Sony Pixel Power calrec Sony

What you need to know about data-driven grouping

08/12/2021

Any operator providing video services is faced with a fundamental operational challenge -with tens of thousands or millions of subscribers using their services every day with different apps, devices, across networks and regions - how can I make sense of potential terabytes of performance data and act on this in a timely manner?

At Agama we describe what we do as Video Observability - understanding the behavior and performance of video creation, delivery and consumption based on end-to-end monitoring and analytics allowing operators to be data-driven and collaborative.

This article will focus on one important aspect of our solution - how the massive dynamic grouping capability creates insights and drives value at our users.

How to deal with increased complexityWe live in a dynamic world where all the components of the service delivery and creation are in a state of change and enhancement, with configuration changes, feature additions and bug corrections. Updating the player app for instance is something that can happen on a weekly basis. Directly understanding if any such change is impacting the video experience is extremely valuable in an operational and product context.

Working with metadata as a basis for aggregation and analytics is a powerful method to manage this complexity and cornerstone in our solution for video observability.

Metadata - what is it and where does it come from ?We refer here to metadata as specific data that can be used to describe a device or service. It can be for example a version of an app, what CDN service is being consumed from, or network topology information. Metadata is not static but evolves over time and it can come from multiple sources. The device itself can of course provide information such as device type, OS version, app name, type of network connection etc.

Being able to use metadata provided from backend sources is also very powerful. For example, setting different service levels for subscribers allows SLOs (Service Level Objectives) to be tracked across the different customer tiers to help guide operational prioritization. Both types of metadata - from clients and from backends - can be used at the same time in the Agama system.

Another example is connecting a specific customer device to the place it is located. Here at Agama, we refer to that metadata as Logical Path Identifier (LPI). By extracting that from the network inventory and ingesting it into Agama, it's possible to create network performance maps of the complete access network topology with tens of thousands of groups. With the rich metric set in the solution, this means tracking tens of millions of real-time aggregates.

Metadata as a driver for analyticsThe metadata both pushed in real-time from subscriber devices and from backend API sources, can be used for extracting insights. An example is the OTT QoS Analytics app which can be used both for creating a high-level view of all relevant dimensions in the system and as a tool to drill down and identify areas with specific problems.

The app allows Ops teams to directly correlate and compare the most important KPIs for many different types of groups - type of devices, CDN, edge caches, type of service, region. All of this is generated in real-time using the metadata tagged for devices and services.

Going back to the network topology example, this provides more accurate and timely insights compared to traditional network analytics, including being used for closed-loop network automation. Our scalability, where massive real-time grouping can be made based on hundreds of thousands or millions of customer devices, is the foundation for creating these insights.

Wrapping upThere is no doubt that the creation of many thousands of relevant groups and aggregates is a core capability in Agama and something that differentiates us from other solutions on the market. The resulting insights and data are made available across our different applications - both as current status in the dashboard, in alerts, as well as overtime for correlation and comparison. Time and again we see how this generates large values both in terms of cost savings, deployment agility, and improved customer experience across technologies and types of operators, improving observability and reducing reaction times.

With a variaty of apps that visualize and highlight the KPIs for different types of workflows the solution puts this power into the hands of the relevant Ops and product teams. This makes a real difference when it comes to delivered video service performance and reliability, and ultimately, customer experience.
LINK: https://agama.tv/what-you-need-to-know-about-data-driven-grouping/...
See more stories from agama

Most recent headlines

05/01/2027

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be demoed at CES 2026

Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...

07/10/2026

Dalet Flex LTS Delivers Smarter Media Operations from Ingest to Distribution

Dalet, a leading technology and service provider for media-rich organizations, today announced the latest Long-Term Supported (LTS) release of Dalet Flex. Build...

06/09/2026

Dolby and MagentaTV Bring Fans Closer to the FIFA World Cup 2026 in Germany with Dolby Vision and Dolby Atmos

June 9 2026, 23:00 (PDT) Dolby and MagentaTV Bring Fans Closer to the FIFA Worl...

04/08/2026

Blendkit Expands Beyond Blender

Blendkit Expands Beyond Blender Brie Clayton August 4, 2026 0 Comments Popular 3D Asset Library Launches Alpha Plugins for Maya, Godot, and Rhino Blend...

04/08/2026

QC: Artificial Intelligence's Big Hammer Finds Another Nail

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

The AI Dilemma: Can C2PA Keep a Video's Provenance Intact?

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

BPS Gaining Traction in Broadcast and Other Sectors

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

Ikegami to Demonstrate Latest-Generation UNICAM Product R...

Ikegami has chosen the 11-14 September 2026 International Broadcasting Convention in Amsterdam as the European market launch venue for additions to its UNICAM p...

04/08/2026

Appear unifies hardware and software for live production...

Appear (IBC2026 booth 1.C61) will showcase new X & VX Platform capabilities that extend broadcast-grade performance from venue to cloud Appear ASA (OSE: APR), ...

04/08/2026

Broadcast Management Group Brings Amazon Prime Obsessed F...

LiveU, the global leader in live IP-video solutions, today highlighted the crucial role its EcoSystem played in Broadcast Management Group's (BMG) successfu...

04/08/2026

Scripps Completes Acquisition of WTVQ Lexington

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

U.S., U.K. Consumers Now Spend 11 Hours a Day Using Media

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

Sinclair Announces 2026 Annual Scholarship Winners

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

Tom DeLay: Only Congress Can Change Station Ownership Caps

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

IAB Tech Lab Upgrades Open Framework for Agentic Advertising

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

DirecTV For Business Inks New Agreement to Sell NFL Sunday Ticket

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

IEEE Broadcast Technology Society Honors Charles Einolf

Share Copy link Facebook X Linkedin Bluesky Email...

04/08/2026

Homecoming Artist Spotlight: Dreion

Homecoming Artist Spotlight: Dreion The singer, songwriter, and producer talks about finding his village at Berklee ahead of his Homecoming performance on Sep...

04/08/2026

As AI Increases Demands on Memory, Storage Steps Up

Surging AI demands are driving the need for massive datasets and context windows that burst past the confines of system memory. But rising needs aren't me...

04/08/2026

NVIDIA Alpamayo 2 Super, the Frontier Open Model for Robotaxis and Autonomous Vehicles, Now Available for Commercial Use

For robotaxis and other autonomous vehicles (AVs), the hardest problems aren'...

04/08/2026

AI Leaders Propose SAFE Guidelines for Cybersecurity Transparency

Members of the Open Secure AI Alliance - now more than 120 organizations strong - are developing new guidelines to strengthen agentic AI cybersecurity as the an...

04/08/2026

Dalet Announces Commercial Availability of Dalia, Bringing Media-Aware Agentic AI to Enterprise Productions

Dalet, a leading technology and service provider for media-rich organizations, t...

03/08/2026

SVGs TranSPORT Conference Returns to NYC on Oct. 20; Register Today!

SVG's annual TranSPORT conference returns to New York City for a full day of sessions focused on the current state of live-sports-transmission technology. S...

03/08/2026

SVG All-Stars: Stefan Richardson, Director, Global Broadcast, Riot Games

A five-time Emmy winner, this esports vet has built a production career on live storytelling, audience connection, and meeting viewers wherever they are The sp...

03/08/2026

MLBs Jason Hedgcock on Using the Cloud To Produce World Baseball Classic Games for Netflix Japan

Live production in the cloud is a growing trend across the industry and Major Le...

03/08/2026

Cookie Queens Is Sweet With Substance

(L-R) Nyah B., Nala B., Shannon Elizabeth S., Celia K., Olive G., and Nikki B. attend the Q&A for Cookie Queens by Alysa Nahmias, an official selection of the...

03/08/2026

Rhodes launch Rhodes Clav Pro

Recreates a 1977 Hohner Clavinet D6 After launching a software recreation of their own electric piano, Rhodes set about capturing another classic instrument...

03/08/2026

Peak Tamer from Nicky Howard

A modern solution for an old technique Peak Tamer is a new standalone application that automatically applies gain automation to keep rogue peaks under cont...

03/08/2026

Sound Particles update Beat Panner

Plug-in gains object metadata automation export Sound Particles have just released an update that adds a new Metadata Automation function to their their rec...

03/08/2026

SGL Carbon and X-energy announce capacity expansion for Nuclear-Grade Graphite

SGL Carbon and X-energy today announced a binding agreement to double SGL's production capacity for medium-grain isotropic graphite ( NBG-18 ), a specialize...

03/08/2026

Glensound launches Greater Divine Supernal at PLASA Show...

Glensound will launch the Greater Divine Supernal at PLASA Show 2026, extending its intelligent loudspeaker range for professional studio monitoring and live au...

03/08/2026

How Agua Tinta's Class Project Launched Her Songwriting Career

How Agua Tinta's Class Project Launched Her Songwriting Career Two years after graduating from Berklee, the songwriter has a Latin Grammy nomination, a So...

03/08/2026

Lightware UCX delivers campus-wide connectivity to Leiden...

Leiden University's new Campus Spui, located in the heart of The Hague, the diplomatic and administrative centre of the Netherlands, opened in February 2026...

03/08/2026

Bitfocus heads to the future with new investment

Bitfocus, the specialist in media control and monitoring, has received a further boost to its plans for continuing growth, particularly in Europe and North Amer...

03/08/2026

Leagues Cup kicks off tomorrow, August\u00A04, on\u00A0Apple\u00A0TV - UPDATE - Posted on 03 August 2026

Building on the momentum of a landmark year for soccer in North America, Leagues...

02/08/2026

Acustica introduce Dangerous Music BAX EQ Plugin

Classic EQ design goes virtual Following on from the launch of the 500-series version of their BAX EQ unit, Dangerous Music have now teamed up with modellin...

02/08/2026

Television, Resilience and National Security

The Government's Missing Dimension This article was originally published on the National Preparedness Commission website on 25 June 2026. ----------------...

01/08/2026

Harmonic Piano from The Crow Hill Company

Latest free Vaults instrument released The Crow Hill Company's Vaults collection offers a continually rotating selection of virtual instruments and samp...

01/08/2026

American Television Alliance Slams Deltavision Blackout on Verizon

Share Copy link Facebook X Linkedin Bluesky Email...

01/08/2026

FreeWheel Debuts TV Series-Level Reporting for CTV Buyers

Share Copy link Facebook X Linkedin Bluesky Email...

01/08/2026

Minnesota Timberwolves, DAZN to Launch New Streaming Offering

Share Copy link Facebook X Linkedin Bluesky Email...

01/08/2026

Early Registration Opens for 2026 SMPTE Media Technology Summit

Share Copy link Facebook X Linkedin Bluesky Email...

01/08/2026

NBCUniversal and YouTube Ink Landmark Distribution Deal

Share Copy link Facebook X Linkedin Bluesky Email...

01/08/2026

COW Jobs: Lead Generation Representative - Animation Services

COW Jobs: Lead Generation Representative - Animation Services Brie Clayton July 31, 2026 0 Comments Lead Generation Representative - Animation Service...

01/08/2026

Emilie Lowe Shoots Award Winning Short Film Where Dead Things Grow with Blackmagic Design

Emilie Lowe Shoots Award Winning Short Film Where Dead Things Grow with Blackmag...

01/08/2026

Early Registration Opens for the 2026 SMPTE Media Technology Summit

Early Registration Opens for the 2026 SMPTE Media Technology Summit Brie Clayton July 31, 2026 0 Comments Initial Program Announced Alongside New Medi...

31/07/2026

SVG Sit-Down: NHL's Steve Mayer on Building a Centralized Production Operation From Scratch

With an emphasis on local, the league is looking beyond the initial four teams t...

31/07/2026

Reflecting on the 2026 Summer Season of Our Sundance Institute Labs

The 2026 Sundance Institute Directors Lab fellows in Estes Park, Colorado (Photo by Gabe Rovick) Dear Friends, This has been an extraordinary year for our ar...

31/07/2026

Audiocube launch Audiocube Space

Offers 360-degree sound placement in any DAW Audiocube have just announced the launch of a new plug-in that embeds a complete 3D acoustic environment inside...