Facebook Sales Channel is Shopify's free built-in Meta connector — simple and zero-cost, but limited to Meta only, built in 2021, and lacks advanced attribution or identity resolution. It sends basic pixel data without server-side enrichment.

Northbeam is a sophisticated multi-touch attribution and media mix modeling platform working across channels and platforms. However, it's a significant investment, not Shopify-native, and lacks direct server-side data collection from Shopify's infrastructure.

Where Littledata wins: Both alternatives miss direct server-side data collection from Shopify's servers — meaning they rely on browser-based tracking, which misses events blocked by ad blockers, iOS restrictions, or checkout limitations. Littledata captures the complete customer journey server-side, natively supporting Shopify Markets, tracking all checkout steps, and using identity resolution to build richer audiences. Unlike Facebook Sales Channel's single-platform scope or Northbeam's reporting focus, Littledata delivers accurate, enriched data across your entire marketing stack.

For an online store with 50 orders, Northbeam is 2,564% more expensive than Littledata. At 500 orders, Northbeam is 100% cheaper than Littledata. For 5,000 orders, Northbeam is 329% more expensive than Littledata. Finally, at 20,000 orders, Northbeam is 213% more expensive than Littledata. Throughout all order volumes, Facebook Sales Channel remains free, highlighting significant price disparities, especially with Northbeam's higher costs compared to Littledata as order volume increases.