{"id":227741,"date":"2025-01-31T15:24:42","date_gmt":"2025-01-31T23:24:42","guid":{"rendered":"https:\/\/zpesystems.com\/?p=227741"},"modified":"2025-04-15T12:55:00","modified_gmt":"2025-04-15T19:55:00","slug":"why-out-of-band-management-is-critical-to-ai-infrastructure","status":"publish","type":"post","link":"https:\/\/zpesystems.com\/why-out-of-band-management-is-critical-to-ai-infrastructure\/","title":{"rendered":"Why Out-of-Band Management Is Critical to AI Infrastructure"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; admin_label=&#8221;section&#8221; _builder_version=&#8221;4.27.4&#8243; custom_margin=&#8221;0px||||false|false&#8221; custom_padding=&#8221;0px||0px||false|false&#8221; da_disable_devices=&#8221;off|off|off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row admin_label=&#8221;row&#8221; _builder_version=&#8221;4.27.2&#8243; background_size=&#8221;initial&#8221; background_position=&#8221;top_left&#8221; background_repeat=&#8221;repeat&#8221; width=&#8221;100%&#8221; custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;0px||30px||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.16&#8243; custom_padding=&#8221;|||&#8221; global_colors_info=&#8221;{}&#8221; custom_padding__hover=&#8221;|||&#8221;][et_pb_image src=&#8221;https:\/\/zpesystems.com\/wp-content\/uploads\/2025\/01\/Out-of-Band-Management-for-AI.jpg&#8221; alt=&#8221;Out-of-Band Management for AI&#8221; title_text=&#8221;Out-of-Band Management for AI&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span style=\"font-weight: 400;\">Artificial intelligence is transforming every corner of industry. Machine learning algorithms are optimizing global logistics, while generative AI tools like ChatGPT are reshaping everyday work and communications. Organizations are rapidly adopting AI, with the global AI market expected to reach $826 billion by 2030, <\/span><a href=\"https:\/\/www.statista.com\/forecasts\/1474143\/global-ai-market-size\"><span style=\"font-weight: 400;\">according to Statista<\/span><\/a><span style=\"font-weight: 400;\">. While this growth is reshaping operations and outcomes for organizations in every industry, it brings significant challenges for managing the infrastructure that supports AI workloads.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#f4f4f4&#8243; width=&#8221;auto&#8221; custom_padding=&#8221;15px||||false|false&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;|||15px|false|false&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>The Rapid Growth of AI Adoption<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;15px|15px||15px|false|true&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span style=\"font-weight: 400;\">AI is no longer a technology that lives only in science fiction. It\u2019s real, and it has quickly become crucial to business strategy and the overall direction of many industries. Gartner reports that 70% of enterprise executives are actively exploring generative AI for their organizations, and McKinsey highlights that <\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/quantumblack\/our-insights\/the-state-of-ai\"><span style=\"font-weight: 400;\">72% of companies have already adopted AI<\/span><\/a><span style=\"font-weight: 400;\"> in at least one business function.<\/span><\/p>\n<p><span style=\"font-weight: 400;\">It&#8217;s easy to understand why organizations are rapidly adopting AI. Here are a few examples of how AI is transforming industries:<\/span><\/p>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Healthcare:<\/b><span style=\"font-weight: 400;\"> AI-driven diagnostic tools have improved disease detection rates by <\/span><a href=\"https:\/\/www.pwc.com\/gx\/en\/industries\/healthcare\/publications\/ai-robotics-new-health\/transforming-healthcare.html\"><span style=\"font-weight: 400;\">up to 30x<\/span><\/a><span style=\"font-weight: 400;\">, while drug discovery timelines are being slashed from years to months.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Retail:<\/b><span style=\"font-weight: 400;\"> E-commerce platforms use AI to power personalized recommendations, leading to a <\/span><a href=\"https:\/\/www.mckinsey.com\/capabilities\/growth-marketing-and-sales\/our-insights\/the-value-of-getting-personalization-right-or-wrong-is-multiplying\"><span style=\"font-weight: 400;\">revenue increase of 5-25%<\/span><\/a><b>.<\/b><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Manufacturing:<\/b><span style=\"font-weight: 400;\"> AI in predictive maintenance can help <\/span><a href=\"https:\/\/www.deloitte.com\/content\/dam\/assets-zone2\/de\/de\/docs\/about\/2024\/Deloitte_Predictive-Maintenance_PositionPaper.pdf\"><span style=\"font-weight: 400;\">increase productivity by 25%<\/span><\/a><span style=\"font-weight: 400;\">, lower maintenance costs by 25%, and reduce machine downtime by 70%.<\/span><\/li>\n<\/ul>\n<p><span style=\"font-weight: 400;\">AI is a powerful tool that can bring profound outcomes wherever it\u2019s used. But it requires a sophisticated infrastructure of power distribution, cooling systems, computing, GPUs, servers, and networking gear, and the challenge lies in managing this infrastructure.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;auto&#8221; custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;30px||0px||false|false&#8221; border_color_top=&#8221;#78828A&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;30px||0px||false|false&#8221; border_color_top=&#8221;#D6D6D6&#8243; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Infrastructure Challenges Unique to AI<\/h2>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; custom_margin=&#8221;||0px||false|false&#8221; custom_padding=&#8221;15px||0px||false|true&#8221; global_colors_info=&#8221;{}&#8221;]<\/p>\n<p><span style=\"font-weight: 400;\">AI environments are complex, with workloads that are both resource-intensive and latency-sensitive. This means organizations face several challenges that are unique to AI:<\/span><\/p>\n<p>&nbsp;<\/p>\n<ol>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Skyrocketing Energy Demands: <\/b><span style=\"font-weight: 400;\">AI racks consume between 40kW and 200kW of power, which is 10x more than traditional IT equipment. Energy efficiency in the AI data center is a top priority, especially as data centers account for <\/span><a href=\"https:\/\/www.iea.org\/commentaries\/what-the-data-centre-and-ai-boom-could-mean-for-the-energy-sector\"><span style=\"font-weight: 400;\">1% of global electricity consumption<\/span><\/a><span style=\"font-weight: 400;\">.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Cost of Downtime: <\/b><span style=\"font-weight: 400;\">AI systems are especially vulnerable to interruptions, which can cause a ripple effect and lead to high costs. A single server failure can disrupt entire model training processes, costing enterprises $9,000 per minute in downtime, as estimated by Uptime Institute.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Cybersecurity Risks: <\/b><span style=\"font-weight: 400;\">AI processes sensitive data, making AI data centers prime targets for attack. <\/span><a href=\"https:\/\/www.sophos.com\/en-us\/content\/state-of-ransomware\"><span style=\"font-weight: 400;\">Sophos <\/span><\/a><span style=\"font-weight: 400;\">reports that in 2024, 59% of organizations suffered a ransomware attack, and the average cost to recover (excluding ransom payment) was $2.73 million.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Operational Complexity: <\/b>AI environments rely on a diverse set of hardware and software systems. Monitoring and managing these components effectively requires real-time visibility into thermal conditions, humidity, particulates, and other environmental and device-related factors.<\/li>\n<\/ol>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;auto&#8221; custom_margin=&#8221;0px||||false|false&#8221; custom_padding=&#8221;0px||0px||true|false&#8221; border_color_top=&#8221;#78828A&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;0px||0px||false|false&#8221; custom_padding=&#8221;15px||0px||false|false&#8221; border_width_top=&#8221;1px&#8221; border_color_top=&#8221;#D6D6D6&#8243; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>The Role of Out-of-Band Management in AI<\/h2>\n<p><span style=\"font-weight: 400;\">Out-of-band (OOB) management is a must-have for organizations scaling their AI capabilities. Unlike traditional in-band systems that rely on the production network, OOB operates independently to give teams uninterrupted access and control. They can remotely perform monitoring and maintenance tasks to AI infrastructure, <\/span><a href=\"https:\/\/zpesystems.com\/terminal-server-alternative-zs\/\"><span style=\"font-weight: 400;\">troubleshooting<\/span><\/a><span style=\"font-weight: 400;\">, and complete system recovery even if the production network goes offline.<\/span><\/p>\n<p>&nbsp;<\/p>\n<h3>How OOB Management Solves Key Challenges:<\/h3>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Minimized Downtime:<\/b><span style=\"font-weight: 400;\"> With OOB, IT teams can drastically reduce downtime by troubleshooting issues remotely rather than dispatching teams on-site.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Energy Efficiency:<\/b><span style=\"font-weight: 400;\"> Real-time monitoring and optimization of power distribution enable organizations to eliminate <\/span><a href=\"https:\/\/zpesystems.com\/zombie-servers-the-hidden-energy-drainers-in-data-centers\/\"><span style=\"font-weight: 400;\">zombie servers<\/span><\/a><span style=\"font-weight: 400;\"> and other inefficiencies.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Enhanced Security:<\/b><span style=\"font-weight: 400;\"> OOB systems isolate management traffic from production networks per CISA\u2019s best practice recommendations, which reduces the attack surface and mitigates cybersecurity risks.<\/span><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><b>Operational Efficiency:<\/b> Remote monitoring via OOB offers a complete view of environmental conditions and device health, so teams can operate proactively and prevent issues before failures happen.<\/li>\n<\/ul>\n<p>[\/et_pb_text][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;15px||0px||false|false&#8221; custom_padding=&#8221;30px||0px||false|false&#8221; border_width_top=&#8221;1px&#8221; border_color_top=&#8221;#D6D6D6&#8243; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Use Cases: Out-of-Band Management for AI<\/h2>\n<p><span style=\"font-weight: 400;\">There\u2019s no shortage of use cases for AI, but organizations often overlook implementing out-of-band in their environment. Aside from using OOB in AI data centers, here are some real-world use cases of out-of-band management for AI.<\/span><\/p>\n<h3>1. Autonomous Vehicle R&amp;D<\/h3>\n<p><span style=\"font-weight: 400;\">Developers of self-driving technology find it difficult to manage their high-density AI clusters, especially because outages delay testing and development. By implementing OOB management, these developers can reduce recovery times from hours to minutes and shorten development timelines.<\/span><\/p>\n<h3>2. Financial Services Firms<\/h3>\n<p><span style=\"font-weight: 400;\">Banks deploy AI to detect and combat fraud, but these power-hungry systems often lead to inefficient energy usage in the data center. With OOB management, they can gain transparency into GPU and CPU utilization. Not only can they eliminate energy waste, but they can optimize resources to improve model processing speeds.<\/span><\/p>\n<h3>3. University AI Labs<\/h3>\n<p><span style=\"font-weight: 400;\">Universities run AI research on supercomputers, but this strains the underlying infrastructure with high temperatures that can cause failures. OOB management can provide real-time visibility into air temperature, device fan speed, and cooling systems to prevent infrastructure failures.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;rgba(120,130,138,0.15)&#8221; custom_margin=&#8221;0px||0px||false|false&#8221; custom_padding=&#8221;0px||0px||false|false&#8221; da_disable_devices=&#8221;off|off|off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row column_structure=&#8221;3_5,2_5&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; background_color=&#8221;#214C64&#8243; width=&#8221;auto&#8221; custom_margin=&#8221;30px||30px||true|false&#8221; custom_padding=&#8221;0px||||false|false&#8221; border_color_top=&#8221;#78828A&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;3_5&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; text_font=&#8221;||||||||&#8221; text_text_color=&#8221;#FFFFFF&#8221; custom_padding=&#8221;15px|30px|15px|30px|true|true&#8221; border_color_top=&#8221;#D6D6D6&#8243; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Download Our Guide, <i>Solving AI Infrastructure Challenges with Out-of-Band Management<\/i><\/h2>\n<p><span style=\"font-weight: 400;\">Out-of-band management is the key to having reliable, high-performing AI infrastructure. But what does it look like? What devices does it work with? How do you implement it?<\/span><\/p>\n<p><span style=\"font-weight: 400;\">Download our whitepaper <\/span><i><span style=\"font-weight: 400;\">Solving AI Infrastructure Challenges with Out-of-Band Management<\/span><\/i><span style=\"font-weight: 400;\"> for answers. You\u2019ll also get Nvidia\u2019s SuperPOD reference design along with a list of devices that integrate with out-of-band. Click the button for your instant download.<\/span><\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;2_5&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/zpesystems.com\/wp-content\/uploads\/2025\/01\/SolutionGuide-OOBforAI.png&#8221; alt=&#8221;SolutionGuide-OOBforAI&#8221; title_text=&#8221;SolutionGuide-OOBforAI&#8221; url=&#8221;https:\/\/go.zpesystems.com\/rs\/004-BTR-463\/images\/Solution-Guide-Solving-AI-Infrastructure-Challenges-with-OOBM.pdf&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_button button_url=&#8221;https:\/\/go.zpesystems.com\/rs\/004-BTR-463\/images\/Solution-Guide-Solving-AI-Infrastructure-Challenges-with-OOBM.pdf&#8221; button_text=&#8221;Download Whitepaper&#8221; button_alignment=&#8221;center&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section][et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_margin=&#8221;15px||15px||true|false&#8221; custom_padding=&#8221;0px||0px||true|false&#8221; da_disable_devices=&#8221;off|off|off&#8221; global_colors_info=&#8221;{}&#8221; da_is_popup=&#8221;off&#8221; da_exit_intent=&#8221;off&#8221; da_has_close=&#8221;on&#8221; da_alt_close=&#8221;off&#8221; da_dark_close=&#8221;off&#8221; da_not_modal=&#8221;on&#8221; da_is_singular=&#8221;off&#8221; da_with_loader=&#8221;off&#8221; da_has_shadow=&#8221;on&#8221;][et_pb_row _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; width=&#8221;auto&#8221; custom_margin=&#8221;0px||30px||false|false&#8221; custom_padding=&#8221;0px||||false|false&#8221; border_color_top=&#8221;#78828A&#8221; border_color_bottom=&#8221;#B5B5B5&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.2&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; custom_padding=&#8221;30px||||false|false&#8221; border_color_top=&#8221;#D6D6D6&#8243; global_colors_info=&#8221;{}&#8221;]<\/p>\n<h2>Resources for Out-of-Band Management and AI<\/h2>\n<ul>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/zpesystems.com\/out-of-band-deployment-zs\/\"><span style=\"font-weight: 400;\">Out-of-Band Deployment Guide<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/zpesystems.com\/ai-data-center-infrastructure-zs\/\"><span style=\"font-weight: 400;\">AI Data Center Infrastructure<\/span><\/a><\/li>\n<li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/zpesystems.com\/products\/branch-solutions\/nodegrid-gate-sr-with-nvidia-jetson-nano\/\"><span style=\"font-weight: 400;\">Gen 3 Out-of-Band Management with Nvidia Jetson Nano for AI Workloads<\/span><\/a><\/li>\n<\/ul>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Out-of-band management makes AI infrastructure resilient and efficient. Read our post and download our whitepaper to see how it works.<\/p>\n","protected":false},"author":5,"featured_media":227810,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"","content-type":"","footnotes":""},"categories":[89,32,87,98,165,88,103,102,156,101,84,93,82,83,99,100,90,112,134],"tags":[],"class_list":["post-227741","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-actionable-data","category-datacenter-management","category-data-center-resilience","category-data-logging","category-edge-computing","category-failover-connectivity","category-improve-network-security","category-increase-productivity","category-micro-segmentation","category-minimize-impact-of-disruptions","category-monitoring-reporting","category-network-automation","category-out-of-band-management","category-power-management","category-remote-network-management","category-streamline-deployments","category-vendor-neutral-platform","category-zero-touch-provisioning","category-zero-trust-security"],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v26.0 (Yoast SEO v26.0) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Why Out-of-Band Management Is Critical to AI Infrastructure - ZPE Systems<\/title>\n<meta name=\"description\" content=\"Out-of-band management makes AI infrastructure resilient and efficient. 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tag\">Improve Network Security<\/a> <a href=\"https:\/\/zpesystems.com\/category\/increase-productivity\/\" rel=\"category tag\">Increase Productivity<\/a> <a href=\"https:\/\/zpesystems.com\/category\/micro-segmentation\/\" rel=\"category tag\">Micro-segmentation<\/a> <a href=\"https:\/\/zpesystems.com\/category\/minimize-impact-of-disruptions\/\" rel=\"category tag\">Minimize Impact of Disruptions<\/a> <a href=\"https:\/\/zpesystems.com\/category\/remote-network-management\/monitoring-reporting\/\" rel=\"category tag\">Monitoring &amp; Reporting<\/a> <a href=\"https:\/\/zpesystems.com\/category\/increase-productivity\/network-automation\/\" rel=\"category tag\">Network Automation<\/a> <a href=\"https:\/\/zpesystems.com\/category\/remote-network-management\/out-of-band-management\/\" rel=\"category tag\">Out of Band Management<\/a> <a href=\"https:\/\/zpesystems.com\/category\/remote-network-management\/power-management\/\" rel=\"category tag\">Power Management<\/a> <a 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