n\n\n\n<section id=\"post-grid-block_2083034c83decb8985ef59a7731b8747\" class=\"post-grid aligncenter template-0\">\n\t<div class=\"inner-grid columns-3\">\n\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/what-successful-teams-do-to-create-impactful-automation\/\" class=\"block-link\" title=\"What Successful Teams do to Create Impactful Automation\">\n        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Most operators are under pressure to scale faster, reduce risk, and show real&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/through-the-magnifying-glass-building-a-smarter-qa-strategy\/\" class=\"block-link\" title=\"Through the Magnifying Glass: Building a Smarter QA Strategy\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/09\/video-preview-Mia-2-820x441.png\" alt=\"Through the Magnifying Glass: Building a Smarter QA Strategy\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Video <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">Through the Magnifying Glass: Building a Smarter QA Strategy<\/span>\n\t\t\t<p class=\"item-text\">At Cisco Automation Developer Days 2024 in Stockholm, Mia Johansson, QA Specialist at Ductus, took the stage to share&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/the-real-network-automation-edge-continuous-learning-for-faster-safer-smarter-outcomes\/\" class=\"block-link\" title=\"The Real Network Automation Edge: Continuous Learning for Faster, Safer, Smarter Outcomes\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/09\/image-764x441.jpg\" alt=\"The Real Network Automation Edge: Continuous Learning for Faster, Safer, Smarter Outcomes\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">The Real Network Automation Edge: Continuous Learning for Faster, Safer, Smarter Outcomes<\/span>\n\t\t\t<p class=\"item-text\">Most automation partners deliver workshops. 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For large enterprises and service providers,&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/assurance-the-business-critical-foundation-for-network-automation\/\" class=\"block-link\" title=\"Assurance: The Business-Critical Foundation for Network Automation\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/Assurance-insight-header-836x441.jpg\" alt=\"Assurance: The Business-Critical Foundation for Network Automation\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">Assurance: The Business-Critical Foundation for Network Automation<\/span>\n\t\t\t<p class=\"item-text\">The most important task for any Communications Service Provider (CSP), beyond delivering services, is to assure their&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/autonomous-networks-challenges-and-practical-steps-for-communication-service-providers\/\" class=\"block-link\" title=\"Autonomous Networks: Challenges and Practical Steps for Communication Service Providers\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/A-path-to-autonomous-networks-618x441.jpeg\" alt=\"Autonomous Networks: Challenges and Practical Steps for Communication Service Providers\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">Autonomous Networks: Challenges and Practical Steps for Communication Service Providers<\/span>\n\t\t\t<p class=\"item-text\">Telecom networks are becoming increasingly complex and dynamic, with demand for high-speed connectivity, cloud-native&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/software-qa-network-automation\/\" class=\"block-link\" title=\"The Importance of Software Quality Assurance in Network Automation\u00a0\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/03\/WP-preview-upd-710x441.jpg\" alt=\"The Importance of Software Quality Assurance in Network Automation\u00a0\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">White paper <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">The Importance of Software Quality Assurance in Network Automation\u00a0<\/span>\n\t\t\t<p class=\"item-text\">Software QA in Network Automation is essential for building reliable, secure, and cost-efficient networks. 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Automation is often the answer, but&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/what-is-network-automation\/\" class=\"block-link\" title=\"What is network automation?\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2021\/04\/network-concept-836x441.jpg\" alt=\"What is network automation?\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">What is network automation?<\/span>\n\t\t\t<p class=\"item-text\">Network automation is the continuous activity of&nbsp;transforming&nbsp;your network operations tasks&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\n\t\t\t\t\n\n<div class=\"grid-item post \">\n\t<a href=\"https:\/\/ductus.global\/sv\/cisco-crosswork-nso-expertise\/\" class=\"block-link\" title=\"Cisco Crosswork NSO expertise\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2021\/04\/network-5-833x441.jpg\" alt=\"Cisco Crosswork NSO expertise\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Insight <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">Cisco Crosswork NSO expertise<\/span>\n\t\t\t<p class=\"item-text\">Cisco Crosswork NSO&nbsp;is the leading&nbsp;network automation platform for enterprises and service providers. When&#8230;<\/p>\n\t\t<\/div>\n\t<\/a>\n<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t<\/section>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"<p>In modern network automation, reliable data is everything. As networks grow more complex, a Network Source of Truth (NSoT) becomes essential. It acts as a central, authoritative source of network data\u2014driving consistency, efficiency, and scalability across automation workflows. This insight explores the concept of an NSoT, its critical role in enabling effective automation, and why [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":33343,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[41,43],"tags":[4283,4278],"class_list":["post-33342","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insight","category-insights-for-network-automation","tag-network-automation-advisory","tag-network-automation-implementation"],"acf":[],"_links":{"self":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts\/33342","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/users\/5"}],"replies":[{"embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/comments?post=33342"}],"version-history":[{"count":5,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts\/33342\/revisions"}],"predecessor-version":[{"id":33355,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts\/33342\/revisions\/33355"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/media\/33343"}],"wp:attachment":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/media?parent=33342"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/categories?post=33342"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/tags?post=33342"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}