RCR Wireless
  • News
  • Channels
    • 5G
    • 6G
    • BSS OSS
    • Carriers
    • IoT
    • Network Infrastructure
    • Open RAN
    • Private 5G
    • Telco AI
    • Telco Cloud
    • Test & Measurement
  • Resources
    • Reports
    • Webinars
    • White papers
    • AI Fundamentals
    • Analyst Angle
    • Editorial Calendar
    • Fundamentals
      • 5G NR Release 17
      • AI
        • Telco AI in 2025
    • Podcasts
      • Let’s Get Digital with Carrie Charles
      • Wireless Connectivity to Enable Industry 4.0 for the Middleprise
      • Well Technically…
      • Will 5G Change the World
      • Accelerating Industry 4.0 Digitalization
  • AI Infrastructure
  • Programs
  • Events
  • RCRtv
  • Advertise
  • Subscribe
Tuesday, September 1, 2026
RCR Wireless
  • News
  • Channels
    • 5G
    • 6G
    • BSS OSS
    • Carriers
    • IoT
    • Network Infrastructure
    • Open RAN
    • Private 5G
    • Telco AI
    • Telco Cloud
    • Test & Measurement
  • Resources
    • Reports
    • Webinars
    • White papers
    • AI Fundamentals
    • Analyst Angle
    • Editorial Calendar
    • Fundamentals
      • 5G NR Release 17
      • AI
        • Telco AI in 2025
    • Podcasts
      • Let’s Get Digital with Carrie Charles
      • Wireless Connectivity to Enable Industry 4.0 for the Middleprise
      • Well Technically…
      • Will 5G Change the World
      • Accelerating Industry 4.0 Digitalization
  • AI Infrastructure
  • Programs
  • Events
  • RCRtv
  • Advertise
  • Subscribe
Add RCR Wireless as a preferred source on Google
  • Qualcomm 6G Insights
  • Huawei Content Hub
  • Qualcomm – 6G Vision
  • OSS/BSS Channel
  • RCRTech Roundtable: AI Infrastructure
RCR Wireless
RCR Wireless
  • Advanced Mimo
  • Mobile mmWave
  • 5G Positioning
  • Green Networks
  • Metaverse
  • Automotive
  • Industrial and Wide-area IoT
Copyright 2021 - All Right Reserved
Home - Real-time data and network visibility
Big Data AnalyticsFeatured

Real-time data and network visibility

by Kelly Hill November 3, 2015
written by Kelly Hill November 3, 2015 Share
LinkedinEmail
Share 0LinkedinEmail
big data
Real-time vs. big data in networks
124

In a complex, multivendor network environment that is taking initial steps toward virtualization, the ability to have real-time insight into network conditions is becoming increasingly important.

“There’s a split coming between the fast data analytics that are required for network control and optimization – real-time functions – and the big data analytics that are deeper and allow you to get into customer experience management and understand the trends in your network and things that would help marketing departments do a little bit more targeted marketing and get ROI there,” said Scott Sumner, VP of solutions development at Accedian Networks.

Interoperability is a real challenge in getting to uniform network visibility, Sumner said, and the polling that is often done to gather data typically doesn’t happen fast enough to be useful to operators. He also said that as network operators move toward more virtualization, concerns about performance and the accuracy of measurements can hinder effective migrations to virtualized network functions. In addition, there will be a wider range of places in the network that need to be instrumented in order to get visibility that is no longer centered on hardware. The sheer amount of data, he added, means that automation and machine learning will be key.

“Things are happening on a per-service, per-application, potentially per-user basis in real time, and the … answer to that is you need analytics, but you also need to use some deep learning or machine learning to be able to take that network performance visibility that’s happening and correlate it with the subscriber state or the subscriber’s context, … the time of day, how the network is configured and come up with some sort of proactive or pre-emptive way to solve problems before, or as they’re occurring, and report the necessary correlations,” Sumner said.

Watch the full network visibility discussion with Sumner below:

[embedyt] http://www.youtube.com/watch?v=si7H1jus6Pk[/embedyt]

Another question is how to approach big data projects in telecom. Anssi Tauriainen, director of business development for analytics with EXFO, said that EXFO’s approach is in terms of service assurance. He said the company often sees a technical focus in big data projects, looking at the capabilities of the platform – how fast it is, how many queries can be made, how much data can be captured, which can actually result in a loss of project focus. As long as a platform is scalable and flexible, he said, starting with the most critical use cases and then being able to change and expand them as time goes on provides more benefit than trying to do everything for all users at once.

“It’s easy to lose your focus … trying to build something which fulfills every single user’s needs for the analytics,” he said.

While it is necessary to have a structure or platform set up to collect data, he said, specialist solutions can be added which provide the granularity and specific data mining that are needed by users across the service provider organization, from customer experience management to radio network optimization and network planning. See the interview with Tauriainen below:

[embedyt] http://www.youtube.com/watch?v=K1mGuKFofhY[/embedyt]

 

Want to learn more about the uses of real-time analytics and big data? Read RCR’s special report and watch the webinar. 

 

Follow me on Twitter! @khillrcr

You Might Also Like
  • 6G Forum 2026
  • Intelligent RAN Forum 2026
  • NTN Integration Forum 2026
  • Operators are seeking greater control of NTN: GSMA Intelligence
  • Telecom at a crossroads: Monetizing data, fighting fraud and scaling for the future (Reader Forum)
  • AI infra brief: From Schneider Electric, Oracle, Digital Realty and more
Share 0 LinkedinEmail
Kelly Hill

Kelly Hill reports on network test and measurement, AI infrastructure and regulatory issues, including spectrum, for RCR Wireless News. She began covering the wireless industry in 2005, focusing on carriers and MVNOs, then took a few years’ hiatus and returned to RCR Wireless News to write about heterogeneous networks (remember those?) and network infrastructure. Kelly is an Ohio native with a masters degree in journalism from the University of California, Berkeley, where she focused on science writing and multimedia. She has written for the San Francisco Chronicle, The Oregonian and The Canton Repository. She lives in northern Virginia, not far from Data Center Alley.

previous post
Enterprise small cell market enters deployment phase
next post
FreedomPop snares Intel investment, plans for Intel-powered Wi-Fi device

White Papers

  • Norton eBook: The 2026 Telco Playbook

  • Enea White Paper: Why Intelligent AAA is the Swiss Army Knife of Telecom

  • CSG White Paper: Telco AI Enabler: Mediation’s Defining Role

  • Enea White Paper: Scalable Database Design for 5G and Beyond

  • Supermicro and NVIDIA Whitepaper: Powering sovereign AI at scale

Editorial Reports

  • Report: Rethinking the RAN

  • Report: Building AI-Era Network Fabrics

  • Quantum Safe Networks Market Pulse Report

Webinars

  • Mimosa Webinar – Build the Right Network

  • Webinar: Building 6G — aligning technology, policy and purpose

  • SIMCom Webinar: Scaling your next deployment – from plastic to provisioning

  • Webinar: Rethinking the RAN as AI, cloud and openness converge

  • Webinar: Scale-Up, Scale-Out, Scale-Across – Building AI-Era Network Fabrics

Since 1982, RCR Wireless News has been providing wireless and mobile industry news, insights, and analysis to mobile and wireless industry professionals, decision makers, policy makers, analysts and investors.

Facebook Twitter Youtube Linkedin Envelope Rss

Useful Links

  • Subscribe
  • About RCR Wireless News
  • Contact Us
  • Advertise
  • Editorial Calendar
  • Archive
  • RSS
  • Wireless News Archive
  • Subscribe
  • About RCR Wireless News
  • Contact Us
  • Advertise
  • Editorial Calendar
  • Archive
  • RSS
  • Wireless News Archive

Edtior's Picks

Managing complexity in a growing MVNO business 
AT&T takes OTel 2.0 into production
Report: Rethinking the RAN

Latest Articles

Managing complexity in a growing MVNO business 
AT&T takes OTel 2.0 into production
Report: Rethinking the RAN
How space traffic management can save our satellites (Reader Forum)

© 2026 RCR Wireless News All Right Reserved. Developed by Eight Hats.

Cookie Policy | Privacy Policy

RCR Wireless
  • News
  • Channels
    • 5G
    • 6G
    • BSS OSS
    • Carriers
    • IoT
    • Network Infrastructure
    • Open RAN
    • Private 5G
    • Telco AI
    • Telco Cloud
    • Test & Measurement
  • Resources
    • Reports
    • Webinars
    • White papers
    • AI Fundamentals
    • Analyst Angle
    • Editorial Calendar
    • Fundamentals
      • 5G NR Release 17
      • AI
        • Telco AI in 2025
    • Podcasts
      • Let’s Get Digital with Carrie Charles
      • Wireless Connectivity to Enable Industry 4.0 for the Middleprise
      • Well Technically…
      • Will 5G Change the World
      • Accelerating Industry 4.0 Digitalization
  • AI Infrastructure
  • Programs
  • Events
  • RCRtv
  • Advertise
  • Subscribe
RCR Wireless
  • News
  • Channels
    • 5G
    • 6G
    • BSS OSS
    • Carriers
    • IoT
    • Network Infrastructure
    • Open RAN
    • Private 5G
    • Telco AI
    • Telco Cloud
    • Test & Measurement
  • Resources
    • Reports
    • Webinars
    • White papers
    • AI Fundamentals
    • Analyst Angle
    • Editorial Calendar
    • Fundamentals
      • 5G NR Release 17
      • AI
        • Telco AI in 2025
    • Podcasts
      • Let’s Get Digital with Carrie Charles
      • Wireless Connectivity to Enable Industry 4.0 for the Middleprise
      • Well Technically…
      • Will 5G Change the World
      • Accelerating Industry 4.0 Digitalization
  • AI Infrastructure
  • Programs
  • Events
  • RCRtv
  • Advertise
  • Subscribe
@2020 - All Right Reserved. Designed and Developed by PenciDesign