
Say goodbye to siloed and inaccurate data that is slowing you down. Centralize your analytics, sales and marketing platform data, enabling faster, data-driven decisions.

Blotout restores your marketing signals in the post-cookie world. Your returning customers are showing up as anonymous and Blotout aims to identify them.
| Feature | Upstack Data | Blotout | Littledata |
|---|---|---|---|
| Identity resolution to boost audiences | ✔️ | ✔️ | ✔️ |
| Founder owned and led | ✔️ | ✔️ | ✔️ |
| Customer data to marketing platforms | ✔️ | ✔️ | ✔️ |
| Direct from Shopify's servers | ✔️ | ✔️ | ✔️ |
| 30 day free trial | ✔️ | ✔️ | |
| Fully automatic, no code setup | ✔️ | ✔️ | |
| Marketing reporting | ✔️ | ||
| Proprietary attribution model | ✔️ | ||
| Works with platforms other than Shopify | ✔️ | ||
| Natively supports Shopify Markets | ✔️ | ||
| Automatic tracking of checkout steps | ✔️ | ||
| Built For Shopify | ✔️ |
Both Upstack Data and Blotout share core capabilities with Littledata (identity resolution, direct Shopify server-side data, customer data to marketing platforms), so the "Direct from Shopify's servers" caveat doesn't apply to either competitor here.
Where Littledata wins over both:
Upstack Data's edge: Broader marketing reporting and a proprietary attribution model give it an analytics depth Littledata doesn't emphasize.
Blotout's edge: Works beyond Shopify, useful if your stack spans multiple platforms.
For a Shopify Plus brand prioritizing accuracy, international selling, and fast setup, Littledata holds a meaningful advantage.
How Upstack Data and Blotout collect, enrich and control Shopify tracking data
| Capability | Upstack Data | Blotout | Littledata |
|---|---|---|---|
| Setup and maintenance | |||
| Turnkey setup; no implementation cost | ✔️ | ✔️ | ✔️ |
| Zero ongoing maintenance | ✔️ | ✔️ | ✔️ |
| Data and tracking features | |||
| Server-side tracking | ✔️ | ✔️ | ✔️ |
| Shop app & Shop Pay | ✔️ | ✔️ | ✔️ |
| Persistent ID | ✔️ | ✔️ | |
| Bot protection | ✔️ | ✔️ | |
| No-code setup (no GTM required) | ✔️ | ||
| Session Enrichment | ✔️ | ||
| Event Editor | ✔️ | ||
| Profit signal | ✔️ | ||
| Unlimited Shopify Markets | ✔️ | ||
| Headless / Hydrogen support | ✔️ | ||
| Subscription app tracking | ✔️ | ||
| Privacy / consent app compatible | ✔️ | ||
Upstack Data vs Blotout's customer reviews
| Upstack Data | Blotout | Littledata | |
|---|---|---|---|
| Example product review | "After testing a number of platforms...absolutely no regrets. Michael has a truly deep technical knowledge...Event Quality Match scores in meta increase, adding reliable NC purchase, NC CPA and NC ROAS metrics in ad manager is massively helpful as we're very focused on optimizing for NC..." | "After using Blotout for a couple months, we decided to drop them... Blotout was taking credit for a lot of Klaviyo pixel events that would’ve happened anyway... Event match quality in Facebook was marginally better, but I don’t think it warrants the cost or complexity." | "We were having difficulties with accurate and consistent revenue attribution...With Littledata implemented, we now get consistent and accurate revenue attribution." |
| Example support review | "Support is second to none... any issues we've had Michael has arranged a call immediately to diagnose the issue." | "It took weeks to get a reply regarding a refund... it seems they grew too fast to keep up with customer service." | "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 | Read more reviews | Read more reviews |
Upstack Data vs Blotout's monthly subscription cost
| Store size | Upstack Data | Blotout | Littledata |
|---|---|---|---|
| 50 orders / month | $149 | $79 | $39 |
| 500 orders / month | $149 | $400 | $175 |
| 5,000 orders / month | $699 | $1980 | $540 |
| 20,000 orders / month | $1699 | $5000 | $1390 |
Sources: Upstack Data pricing, Blotout pricing, Littledata pricing. Prices last verified July 22, 2026.
| Destination | Upstack Data | Blotout | Littledata |
|---|---|---|---|
| Meta Ads | ✔️ | ✔️ | ✔️ |
| Klaviyo | ✔️ | ✔️ | ✔️ |
| Google Ads | ✔️ | ✔️ | ✔️ |
| TikTok | ✔️ | ✔️ | |
| Google Analytics | ✔️ | ✔️ | |
| Attentive | ✔️ | ✔️ | |
| ✔️ | |||
| Segment | ✔️ | ||
| Microsoft Ads | ✔️ |
Upstack Data focuses on paid social and email (Meta, TikTok, Google Ads, Klaviyo) — lean destination set optimized for ad performance and retention.
Blotout adds Google Analytics and Attentive but drops TikTok — better for analytics and SMS, weaker on social coverage.
Littledata offers the broadest destination coverage, adding Pinterest, Microsoft Ads, and Segment on top of everything else — making it the strongest choice if you need multi-channel ad tracking, analytics, and a data warehouse/CDP pipeline simultaneously.
Bottom line: If you need maximum destination flexibility as a Shopify Plus brand, Littledata wins on breadth. If you want a focused paid-social-first stack, Upstack Data is more streamlined.
Upstack Data vs Blotout's solution for Klaviyo
| Feature | Upstack Data | Blotout | Littledata |
|---|---|---|---|
| Identity resolution | |||
| Never adds emails to your list without consent | ✔️ | ✔️ | ✔️ |
| Uses other marketing channel cookies to boost identity | ✔️ | ||
| Backstitches Klaviyo profile onto previous customer events | ✔️ | ||
| Klaviyo Preferred Partner | ✔️ | ||
| Viewed Product trigger | |||
| Tracked client-side | ✔️ | ✔️ | |
| Tracked server-side | ✔️ | ||
| Enriched product info (e.g. category) | ✔️ | ||
| Backwards compatible with Klaviyo templates | ✔️ | ||
| Added to Cart trigger | |||
| Unreliable tracking of button clicks | ✔️ | ✔️ | |
| Direct from Shopify servers | ✔️ | ||
| Enriched product info (e.g. category) | ✔️ | ||
| Backwards compatible with Klaviyo templates | ✔️ | ||
| Target the whole contents of the cart | ✔️ | ||
| Checkout Started trigger | |||
| Tracked via the checkout page | ✔️ | ✔️ | |
| Direct from Shopify servers | ✔️ | ||
| Backwards compatible with Klaviyo templates | ✔️ | ||
Both Upstack Data and Blotout share the same consent-safe approach — never adding emails without permission — making them equal on this front.
However, neither sends data directly from Shopify servers, which creates significant drawbacks for both:
Littledata outperforms both by sending data server-side directly from Shopify, eliminating these issues entirely. It also goes further by never adding new emails to your marketing list, uses cross-channel marketing cookies to boost identity resolution, and backstitches Klaviyo profiles onto historical customer events — giving you cleaner data, stronger attribution, and more complete customer journeys.
Upstack Data vs Blotout's solution for Google Ads
| Feature | Upstack Data | Blotout | Littledata |
|---|---|---|---|
| Google Ads Conversions | |||
| Real-time tracking of Enhanced Conversions | ✔️ | ✔️ | |
| Fully automatic setup | ✔️ | ✔️ | |
| Unreliable tracking via thank you page (missing ~30%) | ✔️ | ||
| Tracked direct from Shopify's servers | ✔️ | ||
| New vs Returning conversions | ✔️ | ||
| Profit signal | ✔️ | ||
| Full Shopify Markets support | ✔️ | ||
Upstack Data vs Blotout's solution for Meta Ads
| Feature | Upstack Data | Blotout | Littledata |
|---|---|---|---|
| Key benefits | |||
| Boost to Event Match Quality Score | ✔️ | ✔️ | ✔️ |
| 100% accurate revenue in Meta | ✔️ | ✔️ | |
| Pre-purchase audiences based on first-party data | ✔️ | ||
| Target subscriptions vs one-time purchases | ✔️ | ||
| Fully automatic setup | ✔️ | ||
| AddToCart | |||
| Tracked client-side (missing ~50%) | ✔️ | ||
| Tracked direct from Shopify servers | ✔️ | ||
| InitiateCheckout | |||
| Unreliable tracking via checkout page (missing ~30%) | ✔️ | ||
| Includes all checkout steps | ✔️ | ||
| Tracked direct from Shopify servers | ✔️ | ||
| Purchase | |||
| Tracked direct from Shopify servers | ✔️ | ✔️ | ✔️ |
| Includes post-purchase upsells | ✔️ | ||
| No-code custom conversions | ✔️ | ||
| New vs Returning conversion goals | ✔️ | ||
| Profit signal | ✔️ | ||
| Full Shopify Markets support | ✔️ | ||

Keep comparing
See how these tools stack up against other Shopify tracking and analytics solutions.
How we compiled this comparison: pricing and feature data comes from each vendor's public pricing page, Shopify App Store listings, and BuiltWith usage data, reviewed by the Littledata team. Last verified August 18, 2026. Spotted something out of date? Let us know.