Tired of choosing between ripping out your video stack or standing still? In this episode, Kenneth Robinson, Director of Field Application Engineers at NETINT, walks through a practical playbook for deploying Video Processing Units (VPUs) at any stage of growth - from retrofitting a live server to scaling across edge, cloud, and hybrid environments.We start with hardware options that match real-world use cases: • T1U hot-swap modules that slide into existing servers - no downtime required. • Prebuilt 1RU systems with up to ten T1Us and your choice of ARM or x86 CPUs. • Compact mini servers built for SDI ingest and edge workflows. • Cloud-based VPU instances via partners like Akamai, CDN77, and i3D.net - including test credits for quick starts. • Hybrid configurations that keep steady-state on-prem and burst to the cloud for overflow or redundancy.Then we cover software integration. Choose your path: a native API for granular control, or use FFmpeg and GStreamer for faster deployment. Kenneth explains how NETINT’s SDK is being upstreamed into both projects - simplifying maintenance and keeping features current without custom patches.Next, we dive into two advanced capabilities that redefine efficiency: • Multi-layer AV1 encoding for personalized overlays or targeted ads inside a single bitstream. • Multiview encoding that lets the player dynamically stitch camera feeds without re-encoding - perfect for multi-angle sports or live events.Finally, not every team has a full dev bench - so meet Bitstreams, NETINT’s no-code interface for managing transcoding workflows. Build templates, monitor load and health, convert captions to WebVTT, and push to multiple origins with RTMP, SRT, HLS, or DASH.Kenneth closes with a preview of the customer-driven roadmap: WHIP/WHEP contribution, RTP, SMPTE 2110, audio-level control, RIST, and NDI, all prioritized based on real-world feedback.If you’re exploring AV1, chasing lower latency, or planning hybrid expansion, this walkthrough gives you concrete choices and clear next steps - from card to cloud.Download the presentation: https://info.netint.com/hubfs/downloads/VPU-Deployment-Options.pdfStay tuned for more in-depth insights on video technology, trends, and practical applications. Subscribe to Voices of Video: Inside the Tech for exclusive, hands-on knowledge from the experts. For more resources, visit Voices of Video.

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