{"id":33222,"date":"2025-04-04T10:18:52","date_gmt":"2025-04-04T09:18:52","guid":{"rendered":"https:\/\/ductus.global\/?p=33222"},"modified":"2025-05-08T15:18:44","modified_gmt":"2025-05-08T14:18:44","slug":"autonomous-networks-challenges-and-practical-steps-for-communication-service-providers","status":"publish","type":"post","link":"https:\/\/ductus.global\/sv\/autonomous-networks-challenges-and-practical-steps-for-communication-service-providers\/","title":{"rendered":"Autonomous Networks: Challenges and Practical Steps for Communication Service Providers"},"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=\"1024\" height=\"731\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/A-path-to-autonomous-networks.jpeg\" class=\"wp-block-cover__image-background wp-post-image\" alt=\"\" data-object-fit=\"cover\" data-object-position=\"47% 53%\" style=\"object-position:47% 53%;\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/A-path-to-autonomous-networks.jpeg 1024w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/A-path-to-autonomous-networks-300x214.jpeg 300w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/A-path-to-autonomous-networks-768x548.jpeg 768w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/A-path-to-autonomous-networks-70x50.jpeg 70w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/A-path-to-autonomous-networks-618x441.jpeg 618w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><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-8532deda216e46cabe282977fc33702d\" style=\"font-size:20px\">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-54046d19864161bd385464a70f698439\" id=\"h-autonomous-networks-challenges-and-practical-steps-for-communication-service-providers\" style=\"font-size:42px;font-style:normal;font-weight:600\">Autonomous Networks: Challenges and Practical Steps for Communication Service Providers<\/h1>\n<\/div><\/div>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n\n\n<p class=\"has-preamble-font-size\">Telecom networks are becoming increasingly complex and dynamic, with demand for high-speed connectivity, cloud-native services, and seamless customer experiences growing rapidly. Yet, many Communication Service Providers (CSPs) still rely on manual processes across their service lifecycle. This creates bottlenecks that slow down service delivery, drive up operational costs, and increase the risk of human errors.<\/p>\n\n\n\n<p>To meet evolving demands, automation must span all operational levels: <strong>Customer, Business, Service, and Resource management<\/strong>. Many CSPs begin their automation journey at the resource level, focusing on tasks like network provisioning and fault detection. However, achieving true scalability, efficiency, and adaptability requires expanding automation beyond resources to include service and business layers.<\/p>\n\n\n\n<p>While end-to-end automation remains the ultimate vision, the path to it is incremental\u2014building from foundational network automation toward a seamlessly intelligent, fully automated ecosystem.<\/p>\n\n\n\n<p>While the goal is clear\u2014<strong>zero-touch, zero-wait, and zero-trouble networks<\/strong>\u2014progress remains slow. According to <a href=\"https:\/\/inform.tmforum.org\/research-and-analysis\/reports\/autonomous-networks-in-search-of-best-practice\" target=\"_blank\" rel=\"noreferrer noopener\"><strong>TM Forum\u2019s benchmark study<\/strong><\/a>, many CSPs aspire to reach high levels of automation by 2030, yet most are still in early stages of adoption, facing significant challenges such as:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Legacy infrastructure<\/strong> that wasn\u2019t designed for automation. <\/li>\n\n\n\n<li><strong>Siloed operational models<\/strong>, making it difficult to integrate automation across domains. <\/li>\n\n\n\n<li><strong>Lack of real-time data insights<\/strong>, limiting the effectiveness of AI-driven decision-making.<\/li>\n<\/ul>\n\n\n\n<p>To overcome these challenges, CSPs must shift from isolated automation efforts to an integrated, intent-driven approach. But before exploring how to achieve this, it\u2019s important to define what autonomous networks actually mean.<\/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-d-mocha-light-background-color has-background\"><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\" id=\"h-automation-maturity-understanding-the-six-levels\">Automation Maturity: Understanding the Six Levels<\/h2>\n\n\n\n<p>To establish a clear roadmap, TM Forum defines six levels of automation:<\/p>\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\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-0@1.5x.png\" alt=\"\" class=\"wp-image-33239\" style=\"width:70px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-0@1.5x.png 150w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-0@1.5x-50x50.png 50w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>Fully<\/strong><br><strong>Manual:<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left has-small-font-size\">Operations rely entirely on human intervention.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-1@1.5x.png\" alt=\"\" class=\"wp-image-33241\" style=\"width:70px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-1@1.5x.png 150w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-1@1.5x-50x50.png 50w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>Assisted Operations:<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left has-small-font-size\">Some automation exists, but decisions are manual.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-2@1.5x.png\" alt=\"\" class=\"wp-image-33243\" style=\"width:70px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-2@1.5x.png 150w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-2@1.5x-50x50.png 50w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>Partial Automation:<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left has-small-font-size\">Specific tasks are automated, but human oversight is still required.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-3@1.5x.png\" alt=\"\" class=\"wp-image-33245\" style=\"width:70px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-3@1.5x.png 150w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-3@1.5x-50x50.png 50w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>Conditional Automation:<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left has-small-font-size\">The network can act based on predefined rules, with some degree of autonomy.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-4@1.5x.png\" alt=\"\" class=\"wp-image-33247\" style=\"width:70px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-4@1.5x.png 150w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-4@1.5x-50x50.png 50w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>High Automation:<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left has-small-font-size\">AI-driven closed-loop operations significantly reduce human intervention.<\/p>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\"><div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" width=\"150\" height=\"150\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-5@1.5x.png\" alt=\"\" class=\"wp-image-33249\" style=\"width:70px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-5@1.5x.png 150w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/Level-5@1.5x-50x50.png 50w\" sizes=\"(max-width: 150px) 100vw, 150px\" \/><\/figure>\n<\/div>\n\n\n<p class=\"has-text-align-center\"><strong>Full<\/strong><br><strong>Autonomy:<\/strong><\/p>\n\n\n\n<p class=\"has-text-align-left has-small-font-size\">The network becomes self-managing, self-optimizing, and self-healing.<\/p>\n<\/div>\n<\/div>\n\n\n\n<p>According to TM Forum\u2019s report<strong>, <\/strong>CSPs today are <strong>mostly between Level 2 and 3<\/strong>, with very few &#8211; if any &#8211; yet reaching <strong>Level 4<\/strong>. While 81% of CSPs aim to reach Level 4 by 2030, few have a clear, executable roadmap to get there. The gap between ambition and execution is wide\u2014without a structured approach, many CSPs risk making disconnected, tactical investments that fail to drive real progress toward full autonomy.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n<\/div><\/div>\n\n\n\n<div class=\"wp-block-group alignfull has-ductus-white-background-color has-background\"><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-blue-color has-text-color has-link-color wp-elements-ee81a81f62189fc75a48d2b27b9469f1\" id=\"h-where-csps-are-investing-in-automation\">Where CSPs are Investing in Automation<\/h2>\n\n\n\n<p>According to TM Forum, CSPs are prioritizing automation in three key areas that deliver the fastest operational improvements:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Fault Management &amp; Anomaly Detection<\/strong> \u2013 83% of CSPs rank this as their highest priority, aiming to proactively identify and resolve issues before they impact service quality. <\/li>\n\n\n\n<li><strong>Service Assurance<\/strong> \u2013 75% emphasize the need for automated real-time monitoring and self-healing capabilities. <\/li>\n\n\n\n<li><strong>Service Delivery Automation<\/strong> \u2013 70% are focused on streamlining provisioning and reducing manual intervention in activation processes.<\/li>\n<\/ol>\n\n\n\n<p>These priorities reflect a strong push toward operational efficiency, but our experience working with CSPs shows that successful automation requires more than just investing in specific areas\u2014it demands a structured, phased approach that aligns automation efforts with broader business goals.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-medium\"><\/div>\n<\/div><\/div>\n\n\n\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\" id=\"h-our-recommendation-a-phased-approach-to-increased-network-automation\">Our Recommendation: A Phased Approach to Increased Network Automation<\/h2>\n\n\n\n<p>Any steps toward increased network automation\u2014no matter how incremental\u2014lay a strong foundation for future advancements. Based on our experience working with CSPs, we recommend the following phased approach to ensure scalable, sustainable automation:<\/p>\n\n\n\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/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-smaller\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-7c8baf281a1eb8a857aa59d3a48f2dc2\" id=\"h-1-build-a-strong-automation-foundation\">1. Build a Strong Automation Foundation<\/h3>\n\n\n\n<p>Many CSPs struggle because they automate individual tasks without a scalable framework. A solid foundation includes:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Establishing automated and orchestrated service delivery with open APIs<\/strong>\u2014ensuring they are <strong>secure and present at every level<\/strong>, from resource management to business operations.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Ensuring interoperability<\/strong> across legacy and cloud-native environments to avoid vendor lock-in.&nbsp;<\/li>\n<\/ul>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Prioritizing cross-domain orchestration<\/strong>, starting with simpler domains before scaling to complex environments.&nbsp;<\/li>\n<\/ul>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/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-smaller\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-5682a1a7f176e5aef74474fdefe1d674\" id=\"h-2-data-collection-and-analysis\">2. Data Collection and Analysis<\/h3>\n\n\n\n<p>Automation is only as good as the data driving it. Without a clear data collection strategy, CSPs risk accumulating excessive, low-value data, leading to higher costs and inefficiencies. <\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Collect, clean, and analyze network data<\/strong> such as events and logs, ensuring it is accurate, relevant, and complete. <\/li>\n\n\n\n<li><strong>Apply Carl Anderson\u2019s principles from The Data-Driven Organization (2015)<\/strong>, which emphasize that data should also be coherent, timely, accessible, consistent, and well-defined. <\/li>\n\n\n\n<li><strong>Avoid data overload<\/strong>\u2014useless data increases storage and bandwidth costs while raising sustainability concerns. <\/li>\n\n\n\n<li>Secure all collected data to protect personal and business-critical information. <\/li>\n<\/ul>\n\n\n\n<p>So when it comes to data, don&#8217;t think big, think smart.<\/p>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/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-smaller\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-7c1b297b20c0af2760a3dfa77ff6d52f\" id=\"h-3-implement-intent-driven-closed-loop-operations\">3. Implement Intent-Driven, Closed-Loop Operations<\/h3>\n\n\n\n<p>Many CSPs still rely on manual intervention for network optimization, which slows down responsiveness, increases operational costs, and limits network adaptability. Closed-loop operations\u2014where networks continuously monitor, analyze, and adjust themselves in real time\u2014are key to reaching higher levels of autonomy.<\/p>\n\n\n\n<p>According to TM Forum\u2019s report, <strong>intent-based automation<\/strong> is a fundamental enabler of Autonomous Networks (AN). Instead of relying on predefined scripts or human-driven adjustments, intent allows CSPs to define <strong>business requirements, service constraints, and performance objectives<\/strong>\u2014with the network dynamically optimizing itself to meet these goals.<\/p>\n\n\n\n<p>When combined with closed-loop management, this approach enables CSPs to:<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Analyze real-time network and service data<\/strong> to detect optimization opportunities. <\/li>\n\n\n\n<li><strong>Autonomously adjust configurations<\/strong> based on business and operational intent. <\/li>\n\n\n\n<li><strong>Reduce downtime and improve service reliability<\/strong> through proactive, automated remediation. <\/li>\n\n\n\n<li><strong>Use AI where applicable<\/strong>, but not all closed-loop processes require AI\u2014many can be rules-based and still deliver significant efficiency gains.<\/li>\n<\/ul>\n\n\n\n<div style=\"height:100px\" aria-hidden=\"true\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-large is-resized\"><img decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/TM-Forum-highlights-1024x683.png\" alt=\"\" class=\"wp-image-33237\" style=\"width:700px\" srcset=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/TM-Forum-highlights-1024x683.png 1024w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/TM-Forum-highlights-300x200.png 300w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/TM-Forum-highlights-768x512.png 768w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/TM-Forum-highlights-75x50.png 75w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/TM-Forum-highlights-662x441.png 662w, https:\/\/ductus.global\/wp-content\/uploads\/2025\/04\/TM-Forum-highlights.png 1200w\" sizes=\"(max-width: 1024px) 100vw, 1024px\" \/><figcaption class=\"wp-element-caption\">This visualization (based on an illustration by TM Forum) highlights the role of intent-based, closed-loop automation across business, service, and resource layers\u2014demonstrating how CSPs can optimize network operations in real time.<\/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<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-smaller\"><\/div>\n\n\n\n<h3 class=\"wp-block-heading has-ductus-darkblue-color has-text-color has-link-color wp-elements-dbf76368d2295a9357cd7dbeaba7ce78\" id=\"h-4-scale-automation-across-layers\">4. Scale Automation Across Layers<\/h3>\n\n\n\n<p>Successful network automation isn\u2019t a <strong>one-time transformation<\/strong>\u2014it must be implemented in a <strong>layered approach<\/strong> to maximize impact.&nbsp;<\/p>\n\n\n\n<ul class=\"wp-block-list\">\n<li><strong>Start at the resource level<\/strong>, focusing on specific network domains before expanding upward to service and business layers.&nbsp;<\/li>\n\n\n\n<li><strong>Leverage cross-domain automation<\/strong>, ensuring seamless coordination across different network silos.&nbsp;<\/li>\n\n\n\n<li><strong>Take an incremental approach<\/strong>\u2014progressive automation delivers <strong>faster ROI and reduces operational risks<\/strong> compared to large-scale overhauls.&nbsp;<\/li>\n<\/ul>\n\n\n\n<p>By following these steps, CSPs can align their current operations with long-term goals, paving the way toward autonomous networks.<\/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-f5d5592b8d30d29e4c5214e5508b12c1\" id=\"h-from-strategy-to-execution-nbsp\">From Strategy to Execution&nbsp;<\/h2>\n\n\n\n<p>While fully autonomous networks may remain a long-term vision, CSPs that <strong>act now<\/strong> can gain immediate benefits in <strong>efficiency, cost reduction, and service agility<\/strong>. The key is to move beyond isolated automation initiatives and adopt a structured, phased approach that aligns with both technical and business objectives.&nbsp;<\/p>\n\n\n\n<p>With years of hands-on experience helping CSPs navigate complex automation challenges, we know what it takes to drive real results. Let us help your organization move to the next level in the automation journey. <strong>Get in touch today.<\/strong>&nbsp;<\/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\" class=\"wp-block-spacer is-style-responsive-small\"><\/div>\n\n\n\t\t<section id=\"social-share-block_e52802a5a7e3300ddf9c4a7a08350f42\" class=\"ductus-gutenberg ductus-social-share-block\">\n\t\t\t<div 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L4,8.236V6h16V8.236z\"><\/path><\/svg><\/a><\/li><\/ul><\/div><\/nav>\n\t\t\t<\/div>\n\t\t<\/section>\n\n\n\n<div style=\"height:150px\" 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 has-ductus-blue-color has-text-color has-link-color wp-elements-67ab504f58ae1c57d112e83375fd1f49\" 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_1b4578fd89369a5eb7c12f683ef836df\" 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        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2026\/02\/Webinar-teams-preview-web.jpg\" alt=\"What Successful Teams do to Create Impactful Automation\">\n        <\/figura>\n                        <span class=\"date-info \"  style=\"color:\"><span class=\"category-name last-cat\">Webinar <\/span><\/span>\n        \t\t<div class=\"inner\">\n\t\t\t<span class=\"item-title alt-heading-font\">What Successful Teams do to Create Impactful Automation<\/span>\n\t\t\t<p class=\"item-text\">Network automation is no longer optional. 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\/why-every-automated-network-needs-a-source-of-truth\/\" class=\"block-link\" title=\"Why Every Automated Network Needs a Source of Truth\">\n        \t\t<figura class=\"grid-item-image\">\n            <img decoding=\"async\" src=\"https:\/\/ductus.global\/wp-content\/uploads\/2025\/05\/NSoT-preview-804x441.jpg\" alt=\"Why Every Automated Network Needs a Source of Truth\">\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\">Why Every Automated Network Needs a Source of Truth<\/span>\n\t\t\t<p class=\"item-text\">In modern network automation, reliable data is everything. As networks grow more complex, a Network Source of Truth&#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>Telecom networks are becoming increasingly complex and dynamic, with demand for high-speed connectivity, cloud-native services, and seamless customer experiences growing rapidly. Yet, many Communication Service Providers (CSPs) still rely on manual processes across their service lifecycle. This creates bottlenecks that slow down service delivery, drive up operational costs, and increase the risk of human errors. [&hellip;]<\/p>\n","protected":false},"author":5,"featured_media":33223,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[41,43],"tags":[4283],"class_list":["post-33222","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-insight","category-insights-for-network-automation","tag-network-automation-advisory"],"acf":[],"_links":{"self":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts\/33222","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=33222"}],"version-history":[{"count":2,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts\/33222\/revisions"}],"predecessor-version":[{"id":33357,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/posts\/33222\/revisions\/33357"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/media\/33223"}],"wp:attachment":[{"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/media?parent=33222"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/categories?post=33222"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/ductus.global\/sv\/wp-json\/wp\/v2\/tags?post=33222"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}