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[Accelerate business growth](#)[Accelerate business growth](https://www.verizon.com) Accelerate business growth - [Overview](https://www.verizon.com/business/solutions/accelerate-growth/) - [Grow with immersive experiences](https://www.verizon.com/business/solutions/accelerate-growth/immersive-experiences/) - [Simplify and secure payment processing](https://www.verizon.com/business/solutions/accelerate-growth/payment-options/) - [Elevate your quick service restaurant](https://www.verizon.com/business/solutions/accelerate-growth/quick-service-restaurant/) - [Secure your business](#)[Secure your business](https://www.verizon.com) Secure your business - [Overview](https://www.verizon.com/business/solutions/secure-your-business/) - [Core to edge network security](https://www.verizon.com/business/solutions/secure-your-business/safeguard-from-core-to-edge/) - [Small business cybersecurity solutions](https://www.verizon.com/business/solutions/secure-your-business/small-business-cybersecurity/) - [Fortify with business continuity solutions](https://www.verizon.com/business/solutions/secure-your-business/continuity/) - [Keep remote workers securely connected](https://www.verizon.com/business/solutions/secure-your-business/remote-continuity/) - [What's new](#)[What's new](https://www.verizon.com) What's new - [Data Breach Investigations Report](https://www.verizon.com/business/resources/reports/dbir/) - [Verizon Business Marketplace](https://www.verizon.com/business/solutions/marketplace/) - [Go to all solutions](https://www.verizon.com/business/solutions/) Insights Insights [Insights](https://www.verizon.com) Insights - [Why Verizon](#)[Why Verizon](https://www.verizon.com) Why Verizon - [Why choose us](https://www.verizon.com/business/why-verizon/) - [Executive Briefing Program](https://www.verizon.com/business/why-verizon/executive-briefing-program/) - [Looking Glass](https://www.verizon.com/business/why-verizon/looking-glass/) - [Awards and recognition](https://www.verizon.com/business/why-verizon/industry-awards-and-recognition/) - [Events and webinars](#)[Events and webinars](https://www.verizon.com) Events and webinars - [Enterprise](https://www.verizon.com/business/resources/events/enterprise/) - [Small Business](https://www.verizon.com/business/resources/events/small-business/) - [Public Sector](https://www.verizon.com/business/resources/events/public-sector/) - [All events and webinars](https://www.verizon.com/business/resources/events/) - [Popular topics](#)[Popular topics](https://www.verizon.com) Popular topics - [Distance learning](https://www.verizon.com/business/resources/distance-learning/) - [5G Edge and why it matters](https://www.verizon.com/business/resources/edge/) - [Healthcare](https://www.verizon.com/business/resources/healthcare/) - [Improving CX](https://www.verizon.com/business/resources/improving-cx/) - [Network as a Service](https://www.verizon.com/business/resources/network-as-a-service/) - [New workplace](https://www.verizon.com/business/resources/new-workplace/) - [Public safety](https://www.verizon.com/business/resources/public-safety/) - [Security strategies](https://www.verizon.com/business/resources/security-strategy/) - [Scaling AI](https://www.verizon.com/business/resources/scaling-ai/) - [Featured resources](#)[Featured resources](https://www.verizon.com) Featured resources - [Data Breach Investigations Report](https://www.verizon.com/business/resources/reports/dbir/) - [Mobile Security Index report](https://www.verizon.com/business/resources/reports/mobile-security-index/) - [Payment Security Report](https://www.verizon.com/business/reports/payment-security-report/) - [Gartner recognition](https://www.verizon.com/business/why-verizon/recognition/gartner/) - [Verizon Partner Network](https://www.verizon.com/business/resources/partner-network/) - [Customer success stories](#)[Customer success stories](https://www.verizon.com) Customer success stories - [$3.4B in retail sales with Verizon](https://www.verizon.com/business/resources/customer-success-stories/iot-connectivity-unattended-retail-operations/) - [City of Irving's priority connection](https://www.verizon.com/business/resources/customer-success-stories/5g-network-slicing-public-safety/) - [Supporting school safety](https://www.verizon.com/business/resources/customer-success-stories/status-solutions-network-school-safety-technology/) - [NHL's innovative Verizon partnership](https://www.verizon.com/business/resources/customer-success-stories/nhl-deployed-private-wireless-network/) - [All stories](https://www.verizon.com/business/resources/customer-success-stories/) - [All insights](https://www.verizon.com/business/resources/) [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) [](https://www.verizon.com/business/ "Verizon Business") [Log In](https://mblogin.verizonwireless.com/account/business/signin) Close [](https://www.verizon.com/business/support/carts/) Close [Business](https://www.verizon.com/business/) [Personal](https://www.verizon.com/) Mobile Mobile [Mobile](https://www.verizon.com) - [Mobile plans](#) [Mobile plans](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Shop all plans](https://www.verizon.com/business/products/mobile/plans/) - [My Biz Plan](https://www.verizon.com/business/products/mobile/plans/my-biz/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Complete](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Device protection](https://www.verizon.com/business/products/mobile/plans/device-protection/) - [International services](https://www.verizon.com/business/products/plans/international/) - [TravelPass](https://www.verizon.com/business/products/plans/international/travel/#plan-options) - [Go to all mobile](https://www.verizon.com/business/products/mobile/) - [Phones](#) [Phones](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Shop all phones & devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Smartphones](https://www.verizon.com/business/shop/products/devices/smartphones) - [Bring your own device](https://www.verizon.com/business/shop/products/devices/smartphones/byod) - [Smartphone as a Service](https://www.verizon.com/business/products/mobile/plans/business-complete/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Certified pre-owned devices](https://www.verizon.com/business/shop/products/devices/certified-pre-owned) - [Basic phones](https://www.verizon.com/business/shop/products/devices/basic-phones) - [Desk and conference phones](https://www.verizon.com/business/shop/products/devices/deskphones) - [Trade in your device](https://www.verizon.com/business/products/mobile/trade-in/) - [Connected devices](#) [Connected devices](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Shop all devices](https://www.verizon.com/business/shop/products/devices/all-devices) - [Tablets](https://www.verizon.com/business/shop/products/devices/tablets) - [Laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Mobile hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [5G devices](https://www.verizon.com/business/shop/products/devices/5g) - [Smartwatches](https://www.verizon.com/business/shop/products/devices/smart-watches) - [Public Sector devices](https://www.verizon.com/business/products/mobile/public-sector/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) - [Brands](#) [Brands](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) Internet Internet [Internet](https://www.verizon.com) - [Business Internet](#) [Business Internet](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Shop all Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Fios Business Internet](https://www.verizon.com/business/products/internet/fios/) - [5G Business Internet](https://www.verizon.com/business/products/internet/5g/) - [LTE Business Internet](https://www.verizon.com/business/products/internet/lte/) - [Backup and Flexible Use Internet](https://www.verizon.com/business/products/internet/backup-failover/) - [Business Internet On-the-Go](https://www.verizon.com/business/products/internet/portable-internet/) - [More](#) [More](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Internet Dedicated](https://www.verizon.com/business/products/internet/internet-dedicated/) - [Business Broadband](https://www.verizon.com/business/products/internet/business-broadband/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [TechTeam support](https://www.verizon.com/business/products/internet/techteam/) - [Internet usage calculator](https://www.verizon.com/business/products/networks/connectivity/lte-business-internet/lte-internet-usage-calculator/) - [Equipment and devices](#) [Equipment and devices](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Jetpacks and hotspots](https://www.verizon.com/business/shop/products/devices/mobile-hotspots) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [TV](#) [TV](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Fios TV](https://www.verizon.com/business/products/business-tv/) - [Deals](#) [Deals](https://www.verizon.com/business/resources/articles/s/how-edge-computing-data-analytics-can-help-manufacturing/) - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Internet and mobile bundle](https://www.verizon.com/business/products/internet/deals/wireless-internet-phone-bundle/) - [Veteran and military offers](https://www.verizon.com/business/products/deals/discounts/military/) Solutions Solutions [Solutions](https://www.verizon.com) Solutions - [Products](#)[Products](https://www.verizon.com) Products - [Mobile](#)[Mobile](https://www.verizon.com) Mobile - [Shop all mobile](https://www.verizon.com/business/products/mobile/) - [Shop all deals](https://www.verizon.com/business/products/mobile/deals/) - [Mobile plans](https://www.verizon.com/business/products/mobile/plans/) - [Rugged phones](https://www.verizon.com/business/products/mobile/rugged-phones/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Connected laptops](https://www.verizon.com/business/products/mobile/laptops/) - [Apple](https://www.verizon.com/business/products/mobile/apple/) - [Samsung](https://www.verizon.com/business/products/mobile/samsung/) - [Google](https://www.verizon.com/business/products/mobile/google/) - [Internet](#)[Internet](https://www.verizon.com) Internet - [Shop all deals](https://www.verizon.com/business/products/internet/deals/) - [Business Internet](https://www.verizon.com/business/products/internet/) - [Check internet availability](https://www.verizon.com/foryoursmallbiz/Internet) - [Routers & extenders](https://www.verizon.com/business/products/internet/routers-network-extenders/) - [Fios TV](https://www.verizon.com/business/products/internet/business-tv/) - [Tech support](https://www.verizon.com/business/products/internet/service-protection-plan/) - [Internet speed test](https://www.verizon.com/business/products/internet/business-speed-test/) - [Internet security solution](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Network](#)[Network](https://www.verizon.com) Network - [Overview](https://www.verizon.com/business/products/networks/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Managed network services](https://www.verizon.com/business/products/networks/managed-network-services/) - [Virtual network services](https://www.verizon.com/business/products/networks/virtual-network-services/) - [Connectivity](https://www.verizon.com/business/products/networks/connectivity/) - [On Site 5G & Edge](https://www.verizon.com/business/products/networks/on-site-5g/) - [CPE and Subscription Services](https://www.verizon.com/business/products/networks/cpe-and-subscription-services/) - [Security](#)[Security](https://www.verizon.com) Security - [Overview](https://www.verizon.com/business/products/security/) - [DDoS Shield](https://www.verizon.com/business/products/security/network-cloud-security/ddos-shield/) - [Secure Access Service Edge (SASE)](https://www.verizon.com/business/products/security/network-cloud-security/sase-management/) - [Managed Security Services](https://www.verizon.com/business/products/security/network-cloud-security/security-device-monitoring-management/) - [Business Internet Secure](https://www.verizon.com/business/products/security/business-internet-secure/) - [Verizon Business Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/business-internet-security/) - [Verizon Business Mobile Internet Security](https://www.verizon.com/business/products/security/network-cloud-security/mobile-internet-security/) - [Mobile Device Management](https://www.verizon.com/business/products/security/mobile-device-management/) - [Mobile Threat Defense](https://www.verizon.com/business/products/security/mobile-threat-defense/) - [Business Mobile Secure Plus](https://www.verizon.com/business/products/security/business-mobile-secure-plus/) - [Voice and collaboration](#)[Voice and collaboration](https://www.verizon.com) Voice and collaboration - [Overview](https://www.verizon.com/business/products/voice-collaboration/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Webex Cloud Communications](https://www.verizon.com/business/products/voice-collaboration/webex-cloud-communications/) - [Verizon Calling Solutions for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/) - [VoIP phone services](https://www.verizon.com/business/products/voice-collaboration/voip/) - [Push to Talk Plus](https://www.verizon.com/business/products/voice-collaboration/push-talk-plus/) - [Business & Enterprise Messaging](https://www.verizon.com/business/products/voice-collaboration/business-sms-solutions/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [Plain Old Telephone Service](https://www.verizon.com/business/products/voice-collaboration/plain-old-telephone-service-replacement/) - [Contact centers and CX](#)[Contact centers and CX](https://www.verizon.com) Contact centers and CX - [Overview](https://www.verizon.com/business/products/contact-center-cx/) - [Cloud contact center](https://www.verizon.com/business/products/contact-center-cx/cloud-contact-center/) - [Voice security](https://www.verizon.com/business/products/contact-center-cx/voice-security/) - [Customer engagement](https://www.verizon.com/business/products/contact-center-cx/customer-engagement/) - [Voice services](https://www.verizon.com/business/products/contact-center-cx/voice-services/) - [Voice API solutions](https://www.verizon.com/business/products/contact-center-cx/voice-api/) - [Internet of Things](#)[Internet of Things](https://www.verizon.com) Internet of Things - [Overview](https://www.verizon.com/business/products/internet-of-things/) - [IoT devices](https://www.verizon.com/business/products/internet-of-things/devices/) - [IoT networks](https://www.verizon.com/business/products/internet-of-things/iot-networks/) - [5G Standalone & RedCap](https://www.verizon.com/business/products/internet-of-things/iot-networks/5g-standalone-redcap/) - [IoT platform (ThingSpace) and services](https://www.verizon.com/business/products/internet-of-things/iot-platform-and-services/) - [IoT applications](https://www.verizon.com/business/products/internet-of-things/iot-applications/) - [IoT Satellite Connectivity](https://www.verizon.com/business/products/internet-of-things/satellite-connectivity/) - [Fleet management](https://www.verizonconnect.com?utm_medium=referral&utm_source=verizon&lead=verizonReferral) - [5G Edge](#)[5G Edge](https://www.verizon.com) 5G Edge - [Overview](https://www.verizon.com/business/products/5g-edge/) - [Accelerated Access facial authentication](https://www.verizon.com/business/products/5g-edge/accelerated-access/) - [Crowd Analytics](https://www.verizon.com/business/products/5g-edge/crowd-analytics/) - [Go to all products](https://www.verizon.com/business/products/) - [Industry](#)[Industry](https://www.verizon.com) Industry - [Construction](#)[Construction](https://www.verizon.com) Construction - [Overview](https://www.verizon.com/business/solutions/industry/construction/) - [Future-ready worksites](https://www.verizon.com/business/solutions/industry/construction/future-ready-worksites/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/construction/efficient-operations/) - [Connected workforces](https://www.verizon.com/business/solutions/industry/construction/connected-workforces/) - [Data security](https://www.verizon.com/business/solutions/industry/construction/security-for-workforces-digital-data/) - [Healthcare](https://www.verizon.com/business/solutions/industry/healthcare/) - [Automotive](#)[Automotive](https://www.verizon.com) Automotive - [Overview](https://www.verizon.com/business/solutions/industry/automotive/) - [Connected vehicles](https://www.verizon.com/business/solutions/industry/automotive/autonomous-connected-vehicles/) - [Unified technology](https://www.verizon.com/business/solutions/industry/automotive/autonomous-vehicle-deployment-solutions/) - [Immersive vehicle experiences](https://www.verizon.com/business/solutions/industry/automotive/immersive-customer-vehicle-experiences/) - [Data security](https://www.verizon.com/business/solutions/industry/automotive/protecting-vehicle-and-customer-data/) - [Manufacturing](#)[Manufacturing](https://www.verizon.com) Manufacturing - [Overview](https://www.verizon.com/business/solutions/industry/manufacturing/) - [Enabling Industry 4.0](https://www.verizon.com/business/solutions/industry/manufacturing/smart-manufacturing-and-industry-4-0/) - [Improving your productivity](https://www.verizon.com/business/solutions/industry/manufacturing/connected-factories/) - [Enhancing your security](https://www.verizon.com/business/solutions/industry/manufacturing/data-protection-and-privacy-solutions/) - [Empowering your workforce](https://www.verizon.com/business/solutions/industry/manufacturing/connected-workforce/) - [Distribution & logistics](https://www.verizon.com/business/solutions/industry/distribution-logistics/) - [Retail](#)[Retail](https://www.verizon.com) Retail - [Overview](https://www.verizon.com/business/solutions/industry/retail/) - [Enterprise connectivity](https://www.verizon.com/business/solutions/industry/retail/digital-connectivity-in-business/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/retail/enhancing-customer-experiences/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/retail/operational-efficiency-with-iot/) - [Data protection](https://www.verizon.com/business/solutions/industry/retail/protecting-customer-payment-and-company-data/) - [Financial](#)[Financial](https://www.verizon.com) Financial - [Overview](https://www.verizon.com/business/solutions/industry/financial/) - [Better infrastructure](https://www.verizon.com/business/solutions/industry/financial/building-a-better-infrastructure/) - [Protect critical data Data security](https://www.verizon.com/business/solutions/industry/financial/protecting-critical-financial-data/) - [Personalized customer experiences](https://www.verizon.com/business/solutions/industry/financial/improving-customer-experience/) - [Real-time innovation](https://www.verizon.com/business/solutions/industry/financial/real-time-innovation/) - [Media & entertainment](#)[Media & entertainment](https://www.verizon.com) Media & entertainment - [Overview](https://www.verizon.com/business/solutions/industry/media-entertainment/) - [Intelligent venues](https://www.verizon.com/business/solutions/industry/media-entertainment/intelligent-venues-and-arenas/) - [Connected athletes](https://www.verizon.com/business/solutions/industry/media-entertainment/connected-athletes/) - [Enhance experiences](https://www.verizon.com/business/solutions/industry/media-entertainment/enhancing-customer-venue-experiences/) - [Data and IP protection](https://www.verizon.com/business/solutions/industry/media-entertainment/protect-ip-and-data/) - [Energy & utilities](#)[Energy & utilities](https://www.verizon.com) Energy & utilities - [Overview](https://www.verizon.com/business/solutions/industry/energy-and-utilities/) - [Connected smart grids](https://www.verizon.com/business/solutions/industry/energy-and-utilities/smart-grids/) - [Efficient operations](https://www.verizon.com/business/solutions/industry/energy-and-utilities/operation-efficiencies/) - [Data security](https://www.verizon.com/business/solutions/industry/energy-and-utilities/safeguarding-data/) - [Enhanced customer experiences](https://www.verizon.com/business/solutions/industry/energy-and-utilities/differentiated-cx/) - [Public Sector](#)[Public Sector](https://www.verizon.com) Public Sector - [Overview](https://www.verizon.com/business/solutions/public-sector/) - [Education](https://www.verizon.com/business/solutions/public-sector/education/) - [Federal Government](https://www.verizon.com/business/solutions/public-sector/federal-government/) - [Public Safety](https://www.verizon.com/business/solutions/public-sector/public-safety/) - [State & Local Government](https://www.verizon.com/business/solutions/public-sector/state-local-government/) - [All Industries](https://www.verizon.com/business/solutions/industry/) - [Small business](#)[Small business](https://www.verizon.com) Small business - [Overview](https://www.verizon.com/business/solutions/small-business/) - [Business Unlimited plans](https://www.verizon.com/business/products/mobile/plans/business-unlimited/) - [Business internet](https://www.verizon.com/business/products/internet/) - [Bring your own device](https://www.verizon.com/business/products/mobile/plans/bring-your-own-device/) - [Verizon Business Marketplace](https://www.verizon.com/business/solutions/marketplace/) - [Business Assistant](https://www.verizon.com/business/solutions/ai-business-assistant/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Enterprise](#)[Enterprise](https://www.verizon.com) Enterprise - [Overview](https://www.verizon.com/business/solutions/enterprise/) - [Connectivity innovations](https://www.verizon.com/business/resources/lp/connectivity-innovations/) - [Verizon AI Connect](https://www.verizon.com/business/solutions/ai-connect/) - [Verizon Mobile for Microsoft Teams](https://www.verizon.com/business/products/voice-collaboration/microsoft-teams/unified-mobile/) - [On Site 5G & Edge](https://www.verizon.com/business/products/networks/on-site-5g/) - [5G Edge computing](https://www.verizon.com/business/solutions/business-intelligence/edge-computing/) - [Supercharge your IT with 5G](https://www.verizon.com/business/solutions/it-infrastructure/5g/) - [Better infrastructure](https://www.verizon.com/business/solutions/build-a-better-infrastructure/) - [One Talk](https://www.verizon.com/business/products/voice-collaboration/one-talk/) - [Public Sector](#)[Public Sector](https://www.verizon.com) Public Sector - [Overview](https://www.verizon.com/business/solutions/public-sector/) - [DBIR for Public Sector](https://www.verizon.com/business/resources/reports/2024-dbir-public-sector-snapshot.pdf) - [Security](https://www.verizon.com/business/products/security/) - [Public Sector devices](https://www.verizon.com/business/products/mobile/public-sector/) - [Education](https://www.verizon.com/business/solutions/public-sector/education/) - [Federal Government](https://www.verizon.com/business/solutions/public-sector/federal-government/) - [Public Safety](https://www.verizon.com/business/solutions/public-sector/public-safety/) - [State & Local Government](https://www.verizon.com/business/solutions/public-sector/state-local-government/) - 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[Overview](https://www.verizon.com/business/solutions/business-intelligence/) - [Improve business intelligence](https://www.verizon.com/business/solutions/business-intelligence/improving-business-insights/) - [Get faster insights with Edge computing](https://www.verizon.com/business/solutions/business-intelligence/edge-computing/) - [Achieve wisdom with digital transformation](https://www.verizon.com/business/solutions/business-intelligence/digital-transformation/) - [Navigate new working models](#)[Navigate new working models](https://www.verizon.com) Navigate new working models - [Overview](https://www.verizon.com/business/solutions/navigating-new-working-models/) - [Contact center customer experience](https://www.verizon.com/business/solutions/navigating-new-working-models/contact-center/) - [Empower remote contact center agents](https://www.verizon.com/business/solutions/navigating-new-working-models/virtual-contact-center/) - [Thrive in the anywhere workplace](https://www.verizon.com/business/solutions/navigating-new-working-models/remote-work-from-home-solutions/) - 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Edge computing data analytics gets us there. Manufacturing has traditionally been rife with inefficiencies: Machines fail without warning, leading to expensive downtime. Operational know-how resides with a few experienced technicians. Everyday production metrics about parts produced and defects mitigated are mostly opaque. Industry 4.0 uses advanced technologies like the Internet of Things (IoT), artificial intelligence (AI) and machine learning (ML) to reduce these inefficiencies. They make both discrete and process manufacturing more transparent across the supply chain. The premise is that data from the edge—i.e., close to the source—makes operational technology (OT) more predictable. In Industry 4.0, [OT integrates with IT](https://www.verizon.com/business/resources/articles/s/ot-alignment/). Data from the shop floor feeds advanced ML algorithms that make operational decisions in near real time. Those decisions can be related to shutting down a machine that is about to fail or operating a robotic welding arm. Industry 4.0 is revolutionary, but to truly realize that potential, we need smart ways of processing all that data. That's why we need edge analytics. ## Edge computing data analytics When every asset on the shop floor is bristling with Industrial Internet of Things (IIoT) sensors, the volume of data generated can be immense. The promise of the data is that it can inform near-real-time decisions, which means the gathered data has to be processed in milliseconds. On-premises servers lack the capacity to handle extremely large volumes. Cloud computing can handle the volumes but cannot deliver on the near-real-time (eight milliseconds or less) aspect of the equation. Routing data back and forth to the cloud consumes bandwidth, and it might be a blunt force approach that may not even be needed for all the data collected on the shop floor. Edge computing data analytics make these decision-making processes more efficient. Edge analytics enable manufacturers to be smart about both volume and latency. It allows manufacturers to decentralize select data processing operations. Those that need near-real-time computing close to the edge, such as collaborative robot use, can lean on edge computing data analytics. Long-term ML model-crunching routes to the web. With edge analytics, manufacturers can also choose which data to save and which ones to destroy after use. ## Edge analytics use cases The future of edge computing data analytics is already here in a few enterprises that are further along the path to digital maturity. In many others, including mid-size companies, the OT/IT alignment is still a work in progress, partially due to costs that can be incurred to transform. Expect edge analytics to help manufacturers get the most out of their assets. IoT data, such as temperature, vibrations, humidity, etc., from assets feed ML models, which can predict parts failure days (if not weeks) in advance. In near real time, if machine failure is imminent, assets can be programmed to shut down automatically and alert the appropriate employee. Discrete manufacturers can also use AI to figure out which variables to tailor to meet daily production quotas and other key performance indicators. A prescriptive approach complements the predictive maintenance approach. Collaborative robots are becoming a fixture in manufacturing as they efficiently complement human expertise and are safer for production line use. Robots need data-driven decisions in near- real time, something that edge analytics delivers. Anomaly detection models, as applied to parts assembly and evaluation, also need near-real-time multi-access edge computing to accommodate high production volumes on the plant floor and is another use case for edge data analytics. Plenty of other advanced technologies such as augmented reality (AR) coast on the low-latency aspect of the edge equation. Both discrete and process manufacturers can expect to fully realize the powers of advanced technologies such as AI, ML, robotics, AR and VR to drive efficiencies in the supply chain, reduce downtime and improve daily production goals. Edge computing data analytics is a key enabler of these technologies in [the factory of the future](https://www.verizon.com/business/resources/articles/s/understanding-industry-4-0-and-how-it-will-help/). 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