Verdict (TL;DR)
Verified 2026-05-09Marketing attribution software measures which marketing touches drove revenue (B2B) or installs/in-app events (mobile). The category is bifurcated into two fundamentally different categories with different buyers: B2B SaaS attribution (Dreamdata, HockeyStack, Bizible/Adobe, Full Circle Insights, CaliberMind, Influ) for revenue teams measuring multi-touch B2B funnels, and mobile / B2C attribution (AppsFlyer, Branch, Singular, Adjust) for app marketers measuring installs, in-app events, and ad-network attribution. They are not interchangeable. Apple's App Tracking Transparency (ATT) framework launched June 2021 (iOS 14.5+) and Google Privacy Sandbox have reshaped the mobile attribution category, IDFA opt-in rates collapsed to 25-35%, SKAdNetwork / SKAN became the de-facto iOS attribution rail, and probabilistic + media-mix-modeling techniques became mandatory rather than optional. The B2B attribution category is rapidly consolidating around B2B SaaS players that ingest from CDP / warehouse and tie touches to closed-won pipeline (Dreamdata leads, HockeyStack rising, Bizible declining post-Adobe). Buyers should determine whether they need B2B or mobile attribution before evaluating vendors, there is no platform that does both well.
Best for your specific use case
- B2B SaaS attribution leader: Dreamdata Warehouse-native B2B SaaS attribution leader. Default for B2B SaaS revenue teams measuring multi-touch funnels tied to closed-won.
- B2B mid-market attribution: HockeyStack Modern B2B mid-market attribution. Right call for B2B SaaS without warehouse, Dreamdata-class features at lower setup cost.
- Marketo-anchored B2B attribution: Bizible Adobe Marketo Measure (Bizible). Default for Marketo-anchored buyers, though declining post-Adobe absorption.
- Salesforce-native B2B attribution: Full Circle Insights Salesforce-native managed package. Best for Salesforce-anchored teams wanting attribution inside Salesforce reports.
- B2B revenue attribution + RevOps: CaliberMind B2B revenue attribution with strong RevOps tooling. Fits RevOps-led teams running ABM + attribution combined.
- B2B influence + person-level attribution: Influ Niche B2B attribution focused on individual influence within buying committees. Best alongside traditional account-based attribution.
- Mobile attribution leader: AppsFlyer Mobile attribution market leader. Default for B2C mobile-first apps, strongest install attribution + SKAN integration.
- Mobile linking + attribution: Branch Deep linking + mobile attribution. Best for apps prioritizing deferred deep linking + cross-platform user journeys.
- Cross-channel mobile + web attribution: Singular Mobile + cross-channel attribution with strong creative analytics. Best for marketers running coordinated mobile + web spend.
- Mobile attribution alternative: Adjust AppLovin-acquired (2021) mobile attribution. Works for AppLovin-anchored mobile marketers, though direction tied to AppLovin priorities.
Marketing attribution software measures which marketing activities drove which revenue outcomes, and is one of the most bifurcated categories in martech. There are two fundamentally different markets that share a name and almost nothing else: B2B SaaS attribution (Dreamdata, HockeyStack, Bizible, Full Circle Insights, CaliberMind, Influ) measures multi-touch B2B funnels, first-touch, last-touch, multi-touch, custom models, tied to closed-won pipeline in CRM. Mobile / B2C attribution (AppsFlyer, Branch, Singular, Adjust) measures app installs, in-app events, and ad-network attribution at consumer scale. The tooling, pricing models, integrations, and buyers are different. The category emerged in two parallel arcs: B2B attribution around Bizible (founded 2011, acquired by Marketo 2018, Adobe 2018) and Full Circle Insights (founded 2011), and mobile attribution around AppsFlyer (founded 2011, Israel), Adjust (founded 2012, Berlin), and Branch (founded 2014). The mobile attribution category was reshaped by Apple's App Tracking Transparency (ATT) framework launched June 2021 (iOS 14.5), IDFA opt-in rates collapsed to 25-35%, SKAdNetwork / SKAN became the de-facto iOS attribution rail, and probabilistic + media-mix-modeling techniques became mandatory. Google Privacy Sandbox is doing similar to Android in 2025-2026. We synthesized 22,000+ reviews across G2, Capterra, Reddit (r/marketing, r/PPC, r/mobiledev), and martech communities.
This is a companion to our Top 10 Customer Data Platforms, Top 10 ABM Platforms, and Top 10 Marketing Automation Software rankings. Attribution sits adjacent, CDP supplies unified data, ABM supplies the orchestration layer, marketing automation is the activation layer, and attribution measures what worked. Most modern B2B stacks: CDP / warehouse → ABM + Marketing Automation → Attribution → revenue dashboards. Mobile stacks: SDK in app + ad-network postbacks → attribution → analytics + retention.
Quick comparison
| Product | Best for | Starts at | 10-emp/mo* | Pricing | G2 | Geo |
|---|---|---|---|---|---|---|
| 1 Dreamdata | B2B SaaS revenue teams | $0 + $0/emp | $0 | 4.7 | Global; strongest in EU, UK, US | |
| 2 HockeyStack | B2B SaaS mid-market | $0 + $0/emp | $0 | 4.7 | Global; strongest in US, EU | |
| 3 Bizible | Marketo / Adobe-anchored B2B enterprise | Quote | - | 4.0 | Global; strongest in US, EU, UK, AU | |
| 4 Full Circle Insights | Salesforce-anchored B2B | Quote | - | 4.4 | Global; strongest in US, UK, AU | |
| 5 CaliberMind | RevOps-led B2B mid-market and enterprise | Quote | - | 4.5 | Global; strongest in US | |
| 6 Influ | B2B SaaS with complex multi-stakeholder deals | $600 | $600 | 4.5 | Global; strongest in US | |
| 7 AppsFlyer | B2C mobile-first apps | $0 + $0/emp | $0 | 4.6 | Global; strongest in US, EU, APAC, Israel | |
| 8 Branch | B2C mobile apps with deep-linking needs | $0 + $0/emp | $0 | 4.5 | Global; strongest in US, EU, APAC | |
| 9 Singular | B2C marketers with mobile + web programs | Quote | - | 4.5 | Global; strongest in US, EU, APAC | |
| 10 Adjust | B2C mobile apps | Quote | - | 4.4 | Global; strongest in EU, US, APAC |
*10-employee monthly cost = base fee + (per-employee × 10) using the lowest published tier. For opaque-pricing vendors, no value is shown.
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| From ↓ / To → | Dreamdata | HockeyStack | Bizible | Full Circle Insights | CaliberMind | Influ | AppsFlyer | Branch | Singular | Adjust |
|---|---|---|---|---|---|---|---|---|---|---|
| Dreamdata | - | OK 4 | OK 4 | Medium 6 | Medium 5 | OK 4 | Hard 7 | Hard 7 | Medium 6 | OK 4 |
| HockeyStack | OK 4 | - | OK 4 | Medium 6 | Medium 5 | OK 4 | Hard 7 | Hard 7 | Medium 6 | OK 4 |
| Bizible | OK 4 | OK 4 | - | Medium 6 | Medium 5 | OK 4 | Hard 7 | Hard 7 | Medium 6 | OK 4 |
| Full Circle Insights | Medium 6 | Medium 6 | Medium 6 | - | Hard 7 | Medium 6 | Medium 5 | Medium 5 | OK 4 | Medium 6 |
| CaliberMind | Medium 5 | Medium 5 | Medium 5 | Hard 7 | - | Medium 5 | OK 4 | OK 4 | Hard 7 | Medium 5 |
| Influ | OK 4 | OK 4 | OK 4 | Medium 6 | Medium 5 | - | Hard 7 | Hard 7 | Medium 6 | OK 4 |
| AppsFlyer | Hard 7 | Hard 7 | Hard 7 | Medium 5 | OK 4 | Hard 7 | - | Medium 6 | Medium 5 | Hard 7 |
| Branch | Hard 7 | Hard 7 | Hard 7 | Medium 5 | OK 4 | Hard 7 | Medium 6 | - | Medium 5 | Hard 7 |
| Singular | Medium 6 | Medium 6 | Medium 6 | OK 4 | Hard 7 | Medium 6 | Medium 5 | Medium 5 | - | Medium 6 |
| Adjust | OK 4 | OK 4 | OK 4 | Medium 6 | Medium 5 | OK 4 | Hard 7 | Hard 7 | Medium 6 | - |
All 10, ranked and reviewed
Each product gets the same scrutiny: who it’s actually best for, where it falls short, what it really costs, and how it scores across six dimensions.
Dreamdata
Warehouse-native B2B SaaS attribution leader.
Dreamdata is the warehouse-native B2B SaaS attribution leader, founded 2018 in Copenhagen by ex-Trustpilot revenue and data leaders. The product covers data ingestion (CRM, warehouse, ad networks, web/product analytics, marketing automation), identity resolution at the account level, multi-touch attribution (first, last, U-shape, W-shape, custom data-driven), and closed-won pipeline reporting. Strengths: strongest B2B SaaS attribution category positioning, warehouse-native architecture (ingest from Snowflake, BigQuery, Databricks), modern UX, founder-led, deep B2B SaaS feature set tied to closed-won revenue, and strong fit for B2B SaaS revenue teams. Best fit for B2B SaaS companies (50-5,000 employees) wanting multi-touch attribution tied to revenue. Trade-offs: not a fit for mobile / B2C attribution (AppsFlyer/Branch/Singular/Adjust better), pricing has escalated as the category has matured, and implementation requires marketing operations + data engineering capacity for non-trivial setups.
B2B SaaS companies (50-5,000 employees) wanting warehouse-native multi-touch attribution tied to closed-won pipeline, particularly Snowflake/BigQuery/Databricks-anchored revenue teams.
Mobile / B2C apps (AppsFlyer/Branch/Singular/Adjust better), Marketo-anchored teams wanting native fit (Bizible better), pure Salesforce reporting (Full Circle Insights better), or budget-conscious sub-$5M ARR with no warehouse.
Strengths
- Warehouse-native B2B SaaS architecture (Snowflake/BigQuery/Databricks ingest)
- Strongest B2B SaaS attribution category positioning
- Multi-touch attribution tied to closed-won revenue
- Modern UX and founder-led product velocity
- Deep CRM (Salesforce/HubSpot) and marketing automation integrations
- Built for B2B SaaS revenue teams
- Free tier for early-stage B2B
Weaknesses
- Not a fit for mobile / B2C attribution
- Pricing escalated as category matured
- Implementation requires marketing ops + data engineering for non-trivial setups
- Support inconsistency reported post-rapid-growth phase
- Smaller deployed base versus Bizible historical
Pricing tiers
partial- FreeUp to 100K visitors, basic attribution$0+$0 /mo +/emp
- Team~$12K/year; mid-market entry$999 /mo
- Business~$30K-$80K/year typicalQuote
- Enterprise$80K-$240K+/year for larger ad spend / data volumeQuote
- · Per-ad-spend tier scaling
- · Warehouse compute costs (separate)
- · Annual price increases of 8-12%
- · Implementation services for Enterprise
Key features
- +Warehouse-native ingest (Snowflake, BigQuery, Databricks, Redshift)
- +Multi-touch attribution (first, last, U-shape, W-shape, custom data-driven)
- +B2B identity resolution at account level
- +CRM pipeline integration (Salesforce, HubSpot)
- +Ad network ingest (Google, Meta, LinkedIn, TikTok)
- +Marketing automation integration
- +Customer journey visualization
- +Revenue analytics + dashboarding
HockeyStack
Modern B2B mid-market attribution for B2B SaaS without warehouse.
HockeyStack is the modern B2B mid-market attribution platform, founded 2020. The product covers multi-touch attribution + journey analytics + revenue reporting for B2B SaaS, without requiring a warehouse for setup. Strengths: strongest B2B mid-market positioning, fast time-to-value (no warehouse required), modern UX, founder-led product velocity, AI-driven journey insights, and aggressive feature shipping cadence 2024-2026. Best fit for B2B SaaS mid-market wanting Dreamdata-class features at lower setup cost. Trade-offs: not a fit for mobile attribution, smaller integration ecosystem than Dreamdata, and customer reports of variable customer support quality during rapid scale.
B2B SaaS mid-market companies (50-1,000 employees) wanting multi-touch attribution + journey analytics with fast setup, without requiring data warehouse for value.
Mobile / B2C apps (AppsFlyer/Branch/Singular/Adjust better), warehouse-anchored enterprises (Dreamdata better), Marketo-anchored teams (Bizible better fit), or Salesforce-only reporting (Full Circle better).
Strengths
- Strongest B2B mid-market positioning
- Fast time-to-value (no warehouse required)
- Modern UX and aggressive product velocity
- AI-driven journey insights
- Founder-led
- Affordable mid-market pricing
- Strong CRM integrations (Salesforce, HubSpot)
Weaknesses
- Not a fit for mobile attribution
- Smaller integration ecosystem than Dreamdata
- Support response times vary during scale-up
- Less mature warehouse-ingest than Dreamdata
- Brand recognition still building outside US B2B SaaS
Pricing tiers
partial- FreeLimited features and visitors$0+$0 /mo +/emp
- Starter~$6K/year; mid-market entry$499 /mo
- Growth~$18K-$48K/year typicalQuote
- Enterprise$48K-$150K/year for larger volumesQuote
- · Per-visitor scaling
- · Annual price increases
- · Implementation services for Enterprise
Key features
- +Multi-touch attribution (first, last, U-shape, W-shape, custom)
- +B2B journey analytics
- +CRM pipeline integration (Salesforce, HubSpot)
- +Ad network ingest
- +AI-driven journey insights
- +Account-level identity resolution
- +Revenue dashboards
Bizible
Adobe Marketo Measure, the Marketo-anchored B2B attribution predecessor.
Bizible (now Adobe Marketo Measure) is the original B2B attribution platform, founded 2011 in Seattle. Acquired by Marketo in May 2018, then absorbed into Adobe with the Adobe acquisition of Marketo in October 2018 ($4.75B). The product covers multi-touch attribution tied to Marketo + Salesforce, with bundled positioning inside Adobe Experience Cloud / Marketo Engage. Strengths: native Marketo + Salesforce integration, default for Marketo Engage-anchored buyers, mature 14-year track record, public Adobe parent stability, and broad existing installed base. Trade-offs: post-Adobe absorption innovation pace has slowed meaningfully versus Dreamdata / HockeyStack, customer churn to category challengers reported across 2022-2025, pricing meaningful as part of Marketo Engage bundles, and the product has become an "anchored option" rather than a standalone category leader.
Marketo Engage-anchored B2B enterprises (1,000-50,000 employees) wanting native multi-touch attribution inside the Adobe Experience Cloud, particularly buyers already paying for Marketo Engage at scale.
B2B SaaS mid-market wanting modern challenger (Dreamdata/HockeyStack better), non-Marketo shops (Dreamdata/Full Circle better), warehouse-anchored teams (Dreamdata better), or mobile attribution (any mobile vendor better).
Strengths
- Native Marketo Engage + Salesforce integration
- Default for Marketo-anchored buyers
- Mature 14-year track record
- Public Adobe parent stability
- Broad existing installed base
- Bundled into Adobe Experience Cloud
Weaknesses
- Innovation pace slowed meaningfully post-Adobe absorption
- Customer churn to Dreamdata / HockeyStack reported
- Pricing meaningful as Marketo Engage bundle
- Outside Marketo / Adobe ecosystem significantly less compelling
- UX dated relative to modern challengers
- Support is hit-or-miss post-Adobe
Pricing tiers
opaque- Marketo Measure (Bizible) StandardBundled with Marketo Engage; ~$30K-$80K/year typical add-onQuote
- Marketo Measure Enterprise$80K-$300K/year for larger Marketo deploymentsQuote
- · Marketo Engage license required for full value
- · Implementation services
- · Annual price increases (Adobe-typical 8-12%)
- · Adobe consultant dependency
Key features
- +Multi-touch attribution (first, last, U-shape, W-shape, custom)
- +Native Marketo Engage integration
- +Native Salesforce integration
- +Bizible-style touchpoint capture
- +Marketo / Adobe Experience Cloud bundling
- +Pipeline analytics
Full Circle Insights
Salesforce-native B2B attribution managed package.
Full Circle Insights is the Salesforce-native B2B attribution platform, founded 2011 by ex-Marketo and Salesforce alumni. The product runs as a Salesforce managed package, meaning attribution data lives inside Salesforce reports, dashboards, and objects rather than in a separate analytics product. Strengths: deepest Salesforce-native attribution architecture (managed package, not external integration), default for Salesforce-anchored teams wanting attribution inside Salesforce reports, mature 14-year track record, founder-led, and strong fit for buyers who prefer attribution to live where the pipeline lives. Best fit for Salesforce-anchored B2B teams. Trade-offs: outside Salesforce ecosystem the product is significantly less compelling, UX is dated relative to modern standalone challengers (Dreamdata, HockeyStack), and Slower roadmap than the modern alternatives. Salesforce-native architecture is also a constraint, you cannot use Full Circle without Salesforce.
Salesforce-anchored B2B teams (200-10,000 employees) wanting multi-touch attribution that lives inside Salesforce reports, dashboards, and objects rather than a separate analytics tool.
Non-Salesforce shops (Dreamdata/HockeyStack better), HubSpot-only buyers (Dreamdata/HockeyStack better), warehouse-anchored teams (Dreamdata better), or mobile attribution.
Strengths
- Deepest Salesforce-native attribution architecture
- Salesforce managed package (lives inside Salesforce)
- Default for Salesforce-anchored attribution
- Mature 14-year track record
- Founder-led
- Made for buyers wanting attribution where pipeline lives
Weaknesses
- Salesforce-only, cannot use without Salesforce
- Outside Salesforce ecosystem significantly less compelling
- UX dated relative to Dreamdata / HockeyStack
- Product velocity trails newer entrants
- Support depends on tier
- Implementation requires Salesforce admin sophistication
Pricing tiers
opaque- Full Circle Funnel Metrics~$30K-$60K/year typicalQuote
- Full Circle Campaign Attribution~$50K-$120K/yearQuote
- Full Circle Response ManagementAdd-onQuote
- Full Circle Suite Enterprise$120K-$300K+/year for full suiteQuote
- · Salesforce license required
- · Implementation services
- · Annual price increases
- · Salesforce admin time for upkeep
Key features
- +Salesforce managed package (native)
- +Multi-touch attribution
- +Funnel Metrics (campaign and pipeline)
- +Response Management
- +Salesforce report and dashboard integration
- +Pardot / Account Engagement integration
CaliberMind
B2B revenue attribution + RevOps tooling combined.
CaliberMind is the B2B revenue attribution platform with strong RevOps tooling, founded 2015. The product covers multi-touch attribution + B2B journey analytics + RevOps reporting (account-based pipeline analysis, ABM measurement, sales-and-marketing alignment dashboards). Strengths: strong fit for RevOps-led teams running attribution + ABM measurement combined, mature B2B revenue attribution feature set, strong CRM and Marketo integrations, and modern UX. Best fit for RevOps-led B2B mid-market and enterprise wanting one platform for attribution + ABM measurement + RevOps reporting. Trade-offs: Thinner footprint than Dreamdata / Bizible, brand recognition limited outside US RevOps community, and customer reports of variable customer support quality.
RevOps-led B2B mid-market and enterprise (200-5,000 employees) wanting combined attribution + ABM measurement + RevOps reporting in one platform.
Mobile / B2C apps, B2B SaaS wanting fastest time-to-value (HockeyStack better), warehouse-anchored teams (Dreamdata better), or buyers wanting standalone Salesforce-native (Full Circle better).
Strengths
- Best for RevOps-led teams
- Combined attribution + ABM measurement + RevOps reporting
- Mature B2B revenue attribution feature set
- Strong CRM and Marketo integrations
- Modern UX
- Founder-led
Weaknesses
- Lighter market share than Dreamdata / Bizible
- Brand recognition limited outside US RevOps community
- Support inconsistency reported
- Innovation pace below Dreamdata / HockeyStack
- Pricing opacity
Pricing tiers
opaque- CaliberMind Standard~$24K-$60K/year typicalQuote
- CaliberMind Pro$60K-$150K/yearQuote
- CaliberMind Enterprise$150K-$400K/yearQuote
- · Per-data-volume scaling
- · Implementation services
- · Annual price increases
Key features
- +Multi-touch attribution
- +B2B journey analytics
- +ABM measurement
- +RevOps reporting (pipeline, sales-marketing alignment)
- +Salesforce + Marketo integration
- +Account-based pipeline analysis
Influ
B2B influence + person-level attribution within buying committees.
Influ is the niche B2B attribution platform focused on individual influence within buying committees, founded 2019. The product's differentiator: rather than account-level multi-touch attribution, Influ measures person-level influence, which individuals within a buying committee (champions, blockers, decision makers) were touched by which marketing activities and how that mapped to deal outcomes. Strengths: only credible person-level B2B influence attribution, modern UX, founder-led, and strong fit for B2B SaaS with complex multi-stakeholder deals. Trade-offs: niche category, not a substitute for traditional account-level multi-touch attribution (use alongside Dreamdata/HockeyStack), small installed base, and sales-cycle-coupled value proposition limits TAM.
B2B SaaS companies (50-1,000 employees) running complex multi-stakeholder deals, typically alongside traditional account-level attribution (Dreamdata/HockeyStack) rather than replacing it.
Mobile / B2C apps, B2B SaaS wanting only one attribution platform (Dreamdata/HockeyStack stand alone better), simple single-buyer sales motions, or low-ACV transactional sales.
Strengths
- Only credible person-level B2B influence attribution
- Modern UX
- Founder-led
- Fits complex multi-stakeholder B2B deals
- Buying-committee influence visualization
- Lightweight setup
Weaknesses
- Niche category
- Not a substitute for account-level multi-touch attribution
- Small installed base
- Sales-cycle-coupled value proposition limits TAM
- Support response times vary
- Brand recognition limited
Pricing tiers
partial- Influ Starter~$7K/year; mid-market entry$600 /mo
- Influ Pro~$18K-$48K/year typicalQuote
- Influ Enterprise$48K-$120K/yearQuote
- · Per-deal scaling
- · Annual price increases
- · Implementation services
Key features
- +Person-level B2B influence attribution
- +Buying-committee mapping and visualization
- +Marketing-activity to influence-touch correlation
- +CRM integration
- +Champion / blocker / decision-maker tagging
AppsFlyer
Mobile attribution market leader.
AppsFlyer is the mobile attribution market leader, founded 2011 in Herzliya, Israel. The company has raised $300M+ and was last valued at $2B+ (2020 Series D). The product covers mobile install attribution, in-app event attribution, ad-network postback handling, SKAdNetwork (SKAN) integration, fraud prevention, and creative analytics. Strengths: mobile attribution market leadership (broadest installed base across consumer apps), strongest SKAN integration in category, deep ad-network partnerships (12,000+ integrations), mature fraud prevention (Protect360), strong fit for B2C mobile-first apps, and Israel-anchored engineering depth. Best fit for B2C mobile-first apps. Trade-offs: not a fit for B2B SaaS attribution (use Dreamdata/HockeyStack), pricing has escalated meaningfully 2022-2025, post-iOS 14.5 ATT framework (June 2021) reshaped the entire category, opt-in rates collapsed to 25-35%, mandating SKAN + probabilistic + media-mix-modeling, and customer support quality reports have been mixed during the post-ATT category transition.
B2C mobile-first apps (consumer brands, gaming, fintech, retail) wanting comprehensive mobile install + in-app event attribution with SKAN integration and fraud prevention.
B2B SaaS attribution (Dreamdata/HockeyStack better), web-only attribution (most B2B vendors better), budget-conscious indie mobile apps (Singular/Branch may fit better), or buyers needing person-level B2B attribution.
Strengths
- Mobile attribution market leadership (broadest installed base)
- Strongest SKAN / SKAdNetwork integration
- Deep ad-network partnerships (12,000+ integrations)
- Mature fraud prevention (Protect360)
- Built for B2C mobile-first apps
- Israel-anchored engineering depth
- $2B+ valuation (2020), well-capitalized
Weaknesses
- Not a fit for B2B SaaS attribution
- Pricing escalated meaningfully 2022-2025
- Post-ATT (iOS 14.5) reshaping reduced determinism, affects entire category
- Customer support quality mixed during post-ATT transition
- Implementation requires mobile SDK + ad-network postback expertise
Pricing tiers
opaque- AppsFlyer ZeroFree up to limits; data ownership program$0+$0 /mo +/emp
- AppsFlyer Growth~$2K-$8K/month for mid-market appsQuote
- AppsFlyer Enterprise$100K-$1M+/year for large consumer appsQuote
- · Per-conversion overages
- · Protect360 fraud prevention add-on
- · Data Locker (raw data export) add-on
- · Annual price increases of 10-15%
Key features
- +Mobile install attribution (iOS, Android)
- +In-app event attribution
- +SKAdNetwork (SKAN) integration
- +Ad-network postback handling (12,000+ networks)
- +Protect360 fraud prevention
- +Creative analytics
- +Privacy-Preserving Measurement (post-ATT)
- +Cohort analysis
Branch
Deep linking + mobile attribution.
Branch is the deep linking + mobile attribution platform, founded 2014. The product's differentiator: best-in-class deferred deep linking (the linking infrastructure that lets a marketing link survive an app install and still land users on the right in-app destination) combined with mobile attribution. Strengths: strongest deferred deep linking in category, mature mobile attribution, broad customer base across consumer brands and gaming, IPO-track positioning (talks reported 2022-2024), and strong fit for apps prioritizing cross-platform user journeys. Best fit for B2C mobile apps wanting deep linking + attribution combined. Trade-offs: not a fit for B2B SaaS attribution (use Dreamdata/HockeyStack), AppsFlyer leads on broader ad-network integration depth, and post-ATT (June 2021) reshaping has reduced determinism across category.
B2C mobile apps (50-50,000 employees) prioritizing deferred deep linking + cross-platform user journeys with mobile attribution combined, particularly consumer brands, retail, fintech, social.
B2B SaaS attribution, apps wanting deepest ad-network integration breadth (AppsFlyer better), apps without deep-linking needs (Singular/Adjust may be cheaper), or web-only attribution.
Strengths
- Strongest deferred deep linking in category
- Mature mobile attribution
- Broad customer base across consumer brands
- IPO-track positioning (talks reported 2022-2024)
- Made for apps with cross-platform journeys
- Universal Links / App Links infrastructure
Weaknesses
- Not a fit for B2B SaaS attribution
- AppsFlyer leads on broader ad-network depth
- Post-ATT reshaping reduced determinism (category-wide)
- Pricing meaningful at scale
- Support is hit-or-miss
Pricing tiers
opaque- Branch FreeFree up to limits$0+$0 /mo +/emp
- Branch Pro~$1K-$5K/month for mid-market appsQuote
- Branch Enterprise$60K-$500K+/year for large consumer appsQuote
- · Per-MAU overages
- · Implementation services
- · Annual price increases
- · Branch Engagement add-ons
Key features
- +Deferred deep linking (best in category)
- +Universal Links / App Links infrastructure
- +Mobile install attribution
- +In-app event attribution
- +SKAdNetwork (SKAN) integration
- +Cross-platform user journey tracking
- +Web-to-app conversion
Singular
Mobile + cross-channel attribution with creative analytics.
Singular is the mobile + cross-channel attribution platform, founded 2014. The product covers mobile install attribution, in-app event attribution, web attribution, and cross-channel marketing analytics with strong creative-analytics tooling. Strengths: only mobile attribution platform with credible cross-channel (mobile + web) coverage, strong creative analytics (creative performance dashboards across networks), modern UX, and strong fit for marketers running coordinated mobile + web spend. Best fit for B2C marketers running coordinated mobile + web programs. Trade-offs: not a fit for B2B SaaS attribution, AppsFlyer leads on pure-mobile ad-network depth, and customer reports of variable customer support quality.
B2C marketers (200-50,000 employees) running coordinated mobile + web ad spend wanting cross-channel attribution with strong creative analytics, particularly gaming, retail, fintech, e-commerce.
B2B SaaS attribution, pure-mobile apps without web component (AppsFlyer/Adjust may be deeper), or buyers prioritizing deep linking (Branch better).
Strengths
- Only mobile attribution with credible cross-channel coverage
- Strong creative analytics across ad networks
- Modern UX
- Best for coordinated mobile + web programs
- ROI dashboards across channels
- Mature ad-network integrations
Weaknesses
- Not a fit for B2B SaaS attribution
- AppsFlyer leads on pure-mobile ad-network depth
- Uneven support quality
- Less penetration than AppsFlyer/Adjust
- Post-ATT reshaping reduced determinism (category-wide)
Pricing tiers
opaque- Singular Standard~$30K-$80K/year for mid-market appsQuote
- Singular Pro$80K-$240K/yearQuote
- Singular Enterprise$240K-$1M+/year for large brandsQuote
- · Per-MAU overages
- · Implementation services
- · Annual price increases
- · Cross-channel data ingestion add-ons
Key features
- +Mobile install attribution
- +In-app event attribution
- +Web attribution
- +Cross-channel marketing analytics
- +Creative analytics (creative performance dashboards)
- +SKAdNetwork (SKAN) integration
- +ROI dashboards across networks
Adjust
AppLovin-acquired (October 2021) mobile attribution.
Adjust is the Berlin-built mobile attribution platform, founded 2012. Acquired by AppLovin in October 2021 for $1B (Adjust's estimated value at acquisition). The product covers mobile install attribution, in-app event attribution, ad-network postback handling, SKAdNetwork (SKAN) integration, fraud prevention, and audience builder. Strengths: mature mobile attribution feature set, deep European market presence (Berlin-anchored, GDPR-native), strong AppLovin integration post-acquisition, mature 13-year track record, and broad customer base. Trade-offs: post-AppLovin acquisition direction tied to AppLovin priorities (rather than independent mobile attribution leader positioning), customer reports of mixed product velocity 2022-2025, AppsFlyer leads on broader feature surface, and post-ATT (June 2021) reshaping has reduced category determinism.
B2C mobile apps (200-50,000 employees), particularly European apps wanting GDPR-native mobile attribution and AppLovin-anchored marketers wanting tight AppLovin integration.
B2B SaaS attribution, US-only apps without AppLovin priority (AppsFlyer broader fit), buyers concerned about AppLovin priority alignment, or buyers prioritizing deep linking (Branch better).
Strengths
- Mature mobile attribution feature set
- Deep European market presence (Berlin-anchored, GDPR-native)
- Strong AppLovin integration post-acquisition
- Mature 13-year track record
- Broad customer base
- Strong fraud prevention
Weaknesses
- Post-AppLovin acquisition direction tied to AppLovin priorities
- Product velocity mixed 2022-2025
- AppsFlyer leads on broader feature surface
- Post-ATT reshaping reduced determinism
- Support inconsistency reported post-acquisition
Pricing tiers
opaque- Adjust Standard~$24K-$60K/year for mid-market appsQuote
- Adjust Pro$60K-$200K/yearQuote
- Adjust Enterprise$200K-$800K+/year for large consumer appsQuote
- · Per-conversion overages
- · Implementation services
- · Annual price increases
- · Audience Builder add-on
Key features
- +Mobile install attribution
- +In-app event attribution
- +SKAdNetwork (SKAN) integration
- +Ad-network postback handling
- +Fraud prevention
- +Audience Builder
- +AppLovin integration (post-acquisition)
7 steps to pick the right marketing attribution software
- 1 1. Pre-select B2B vs mobile attribution before evaluating vendors
B2B SaaS revenue teams need Dreamdata/HockeyStack/Bizible/Full Circle/CaliberMind/Influ. B2C mobile apps need AppsFlyer/Branch/Singular/Adjust. There is no platform that does both well. Mismatching the category wastes evaluation cycles and produces unhappy buyers. Companies running both B2C mobile and B2B web (rare) should expect to buy two attribution platforms.
- 2 2. For B2B: audit your existing data layer
On Marketo Engage? Bizible (Adobe Marketo Measure) is native, though innovation pace has slowed. On Salesforce-only with no Marketo? Full Circle Insights (managed package) or HubSpot/Salesforce-native HockeyStack. With a warehouse (Snowflake/BigQuery/Databricks)? Dreamdata is the warehouse-native leader. RevOps-led with combined ABM measurement needs? CaliberMind. Do not pick attribution that fights your existing data layer.
- 3 3. For mobile: confirm your post-ATT measurement strategy
Apple ATT (June 2021) reshaped mobile attribution permanently. Before evaluating vendors, define: (1) SKAN conversion-value schema (the limited 6-bit postback design, your modeling depends on it). (2) Probabilistic modeling tolerance (some vendors push more probabilistic; some less). (3) Media-mix modeling adoption (mandatory for upper-funnel measurement now). (4) Privacy-preserving measurement strategy as Google Privacy Sandbox arrives on Android 2025-2026. Vendors that lead on SKAN integration depth (AppsFlyer, Branch) win at scale.
- 4 4. Match attribution model sophistication to actual analyst capacity
Custom data-driven attribution requires data scientists who can interpret it and a marketing team that will act on it. Most B2B SaaS mid-market is better served by U-shape or W-shape with clean data than by data-driven attribution with messy data. Pick attribution model sophistication matching your actual analyst capacity, not your aspiration.
- 5 5. Plan implementation as marketing operations transformation
B2B attribution implementation requires: (1) UTM hygiene + campaign taxonomy (4-8 weeks). (2) CRM stage definition + closed-won mapping (2-4 weeks). (3) Marketing automation + ad-network ingest (4-6 weeks). (4) Warehouse + CDP integration if applicable (4-8 weeks). (5) Sales rep training on attribution-influenced reporting (4-6 weeks). Plan 2-6 months for serious B2B attribution rollout. Mobile attribution is faster (4-8 weeks for SDK + postback configuration) but SKAN conversion-value schema design takes thought.
- 6 6. Run a 60-90 day proof-of-value with real pipeline / install data
For B2B: measure attribution-influenced pipeline vs control, model accuracy against your closed-won deals, and analyst time required for upkeep. For mobile: measure SKAN-deterministic vs probabilistic split, fraud detection delta, and creative-analytics insights generated. Don't pick attribution by Gartner Magic Quadrant alone, actual fit with your pipeline / install data is the only meaningful test.
- 7 7. Negotiate at signing carefully
Dreamdata, HockeyStack, Bizible, AppsFlyer all push 2-3 year contracts. Annual contracts available with 10-30% premium. Negotiate: per-data-volume scaling clarity (mobile attribution per-MAU and per-conversion overages can be brutal at scale), warehouse-compute pass-through (B2B), implementation services scope, and data-export rights (you should be able to leave with your historical attribution data). Avoid 3+ year locks given AI-driven attribution evolution and ongoing privacy framework changes (Google Privacy Sandbox 2025-2026).
Frequently asked questions
The questions buyers actually ask before they sign a marketing attribution software contract.
B2B attribution vs mobile attribution, what is the actual difference?
How did Apple ATT (iOS 14.5+) reshape mobile attribution?
Dreamdata vs HockeyStack, which one for B2B SaaS?
AppsFlyer vs Branch vs Singular vs Adjust, which one for mobile?
Is Bizible (Adobe Marketo Measure) still a viable choice?
How much should I budget for marketing attribution?
How long does attribution implementation take?
How does this overlap with CDP, ABM, and Marketing Automation rankings?
Glossary
- Multi-touch attribution (MTA)
- Attributing revenue across multiple marketing touchpoints in a buyer journey using a model (first-touch, last-touch, U-shape, W-shape, time-decay, or custom data-driven). Standard B2B attribution primitive.
- First-touch attribution
- Attribution model crediting the first marketing interaction with 100% of revenue. Useful for top-of-funnel measurement; misleading for full-journey attribution.
- Last-touch attribution
- Attribution model crediting the final marketing interaction before conversion with 100% of revenue. Useful for closing-channel measurement; misleading for early-funnel measurement.
- U-shape / W-shape attribution
- Attribution models distributing credit across key touchpoints (lead creation, opportunity creation, closed-won). U-shape uses two anchor touches; W-shape uses three. B2B SaaS standard.
- Data-driven attribution
- AI/ML-based attribution that learns weights from your historical conversion data rather than using a fixed model. Dreamdata, HockeyStack, Bizible all support.
- Media-mix modeling (MMM)
- Statistical / econometric modeling of marketing channel contribution to revenue using aggregated time-series data. Has resurged post-ATT for mobile attribution where deterministic IDFA data is unavailable.
- Apple ATT (App Tracking Transparency)
- Apple's privacy framework launched June 2021 (iOS 14.5+) requiring apps to request explicit user permission for IDFA access. Opt-in rates collapsed to 25-35%, reshaping mobile attribution category.
- SKAdNetwork (SKAN)
- Apple's privacy-preserving mobile install attribution framework. Provides limited, aggregated postbacks rather than user-level IDFA-tied data. De-facto iOS attribution rail post-ATT.
- IDFA (Identifier for Advertisers)
- Apple's per-device advertising identifier used historically for mobile attribution. Now requires user opt-in under ATT (June 2021+); pre-ATT it was the deterministic mobile attribution primitive.
- Probabilistic attribution
- Attribution using statistical inference (IP, device fingerprint, timing) rather than deterministic identifiers. Mandatory post-ATT in mobile; supplements deterministic data.
Final word
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Last updated 2026-05-09. Pricing data is reverified quarterly. Found something inaccurate? Tell us.