Pet brands have an attribution problem most categories do not. A big share of revenue comes from repeat orders on food, treats and supplements, often on autoship, and those orders show up in ad dashboards as if the last retargeting ad earned them. Meanwhile the first order, the one your prospecting spend paid for, gets judged on a small basket. If you judge Meta on first-order ROAS alone you will underfund the channel that builds the subscriber base.
The tool you want separates new from returning customers cleanly, handles subscription renewals without crediting ads for them, and gives you some read on lifetime value. Here are five worth pricing, with what each is good at.
1. Wicked Reports
Wicked Reports is built for brands whose customers keep ordering. Cohort and LTV reports with lifetime lookback come on every plan, and its pricing page lists Measure at $499 a month for brands under $2.5 million in revenue, rising with revenue band. It is the strongest option here if your autoship base is large and you want to judge campaigns on 12-month value. Maximize at $999 adds Amazon revenue integration.
2. Triple Whale
Triple Whale gives you pixel-based attribution, creative analytics and an AI assistant in one place. It no longer shows prices on its pricing page, which says price depends on GMV and that paid plans are 12-month subscriptions. Its Shopify App Store listing shows Foundation from $219 a month. It suits pet brands running heavy creative testing on Meta and TikTok. Subscription handling is covered in Triple Whale alternatives for subscription brands.
3. ThoughtMetric
ThoughtMetric offers multi-touch attribution with new and returning customer revenue reported at the campaign, ad set and ad level, plus server-side tracking and post-purchase surveys on every plan. (Disclosure: ThoughtMetric sponsors this site.) Pricing is based on monthly pageviews and starts at $99 a month. That split between new and returning matters a lot for pet brands, because it lets you see what prospecting brought in separately from what your existing buyers would have reordered anyway. It does not track Amazon, Chewy or retail sales, so if those channels are a large share of revenue you will only see the DTC side of the picture.
4. Lifetimely
Lifetimely is not an ad attribution tool, but pet brands get a lot out of it. It models predicted LTV and daily profit, priced on order volume, from $79 a month for up to 500 orders to $149 for up to 3,000. Amazon data is a $75 add-on. Pair it with an attribution tool if you want LTV by acquisition month and margin after COGS and shipping, which on heavy bags of food can be thinner than you think.
5. Fairing
Fairing runs post-purchase surveys, which earn their keep in pet because so much discovery happens off-platform through vets, groomers, breeders and friends at the dog park. None of that shows up in a pixel. Its App Store listing starts with a free tier at 100 orders and runs to $149 a month for up to 5,000 orders. Ask “how did you first hear about us” only on first orders, or your autoship renewals will flood the answers.
What to set up regardless of tool
Keep subscription renewals out of any ROAS calculation, since an ad rarely caused them. Judge prospecting on new-customer revenue, and look at 90-day value for those customers before cutting a campaign that looks weak on the first order. New-customer ROAS walks through that math. If you sell supplements for pets, much of attribution for supplement brands applies too.
Check how each tool handles orders created by your subscription app. Some count renewals as fresh conversions unless you filter them out, which makes retargeting look far better than it is. The general version of this problem is in attribution tools for subscription brands.
Amazon, Chewy and retail
Many pet brands sell a large share through Amazon, Chewy or pet store chains. Ads on Meta and TikTok drive some of those sales, and no pixel on your Shopify store will see them. If marketplace revenue is a big slice of the business, track your total revenue across all channels against total ad spend, and watch whether marketplace sales move when you change paid social budgets. A post-purchase survey on your own site can also ask whether the customer first tried you on Amazon or in a store, which tells you something about how the channels feed each other.
Hard goods behave differently from consumables. Beds, crates and toys are one-off purchases with higher order values and longer research periods, closer to a home goods pattern. If you sell both, report them as separate product groups so food reorders do not make your hard goods campaigns look better than they are.
Picking one
- Large autoship base and want campaign decisions based on 12-month value? Wicked Reports.
- Heavy creative testing across Meta and TikTok with a bigger budget? Triple Whale.
- Want new and returning revenue split by campaign at a lower price? ThoughtMetric (our sponsor).
- Need LTV and margin by cohort, including Amazon? Lifetimely with its Amazon add-on.
- Lots of word-of-mouth discovery from vets and groomers? Add Fairing or a bundled survey.
Leave a Reply