
Retention.com's identity resolution software helps Shopify merchants recover lost shoppers and increase Klaviyo flow revenue.

BlackCrow's machine learning is designed to understand your most valuable customers and help you acquire more of them.
| Feature | Retention.com | Black Crow AI | Littledata |
|---|---|---|---|
| Identity resolution to boost audiences | ✔️ | ✔️ | ✔️ |
| Customer data to marketing platforms | ✔️ | ✔️ | ✔️ |
| Works with platforms other than Shopify | ✔️ | ✔️ | |
| 30 day free trial | ✔️ | ✔️ | |
| Direct from Shopify's servers | ✔️ | ✔️ | |
| Founder owned and led | ✔️ | ||
| Fully automatic, no code setup | ✔️ | ||
| Natively supports Shopify Markets | ✔️ | ||
| Automatic tracking of checkout steps | ✔️ |
Retention.com focuses narrowly on identity resolution for Shopify + Klaviyo, helping recover lost shoppers and boost email flow revenue. It lacks a free trial and doesn't pull data directly from Shopify's servers, limiting event completeness.
Black Crow AI adds machine learning to predict and acquire high-value customers, includes a 30-day free trial, and supports multiple platforms — but also lacks direct server-side Shopify data ingestion, meaning browser-side blind spots remain.
Where Littledata wins: Unlike both competitors, Littledata pulls data directly from Shopify's servers, capturing events the browser never sees — including checkout steps, server-confirmed orders, and Markets transactions. This delivers a more complete customer journey. Add a fully automatic, no-code setup, native Shopify Markets support, and a 30-day free trial, and Littledata is the stronger choice for ecommerce managers who need accurate, comprehensive data feeding their marketing platforms without engineering overhead.
| Retention.com | Black Crow AI | Littledata | |
|---|---|---|---|
| Example product review | "Not all of their offerings were as helpful for a subscription brand with one product...they'll do a better job anticipating edge cases like ours in the future." | "We were having difficulties with accurate and consistent revenue attribution...With Littledata implemented, we now get consistent and accurate revenue attribution." | |
| Example support review | "Unfortunately, the team... very high employee turnover; it can be really frustrating to have to re-explain things to new reps." | "Customer support is lacking, and responses are slow... not what I expected from a company of this caliber." | "Customer support is absolutely amazing... you can never go wrong when an app does what it says and tacks on great service!" |
| Link | Read more reviews |
| Store size | Retention.com | Black Crow AI | Littledata |
|---|---|---|---|
| 50 orders / month | $500 | $500 | $39 |
| 500 orders / month | $500 | $500 | $199 |
| 5,000 orders / month | $2000 | $1500 | $449 |
| 20,000 orders / month | $5000 | $5000 | $1390 |
For an online store with 50 orders per month, Littledata is 92% cheaper than Retention.com and Black Crow AI. At 500 orders, Littledata is 70% cheaper than Retention.com and Black Crow AI. For 5,000 orders, Littledata is 83% cheaper than Retention.com and 77% cheaper than Black Crow AI. At 20,000 orders, Littledata is 84% cheaper than Retention.com and Black Crow AI. Overall, Littledata consistently offers significantly lower pricing compared to the other two services across all order volumes.
| Destination | Retention.com | Black Crow AI | Littledata |
|---|---|---|---|
| Klaviyo | ✔️ | ✔️ | ✔️ |
| Attentive | ✔️ | ✔️ | |
| Google Analytics | ✔️ | ||
| Meta Ads | ✔️ | ||
| TikTok | ✔️ | ||
| ✔️ | |||
| Google Ads | ✔️ | ||
| Segment | ✔️ | ||
| Microsoft Ads | ✔️ |
Retention.com → Klaviyo: Focuses on identity resolution — it identifies anonymous site visitors and pushes them as leads into Klaviyo for email/SMS retargeting flows.
Black Crow AI → Klaviyo + Attentive: Combines identity resolution with predictive AI signals (purchase propensity, churn risk), enriching both email and SMS platforms with behavioral intelligence for smarter segmentation.
Littledata → GA, Meta, TikTok, Pinterest, Google Ads, Klaviyo, Attentive, Segment, Microsoft Ads: Purely a server-side data accuracy tool — no identity resolution or AI. It fixes tracking gaps across your full paid media and analytics stack, ensuring clean, reliable conversion data reaches ad platforms and analytics tools for better attribution and ROAS optimization.
| Feature | Retention.com | Black Crow AI | Littledata |
|---|---|---|---|
| Identity resolution | |||
| Never adds new emails to your marketing list | ✔️ | ✔️ | |
| Direct from Shopify's servers | ✔️ | ✔️ | |
| Docs on how an end-user can opt out for GDPR / CCPA | ✔️ | ||
| Uses other marketing channel cookies to boost identity | ✔️ | ||
| Backstitches Klaviyo profile onto previous customer events | ✔️ | ||
| Viewed Product trigger | |||
| Backwards compatible with Klaviyo templates | ✔️ | ✔️ | |
| Tracked server-side | ✔️ | ✔️ | |
| Enriched product info (e.g. category) | ✔️ | ||
| Added to Cart trigger | |||
| Backwards compatible with Klaviyo templates | ✔️ | ✔️ | ✔️ |
| Reliable via Shopify's servers | ✔️ | ✔️ | |
| Enriched product info (e.g. category) | ✔️ | ✔️ | |
| Unreliable tracking of button clicks | ✔️ | ||
| Target the whole contents of the cart | ✔️ | ||
| Checkout Started trigger | |||
| Backwards compatible with Klaviyo templates | ✔️ | ✔️ | ✔️ |
| Direct from Shopify's servers | ✔️ | ✔️ | |
| Tracked via the checkout page | ✔️ | ||
