
Collecting video performance telemetry from a range of apps and set-top boxes may be challenging, especially when analyzing and comparing the data. To evaluate this data effectively, a key factor is to ensure that the data uses a consistent naming for the metadata and that metrics are comparable.
By achieving consistency in these areas, it becomes easier to compile and compare the performance of data across platforms, which in turn helps identify areas for improvement and optimize the overall viewer experience.
Correlating service performance with usage on different platformsTypically, telemetry plugins are used to ensure that metrics' names relate to the same underlying metrics, where the mapping between standardized metric names and player events is already done. For environments that are more complex, this is done during the integration project and subsequent validation.
When it comes to metadata, one of the most important data is the names of the channels and assets. This data includes the live/VOD specification, the name of the channel, the VOD asset name, and the name of the service to which the asset belongs to.
Without consistency here, it becomes difficult or impossible to correlate the service performance and usage between various platforms. One of the reasons for this is that different platforms can use different sources of ground truth in terms of the naming of channels, apps names, or version names.
Another reason is that simple little errors during instrumentation such as writing Channel A instead of Channel a often leads to different names.
Agama Metadata ExplorerOf course, ensuring that naming is correct already at the source is something that one should strive for. We provide several tools such as our Metadata Explorer app, to make it as fast and easy as possible to determine the metadata that is being used by various apps, devices, and integration versions.
The metadata explorer is a separate application where the reported metadata from all devices is visualized - the histogram shows the distribution of the values for every metadata field. By clicking on a specific value, such as a specific software version, all metadata is updated to show just the data from those devices. This allows for quick validation that metadata is correct for new versions of Apps and devices.
Nevertheless, even in the best of worlds, mistakes and integration differences will always exist. For this reason, we provide a comprehensive set of backend processing tools that standardize channel- and asset names.
Data washing is a must for complex deploymentsWhen the video is consumed, the backend continuously receives metric and event data from the app or device. This data includes the URI and optional metadata, such as an asset name, whether it is VOD or live, and other information. In the case that one wants to correct missing or incorrect channel names, a rule-based system can be enabled. It allows you to define rules that will match a URI to extract a relevant part of it. This will naturally vary from one deployment to another. The extracted identifier is then mapped to the actual channel name.
Multiple naming schemes can be supported concurrently by supporting various rule sets that can be applied in order of priority and per type of service.
With the channel name now corrected, it can be correlated and analyzed in the Agama system, used as the basis for Content Engagement Analytics, or used in an external data lake, regardless of the app used initially.
In a complex deployment scenario, data washing is a must in order to support a data-driven way of working.
ConclusionIn general, the app and device data analysis require data cleaning. Whether you're dealing with metadata or more complex data types, it is essential to ensure that the information is correct, complete, and consistent.
This article's recommended Metadata Explorer app offers features that make metadata management more efficient, allowing users to verify that naming and metrics remain consistent. Keep in mind that data cleaning is a continuous activity that should be conducted on a regular basis to maintain maximum efficiency, reduce mistakes, and optimize the value of your data.
Most recent headlines
24/12/2025
What is AI good for? Posted by MTI Film on December 24, 2025
What is AI good for?
What is AI good for?
It's been three years since ChatGPT first cap...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
24/12/2025
Back to All News
Love, Fights, and Everything in Between: Badly in Love' Returns for Season 2
Entertainment
24 December 2025
GlobalJapan
Link copied t...
24/12/2025
Scripps Research study links sleep variability with sleep apnea and hypertension How consumers' digital activity trackers could enable personalized health s...
23/12/2025
How guilas Cibae as Dominican Winter League Games Are Locally Produced for Glob...
23/12/2025
BitFire's Jim Akimchuk on Supplying Scalability and Customization in the Clo...
23/12/2025
CAMB.AI Enables European Athletics to Offer Multi-Language SupportPlan is to eventually offer translation into all languages spoken in EuropeBy Ken Kerschbaumer...
23/12/2025
Analysis: As sports media values trend negative, scarcity and quality are king By Callum McCarthy, Editor-at-Large
Monday, December 22, 2025 - 14:08
Print ...
23/12/2025
ESPN, Disney, and NBA Return to the Animated Altcast Fray With Second Edition of...
23/12/2025
End the Year on a High Note and Donate to the Sports Broadcasting Fund Today! By Ken Kerschbaumer, Editorial Director
Tuesday, December 23, 2025 - 12:25 pm
...
23/12/2025
The year is winding down, the weather outside is frightful, and it's the perfect time to escape into a story that warms the heart. For listeners looking for...
23/12/2025
A Zeus motor is hot fire tested at L3Harris' Camden, Arkansas, solid rocket ...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Lightware will exhibit several major product innovations at ISE 2026, including the new USB-C BOOSTER-V1, Google Meet. integration for various Taurus UCX models...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
23/12/2025
Taking the Stage at Carnegie Hall-On a Global Scale Boston Conservatory Orchestra students reflect on their epic concert marking the 80th session of the UN Gene...
23/12/2025
Back to All News
Netflix's The Great Flood and Culinary Class Wars 2 Top Gl...
23/12/2025
Back to All News
Stranger Things By the Numbers: How the Global Phenomenon Shap...
23/12/2025
Experience the power of WO Automation for Radio's newest service, the System Effectiveness Review. Designed to help you achieve more, a System Effectiveness...
23/12/2025
23 Dec 2025
VEON's Beeline Kazakhstan and Rakuten Symphony Collaborate to A...
23/12/2025
Back to All News
How Steamy Can It Get? Single's Inferno' Season 5 Pre...
23/12/2025
Back to All News
33 Million Global Viewers on Netflix Watched Jake Paul vs. Ant...
23/12/2025
New technique lights up where drugs go in the body, cell by cell Scripps Research scientists developed a technique that maps drug binding in individual cells th...
22/12/2025
SVG New Sponsor Spotlight: Presidio's Neerav Shah on the Role of Its Captiva...
22/12/2025
Hitting the bullseye: Sky Sports readies itself for the biggest PDC World Darts ...
22/12/2025
Unique skillset: Bringing new directors to the world of darts at The Worlds with...
22/12/2025
Gravity Media prepares for a flight of fancy with the PDC World Darts Championsh...
22/12/2025
One hundred and eighty: Gravity Media on hitting the production bullseye at the ...
22/12/2025
The Famous Group's Jon Slusser on Fascinating Fans Through Immersive Content...
22/12/2025
ESPN's Meg Aronowitz on Continuing High-Quality Broadcasts of Collegiate Spo...
22/12/2025
ESPN Takes Data-Driven Storytelling to New Heights with MNF Playbook with Next ...
22/12/2025
For a decade, popular German podcast Fest & Flauschig has hosted an annual Chris...
22/12/2025
Paramount Scores Largest Share Increase Among Distributors as Paramount and CBS...
22/12/2025
New multi-year deal integrates Roku's data to fuel Nielsen's measurement suite
Roku gains access to Nielsen's streaming ratings, showing The Roku C...
22/12/2025
Share Share by:
Copy link
Facebook
X
Whatsapp
Pinterest
Flipboard...
22/12/2025
Berklee Wrapped 2025: Our Top News and Stories A look back at a year highlighted by faculty milestones, major film and television projects, Bob Dylan's ho...
22/12/2025
The works of Plato state that when humans have an experience, some level of change occurs in their brain, which is powered by memory - specifically long-term me...
22/12/2025
Partnership integrates complementary satellite data and AI analytics to enhance security, infrastructure, and environmental monitoring solutions for global cust...
22/12/2025
Workflows allow you to create a sequence of planned events which may be added to your template(s) or inserted directly into your sequential or background playli...