Attribution tools promise to map ad spend to revenue, but iOS privacy rules, session gaps, and platform self-reporting create blind spots. Shopify's native analytics are free and sufficient for simple stores; Triple Whale adds multi-touch models and AI automation for $219–$749/mo; Northbeam layers in MMM and incrementality testing at enterprise price points. Hyros targets call-based funnels, Rockerbox targets Shopify brands under $1M monthly spend. Key trade-offs: lookback windows, first-party data stitching, MMM turnaround speed, and whether you trust a vendor's attribution claims without incrementality validation.
How we approached this
We reviewed vendor pricing pages, feature lists, and public integration docs. We did not conduct our own tests of attribution accuracy, session stitching, or ROAS lift. Pricing is quoted as published; enterprise tiers require sales contact. We flag where vendors claim proprietary advantages (e.g., 'deterministic view-through', 'AI-optimized MMM') without independent verification.
Triple Whale
Triple Whale positions itself as a 'real-time command center for ecommerce brands' with multi-touch attribution, AI automation (Moby), and incrementality + MMM at the Enterprise tier. Pricing scales by trailing-12-month GMV: Free tier (up to $250K GMV), Foundation at $219/mo (up to $2M GMV), Automate at $749/mo (adds custom dashboards and first-party data activation), Enterprise (contact sales, includes MMM and incrementality testing). Per the vendor's pricing page, the Foundation tier includes 'multi-touch attribution you can trust' and 'the most accurate pixel in ecommerce' for cross-device, cross-platform tracking. The Automate tier adds 'Moby automates repeatable growth work' including KPI alerts, ad monitoring, creative prep, and audience updates. Enterprise tier combines 'MMM, MTA, all in one place' with holdout tests, geo-lift, and a unified loop where 'every test sharpens the next budget allocation.'
Triple Whale
- +Multi-touch attribution starting at $219/mo (Foundation tier)
- +Cross-device pixel ('Triple Pixel') for session stitching
- +AI automation (Moby) for recurring reports, ad pausing/scaling, creative prep
- +Enterprise tier bundles MMM, incrementality, and MTA in one platform
- −Attribution methodology details not published (clickstream logic, decay curves, de-duplication rules)
- −Incrementality and MMM limited to Enterprise tier (contact sales)
- −No public case studies showing attribution accuracy vs. holdout tests
- −Pricing jumps sharply above $2M GMV (contact for $3M+ tiers)
Shopify
Shopify includes attribution reporting in all paid plans (Basic $29/mo, Grow $79/mo, Advanced $299/mo, Plus from $2,300/mo). Per the vendor's pricing page, every plan includes 'World's best checkout' (claimed to convert 15% better on average), 'Built-in assistant' (Sidekick AI for content, insights, store tasks), and multi-channel integration. The Grow tier adds 'up to 87% off shipping' and 'up to 5 staff accounts'; Advanced adds 'Tailor your store by region' and 'Live 3rd-party shipping rates'; Plus adds 'Fully customizable checkout' and 'Unlimited B2B catalogs.' Shopify's attribution is first-click and last-click only; multi-touch models require third-party tools. Card rates range from 2.9% + 30¢ USD (Basic) to 2.25% + 30¢ USD (Plus) for Shopify Payments users.
Shopify
- +Free attribution (first-click and last-click) on all paid plans
- +No incremental cost for basic reporting (sales by channel, traffic source)
- +Checkout conversion claimed at 15% better than competitors (vendor figure)
- +Plus tier offers fully customizable checkout and unlimited staff accounts
- −Attribution limited to first-click and last-click; no multi-touch modeling
- −Session stitching relies on Shopify's internal logic (not externally documented)
- −No MMM, incrementality testing, or view-through attribution
- −Third-party transaction fees (2% on Basic) if not using Shopify Payments
Northbeam
Northbeam markets itself as 'the marketing intelligence platform for profitable growth' with multi-touch attribution, MMM, incrementality testing, and direct ad-platform integrations (Northbeam Apex). The vendor's homepage reports '$130 billion in ad-attributed revenue, $25 billion ad spend tracked, 2.1 trillion impressions measured.' Pricing is not published; the site requires 'Book a demo' for all plans. Per the features page, Northbeam offers 'infinite lookback windows' for MTA, 'Clicks + Deterministic Views' (the vendor's term for view-through attribution, described as 'the world's first deterministic view-through attribution model'), and 'high-speed MMM for faster and more accurate marketing spend decisions.' The vendor claims 'over one year, Northbeam Enterprise customers experienced: 37% Increase in ROAS, 14% Increase in CVR, 20% Decrease in CAC.' No methodology for these figures is published.
Northbeam
- +Multi-touch attribution with 'infinite lookback windows' (vendor claim)
- +Deterministic view-through attribution (Clicks + Deterministic Views)
- +MMM + incrementality testing integrated in one platform
- +Northbeam Apex: direct ad-platform integrations for CAPI-level data fidelity
- −No published pricing (contact sales required)
- −Vendor-reported ROAS/CVR lifts lack independent verification
- −Likely high cost (enterprise focus, '1000+ companies' but no SMB pricing)
- −Attribution methodology details not publicly documented
Hyros
Hyros targets 'the most complex attribution challenges' with a focus on call-based funnels, SaaS trials, and subscription tracking. The vendor's homepage claims tracking is 'proven to increase AD ROI by at least 15%' and offers four use-case verticals: SaaS/Software (track demos, trials, MRR, LTV), E-commerce (track COGs, ATC, carts), Call-based (track calls, attendance, quality, conversions, pipelines), Info/education (track funnels, digital sales). Pricing is not published; the site directs to 'See platform' for demos. Per the homepage, Hyros offers 'ZERO changes to your ads. Set up in seconds with our 1 click AI.' The vendor cites testimonials from Tony Robbins Ad Team ('allowed us to scale our ad spend by 43%'), Alex Hormozi ('transparency in all ad tracking'), and others. No case studies with methodology are published.
Hyros
- +Call-based funnel tracking (calls, attendance, quality, conversions)
- +SaaS-specific tracking (demos, trials, MRR, LTV)
- +Vendor claims '1 click AI' setup with zero ad changes
- +Testimonials from high-spend advertisers (Tony Robbins, Alex Hormozi)
- −No published pricing or tier structure
- −Vendor claims ('15% ROI increase', '43% scale') lack independent verification
- −No MMM or incrementality testing features mentioned
- −Limited detail on session stitching or cross-device logic
Rockerbox
Rockerbox positions itself as a 'data foundation' and analysis platform, with MTA, MMM, and incrementality testing. The vendor's plans page lists three tiers: Free (basic data aggregation for social/search, no first-party data or deduplication, Google Sheets export), Starter ($150/mo for Shopify brands spending <$1M/year annually, includes first-party measurement, view-through impact for Facebook, and 'The Power of Collect + Track + Journey Lite'), and custom enterprise pricing ('You select your mix of products'). Per the vendor's site, the Data Foundation includes 'unified marketing data' (centralized across channels), 'first-party data focus' (to 'stay compliant with evolving privacy regulations'), and 'seamless data access' (export to data warehouse or Google Sheets). Analysis products include 'Attribution' (daily, granular MTA), 'Marketing Mix Modeling (MMM)' (uncover how seasonality and promotions influence results), and 'Incrementality Testing' (establish causality, measure incremental impact).
Rockerbox
- +Free tier for basic social/search aggregation and Google Sheets export
- +Starter tier at $150/mo targets Shopify brands under $1M annual ad spend
- +First-party data focus (compliance with privacy regulations)
- +MMM and incrementality testing available at enterprise tier
- −Free tier lacks first-party data and deduplication (vendor disclosure)
- −Starter tier limited to Shopify and brands under $1M spend
- −Enterprise pricing not published (contact sales)
- −No detail on MMM turnaround time or attribution model decay curves
Verdict
- Shopify native: Use if your store is under $500K annual revenue, you trust first/last-click, and you want zero incremental cost. Upgrade to Triple Whale or Rockerbox when multi-touch matters.
- Triple Whale Foundation ($219/mo): Best entry point for multi-touch attribution and cross-device pixel tracking. Automate tier ($749/mo) adds AI automation; Enterprise tier adds MMM + incrementality but requires sales contact.
- Northbeam: Choose if you need MMM + incrementality + MTA in one platform, have enterprise budget, and want deterministic view-through attribution. Expect high cost; pricing not published.
- Hyros: Niche fit for call-based funnels, SaaS trials, or complex subscription tracking. No published pricing; likely enterprise tier.
- Rockerbox Starter ($150/mo): Best for Shopify-first brands under $1M annual ad spend who want first-party attribution and Facebook view-through impact without enterprise cost.
What we'd skip
- Shopify native if you're spending >$50K/mo on paid ads and need multi-touch models or MMM — first/last-click misses mid-funnel contribution.
- Rockerbox Free tier if you need first-party data or deduplication — vendor discloses these are excluded; use Starter tier or another tool.
- Northbeam if you're under $500K annual ad spend — enterprise pricing likely exceeds value for smaller budgets; start with Triple Whale or Rockerbox.
- Hyros if you lack call funnels or SaaS trials — its differentiator is call tracking; for standard e-commerce, Triple Whale or Northbeam are better fits.
- Any tool claiming attribution accuracy without incrementality validation — vendor-reported ROAS lifts (e.g., '37% increase') are unverified without holdout tests.
