In e-Commerce, every frame has a cost
For mobile-first commerce platforms, video is one of the biggest drivers of user engagement, but it is also one of the largest contributors to infrastructure cost. As one of India’s fastest-growing social commerce platforms, our client delivers millions of short-form product videos to users every day, powering product discovery, seller engagement, and conversion across the platform.
As video consumption scaled rapidly, the platform faced a growing challenge: how to deliver more video, faster and at lower cost, without compromising quality. To solve this, they partnered with Visionular to optimize their video encoding and delivery architecture. The result was a meaningful reduction in CDN bandwidth consumption, lower delivery overhead, and faster video startup performance, creating both immediate cost savings and stronger user engagement.
ABOUT THE CLIENT
Our client is one of India’s leading social commerce and e-commerce platforms, connecting millions of sellers and buyers through mobile-first shopping experiences.
Short-form video has become central to how users discover products, engage with sellers, and make purchase decisions. With millions of videos streamed daily, video performance directly affects retention, session duration, conversion rates, and infrastructure cost. At this scale, even small improvements in video efficiency translate into large business impact.
THE CHALLENGE
As short video consumption accelerated, our customer’s engineering team identified two high-priority business challenges.
Challenge 1 - Rising CDN Delivery Costs
The first was rising CDN delivery costs. Short videos generate massive streaming traffic, and as content consumption grew, so did the platform’s bandwidth bill. The existing pipeline delivered good quality, but bitrate efficiency had room to improve.
The opportunity was clear: reduce the bits delivered per stream while keeping visual quality intact. Across millions of daily plays, even a modest bitrate reduction would translate into substantial annual savings.
Challenge 2 - Video Start Delay in Short-Form Experiences
The second challenge was video start delay. In short-form content, startup speed is everything. When videos take too long to begin playing, users scroll away, session engagement drops, product discovery stalls, and conversion opportunities are lost.
For commerce-driven short video, every fraction of a second matters. The platform needed faster playback startup and smoother content loading across the highly variable mobile network conditions that characterize its user base across India.
THE SOLUTION
Visionular partnered with the client to optimize the platform specifically for short-form mobile video delivery, focusing on three core areas.
1. Advanced Compression Optimization
Visionular analyzed real-world video workloads and tuned encoding settings specifically for commerce content, reducing overall bandwidth consumption across the delivery network without any noticeable change to the viewing experience.
Main Benefits
Business Impact
By delivering fewer bits per video stream without sacrificing user experience, the platform reduced overall bandwidth consumption across its delivery network. Across millions of daily video sessions, these savings scaled significantly.
2. Faster Startup for Short Videos
Visionular optimized video packaging and delivery parameters specifically for fast-start mobile playback. In a scroll-driven commerce environment, this kind of responsiveness directly supports product engagement.
Main Benefits
User Experience Impact
3. Mobile Network Optimization
Because the platform serves users across highly variable mobile network conditions, Visionular optimized delivery profiles for real-world environments, ensuring more stable viewing sessions across diverse geographies and device types.
Main Benefits
BUSINESS OUTCOMES
Following deployment, the platform achieved meaningful operational and commercial improvements.
CDN Delivery Costs
Playback Performance
User Engagement
Product Discovery
Scalability
Cost Efficiency
STRATEGIC IMPACT
For this client, the project went beyond video compression. It was about improving two of the most critical KPIs in short-form commerce video: cost per stream and time to first frame. Together, these improvements created a measurable business advantage, a better user experience, lower operating costs, and stronger scalability for future growth.
That is what intelligent video infrastructure looks like in practice.
IMPLEMENTATION
Visionular and the client worked through a structured deployment process across three phases.
It started with a thorough production content analysis, where real product videos, seller content, and promotional reels were benchmarked against existing workflows to establish a clear performance baseline.
From there, encoding profiles were tuned specifically for the platform’s real-world demands:
Finally, joint engineering teams ran a full deployment validation, confirming performance improvements across:
