
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.
Most recent headlines
05/01/2027
Worlds first 802.15.4ab-UWB chip verified by Calterah and Rohde & Schwarz to be ...
01/06/2026
January 6 2026, 05:30 (PST) Dolby Sets the New Standard for Premium Entertainment at CES 2026
Throughout the week, Dolby brings to life the latest innovatio...
02/05/2026
Dalet, a leading technology and service provider for media-rich organizations, t...
01/05/2026
January 5 2026, 18:30 (PST) NBCUniversal's Peacock to Be First Streamer to ...
07/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
07/04/2026
Designed for synchronized multi-stream playback, low-latency delivery, and real-time analytics, MATCH introduces a unified viewing experience for sports broadca...
07/04/2026
Berklee Students to Honor George Martin with Performance of Original Scores The orchestra, led by associate professor Xander Rovang, will perform several work...
06/04/2026
Michigan legends bring a new voice to the broadcast as TNT Sports and CBS Sports...
06/04/2026
From high school sports all the way up to the major leagues, building high-quali...
06/04/2026
Quickplay, an AI company for the media and entertainment industry, has been accepted into the Advanced tier of the TwelveLabs Ecosystem Partner Program. Quickpl...
06/04/2026
Grass Valley has announced the Future Playmakers Program, a global initiative to...
06/04/2026
El l der de operaciones impulsa la producci n en estudio mientras encuentra insp...
06/04/2026
The ops leader helps lead the charge in studio for the Spanish-language broadcas...
06/04/2026
Behind The Mic provides a roundup of recent news regarding on-air talent, includ...
06/04/2026
The National Hockey League (NHL), in partnership with Verizon and the New Jersey Devils, today announced the opening of the NHL Innovation Lab powered by Verizo...
06/04/2026
Rock League, a new professional curling league, has announced that ESPN+ will stream its inaugural 2026 season for fans in the United States. The first Rock Lea...
06/04/2026
Advanced Systems Group has announced the appointment of Andrea (Andy) Cummis as Vice President of Systems Design and Engineering. In this role, she will lead de...
06/04/2026
Backed by Bolt Ventures, the venture brings Bryson DeChambeau, Grant Horvat, and...
06/04/2026
With this environment we can start that collaboration even earlier because we ca...
06/04/2026
Like the immortal lives of vampires, some stories never really end. That's t...
06/04/2026
As podcasting continues to evolve, growth increasingly means building beyond aud...
06/04/2026
Multiband dynamics plug-in enhanced
California-based developer FSK Audio have released a significant update for their innovative multiband dynamics processo...
06/04/2026
Share official & user-created full-rig presets
IK Multimedia's latest TONEX update makes it possible for users of the popular amp and effects modelling ...
06/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
06/04/2026
Dalet Showcases Dalia Agentic AI and End-to-End Media Workflows at NAB Show 2026
Brie Clayton April 6, 2026
0 Comments
Dalet, a leading technology and...
06/04/2026
OpenDrives Shows Off Sports Expertise in Sports Business Hub located in NAB Show...
06/04/2026
Proton to Demonstrate 3D Application at NAB 2026
Brie Clayton April 6, 2026
0 Comments
Yet further creative potential unleashed through innovation in ...
06/04/2026
Autoscript Highlights Voice-Driven Prompting and PTZ Solutions at NAB 2026
Brie Clayton April 6, 2026
0 Comments
Experience Autoscript Voice, PTZ prom...
06/04/2026
Mediaproxy Highlights Significant Enhancements to its LogServer suite at NAB Sho...
06/04/2026
Wayne, N.J., April 6th, 2026 Phantom High-Speed announces the release of PCC 4...
06/04/2026
April 6th, 2026
TRIBECA STUDIOS AND LILLY ANNOUNCE WINNERS OF INAUGURAL VITAL...
06/04/2026
Back to All News
Netflix Expands Kids Entertainment Lineup With Playground App ...
05/04/2026
Tackles all reported bugs!
SoundBridge have just announced the launch of a new update that introduces a couple of minor changes to their remote collaboratio...
04/04/2026
The University of Arizona's Men's Basketball team has only loss twice th...
04/04/2026
1080p HDR arrives, a new generation of storytelling tools takes center stage, an...
04/04/2026
Michigan legends bring a new voice to the broadcast as TNT Sports and CBS Sports...
04/04/2026
Faster, cleaner and more intuitive than ever
The control software for Flock Audio's digitally controlled patchbay systems has just been treated to an up...
04/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/04/2026
Share
Copy link
Facebook
X
Linkedin
Bluesky
Email...
04/04/2026
DHD Introduces AI-Based Audio Noise Reduction to XD3 IP Core
Brie Clayton April 3, 2026
0 Comments
The accompanying image shows the rear panel of the ...
04/04/2026
Macnica Redefines ST 2110 Flexibility with Two Speeds on One Card
Brie Clayton April 3, 2026
0 Comments
New for NAB Show 2026, MEP100 SmartNIC now sup...
04/04/2026
Unified Media Workflows for Story-Centric Production
Brie Clayton April 3, 2026
0 Comments
Framelight X unifies field capture, editing and publishing ...
03/04/2026
Michigan's Fab Five will reunite for an alternate presentation of the Mich...