The Problem
Product pages with video significantly outperform those without — higher engagement, longer time on page, and better conversion rates. But with thousands of SKUs, creating individual product videos is impossible with traditional production. Most e-commerce stores have great product images but zero product video.How It Works
Build It
1
Pull product data
2
Build category-aware prompts
Consider using different video styles for different product categories. For example, fashion might benefit from energy and aspiration, while electronics might call for clarity and specs.
3
Batch generate with rate limiting
4
Embed on product pages
Once rendered, add video URLs to your product data and display on your store.
Video Types by Use Case
Scaling to Thousands of Products
For large catalogs, consider prioritizing by business impact:- Top sellers first — highest traffic pages get the most ROI from video
- High-margin products — the conversion lift matters most here
- New arrivals — video helps customers understand unfamiliar products
- Products with high return rates — better video = more informed purchases = fewer returns
A/B Testing
Generate multiple video styles for the same product and measure which converts better:Variations
- Seasonal campaigns: Regenerate product videos with holiday-themed prompts
- Multi-language: Translate for international storefronts using Video Translation
- Social ads: Generate portrait (9:16) versions for social media advertising
- Bundle videos: Combine multiple products into “complete the look” or “bundle” showcase videos
Next Steps
Real Estate Listings
Same catalog-to-video pattern, applied to properties.
Social Media Pipeline
Distribute product videos across social platforms.

