> Site index: https://usehardal.com/llms.txt
> Every content route also serves markdown at <url>.md

# Hardal vs Little Data

Hardal compares to Little Data for Shopify server-side tracking, GA4 setup, and ecommerce marketing attribution.

Source: https://usehardal.com/compare/little-data

---

Little Data is a managed SaaS app focused on accurate analytics and checkout/subscription tracking for Shopify brands, while Hardal becomes the **server-side data infrastructure** you own and control, supporting Shopify and beyond.

|                     | Hardal         | Little Data      |
|---------------------|----------------|-------------------|
| Server-side tracking architecture | Yes | Yes |
| Web analytics | Native | GA4 setup layer |
| Shopify integration | Yes | Yes |
| Mobile app tracking | Yes | No |
| Marketing Attribution Report | Yes | Yes |
| Subscription/checkout tracking | Yes | Yes |
| Data ownership | 100% first-party | Shared |
| Self-hosted option | Yes | No |
| Conversions API (Meta, Google, TikTok) | Yes | Limited |
| Custom event parameters | Unlimited | Limited |
| Offline/Online data matching | Yes | No |
| Multi-platform | Web + mobile | Web only |
| GDPR/CCPA compliance | Yes | Yes |
| Auto PII hashing | Yes | Limited |
| Custom destinations | Yes | No |
| Platform focus | Multi-platform | Shopify-first |

> Details above are indicative, based on publicly available information. Please always verify with each vendor's latest documentation and pricing.

## When to use Hardal vs Little Data

- **Choose Hardal** when you need **complete data ownership and control** with server-side measurement across web and mobile, cookieless tracking, and custom destinations. Essential for brands with custom storefronts, mobile apps, or those requiring data to stay on their own infrastructure.

- **Choose Little Data** when you're a **Shopify-native brand** looking for a managed app that gets GA4 and checkout/subscription tracking working accurately with minimal technical setup and don't need data ownership or multi-platform measurement.

You typically choose **one or the other** since both solve Shopify server-side tracking. Hardal makes sense when you outgrow Shopify-specific solutions and need infrastructure you control across all platforms.