A VOD catalog ramps up. A live event doesn't. Viewers arrive in the minutes before kickoff, the opening set or the first map, and all of them hit the same streams at once. Infrastructure sized for the daily average looks healthy right up to the moment that matters, then fails in public. For platforms built around sports, esports, concerts and conferences, the demands you put on your video infrastructure should start from that curve, not from a feature list.

Peak load arrives at kickoff

The number that matters is concurrency, not total hours watched. Ask what happens at ten times your normal concurrency, and whether the system degrades gracefully, dropping viewers a rung down the ABR ladder, or abruptly, taking the stream with it. A vendor who can only describe the average day hasn't designed for yours.

Ask for a latency budget, not a latency number

Latency is additive. Encode adds some, transport adds some, packaging adds some, and the last mile adds the rest. A single figure on a spec sheet describes one stage, usually the most flattering one. Ask for the budget per stage and where each second goes, since a second-screen stat that trails the play it describes is a packaging and last-mile problem as often as an encoder one. We broke down where the time actually goes in How to Reduce Latency in Live Video Delivery.

Contribution decides whether the event arrives intact

Between the venue and your platform sits a network you don't control. SRT corrects packet loss and jitter and reorders packets on that path, which is why it has become the default for venue-to-platform contribution. DVEO's Dozer SRT gateway runs point-to-point or point-to-multipoint, encrypts traffic between units with AES-128, and works with other vendors' SRT devices, which matters when the encoder at the venue isn't yours. Where the venue still runs SDI, an SDI to IP contribution encoder such as Premio, available in 1, 4 and 8-channel configurations, brings the feed onto IP in H.264 or H.265.

Capacity should follow the event calendar

Transcoding load isn't flat. It's quiet for a week, then three events land on one weekend. Ask for multi-resolution output for HLS and DASH, input failover so a dropped source doesn't end the stream, and API access so your own tooling can drive channel setup. Brutus Cloud lists all three. For the sizing question underneath, how many channels, which codec, whether AI workloads share the hardware, see GPU-Based Video Processing: When Does It Make Sense?. It is the same hardware line that our sister company 1Legion runs its GPU cloud platform on, for real-time transcoding and AI-powered media processing.

Visibility while the problem is still happening

When a stream degrades at kickoff, the useful question is which stage is failing. Demand real-time telemetry from encode through delivery, not a report after the event. Without it, the origin blames the network, the network blames the origin, and the match is over before anyone agrees. Stream Republic, our sister company, delivers content to broadcasters and telcos in Europe and Latin America with real-time QoS monitoring for exactly that reason.

Talk to an Engineer about mapping your event calendar to transcoding capacity.