Attribution Models
14 minute read

9 Most Popular Marketing Attribution Software Tools in 2026

Written by

Grant Cooper

Founder at Cometly

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Published on
February 16, 2026
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When every marketing dollar counts, knowing which campaigns actually drive revenue isn't optional—it's essential. Marketing attribution software connects the dots between your ads, touchpoints, and conversions, giving you the clarity to scale what works and cut what doesn't.

But with dozens of tools claiming to solve attribution, finding the right fit for your team can feel overwhelming. We've evaluated the most popular marketing attribution platforms based on tracking accuracy, integration capabilities, ease of use, and value for different business types.

Whether you're running multi-channel paid campaigns, managing an agency, or optimizing e-commerce funnels, this list will help you find the attribution solution that matches your needs.

1. Cometly

Best for: Multi-channel marketers who need AI-powered attribution with accurate server-side tracking

Cometly is an AI-powered marketing attribution platform that connects your ad platforms, CRM, and website to track the entire customer journey in real time.

Screenshot of Cometly website

Where This Tool Shines

Cometly stands out with its server-side tracking methodology, which captures data that pixel-based tracking often misses due to iOS restrictions and ad blockers. This means you get more accurate attribution data when platform-reported numbers fall short.

The platform's AI Ads Manager analyzes your campaign performance across channels and delivers actionable optimization recommendations. Instead of manually digging through reports, you get clear guidance on which campaigns to scale and which to pause.

Key Features

AI Ads Manager: Identifies high-performing ads and campaigns across every ad channel with AI-driven recommendations for scaling.

Server-Side Tracking: Captures conversion data that client-side pixels miss, providing more complete attribution visibility.

Multi-Touch Attribution: Tracks every touchpoint in the customer journey to show which sources actually convert.

Conversion Sync: Feeds enriched conversion events back to Meta, Google, and other platforms to improve their AI targeting.

Real-Time Analytics: Access live campaign performance data with customizable attribution models in one unified dashboard.

Best For

Cometly works best for digital marketers and agencies running paid campaigns across multiple platforms who need accurate attribution data to make confident scaling decisions. It's particularly valuable for teams dealing with iOS tracking limitations or managing significant ad spend where attribution accuracy directly impacts ROI.

Pricing

Custom pricing based on ad spend and tracking volume. Demo available to explore features and discuss pricing for your specific needs.

2. Triple Whale

Best for: Shopify-focused e-commerce brands seeking DTC-specific analytics and attribution

Triple Whale is an e-commerce analytics platform built specifically for Shopify brands, offering first-party tracking and unified performance reporting.

Screenshot of Triple Whale website

Where This Tool Shines

Triple Whale's native Shopify integration makes setup remarkably fast for DTC brands. The platform was built from the ground up for e-commerce, so every feature speaks the language of online retail—from blended ROAS to creative performance insights.

Their Triple Pixel technology provides first-party data collection that helps maintain attribution accuracy as third-party cookies disappear. For Shopify merchants tired of fragmented data across multiple dashboards, Triple Whale consolidates everything into one view.

Key Features

Triple Pixel: First-party tracking pixel that captures customer data directly, bypassing many privacy restrictions.

Shopify Native Integration: Deep integration with Shopify that pulls product, order, and customer data automatically.

Creative Analytics: Tracks which ad creatives drive the most revenue, helping you identify winning assets.

Customer Journey Visualization: Shows the complete path customers take from first touch to purchase.

Blended ROAS Reporting: Combines data from all ad platforms to calculate true return on ad spend.

Best For

Triple Whale is ideal for Shopify-based DTC brands running paid social campaigns who want e-commerce-specific attribution without technical complexity. It's particularly strong for brands spending $50K+ monthly on ads who need reliable performance data.

Pricing

Starts around $129 per month for smaller stores, with pricing scaling based on monthly revenue and feature requirements.

3. Northbeam

Best for: Data-driven e-commerce brands wanting machine learning attribution with predictive capabilities

Northbeam is a machine learning-powered attribution platform offering customizable models and predictive analytics for performance-focused brands.

Screenshot of Northbeam website

Where This Tool Shines

Northbeam applies sophisticated machine learning to attribution, going beyond standard rule-based models. The platform learns from your actual conversion patterns to build custom attribution logic that reflects your specific customer journey.

The predictive budget allocation feature analyzes historical performance to recommend where your next dollar should go. For brands making significant media investments, this data science approach can uncover optimization opportunities that simpler tools miss.

Key Features

Machine Learning Models: Automatically builds attribution models based on your actual conversion data patterns.

Customizable Attribution Windows: Adjust lookback windows to match your typical sales cycle length.

Media Mix Modeling: Analyzes the optimal balance across different marketing channels for maximum efficiency.

Predictive Budget Allocation: Uses historical data to forecast which channels will deliver the best returns.

Creative Analysis: Identifies which creative elements correlate with higher conversion rates across channels.

Best For

Northbeam suits mid-market to enterprise e-commerce brands with substantial ad budgets who want sophisticated attribution modeling. It's best for teams comfortable with data analysis who can leverage the platform's advanced capabilities.

Pricing

Custom pricing typically positioned for mid-market to enterprise brands. Pricing discussions usually start with a consultation about ad spend and tracking requirements.

4. Rockerbox

Best for: Omnichannel marketers tracking both digital and traditional media including TV and podcast

Rockerbox is an omnichannel marketing measurement platform that unifies attribution across digital, TV, podcast, direct mail, and other traditional channels.

Screenshot of Rockerbox website

Where This Tool Shines

Rockerbox excels at bridging the gap between online and offline marketing. While most attribution tools focus exclusively on digital channels, Rockerbox tracks TV spots, podcast ads, direct mail campaigns, and other traditional media alongside your digital efforts.

The platform's incrementality testing helps you understand which channels truly drive incremental conversions versus simply capturing demand that would have converted anyway. This is particularly valuable for brands investing in multiple media types who need to justify budget allocation across channels.

Key Features

Unified Measurement: Tracks attribution across digital ads, TV, podcast, direct mail, and other offline channels in one platform.

TV Attribution: Measures the impact of television advertising on online conversions and brand searches.

Podcast Tracking: Attributes conversions back to specific podcast ads and episodes.

Incrementality Testing: Runs controlled experiments to measure true lift from marketing activities.

Marketing Data Warehouse: Centralizes all marketing data for custom analysis and reporting.

Best For

Rockerbox is ideal for established brands running omnichannel campaigns who need to measure traditional media alongside digital channels. It's particularly valuable for companies investing in TV, podcast, or direct mail who want unified attribution reporting.

Pricing

Custom pricing based on the number of channels tracked and data volume. Typically positioned for brands with significant omnichannel marketing investments.

5. Wicked Reports

Best for: Subscription businesses and lead generation companies tracking long-term customer value

Wicked Reports is an attribution platform specializing in long-term customer value tracking, particularly suited for subscription models and lead generation.

Screenshot of Wicked Reports website

Where This Tool Shines

Wicked Reports focuses on lifetime value attribution rather than just first-purchase tracking. For subscription businesses, this means you can see which marketing sources bring customers who stick around versus those who churn quickly.

The platform's cohort analysis shows how customer value evolves over time by acquisition source. If you're running a subscription box service or SaaS product, this long-term perspective reveals which campaigns deliver sustainable growth versus short-term vanity metrics.

Key Features

Long-Term LTV Attribution: Tracks customer value over extended periods to show true ROI from acquisition sources.

Cohort Analysis: Groups customers by acquisition date and source to compare retention and value patterns.

Email and SMS Attribution: Tracks revenue generated from email campaigns and SMS marketing efforts.

Subscription Revenue Tracking: Monitors recurring revenue and churn patterns by marketing source.

CRM Integrations: Connects with CRMs to track lead generation campaigns through to closed deals.

Best For

Wicked Reports works best for subscription-based businesses, membership sites, and B2B companies with lead generation funnels who need to understand long-term customer value by acquisition source rather than just immediate conversions.

Pricing

Starts around $250 per month with pricing scaling based on tracked revenue and number of integrations needed.

6. Hyros

Best for: High-ticket businesses with long sales cycles needing extended attribution windows

Hyros is an attribution platform designed for high-ticket businesses with long sales cycles, featuring call tracking and extended attribution windows up to one year.

Screenshot of Hyros website

Where This Tool Shines

Hyros specializes in tracking complex, high-value customer journeys that span weeks or months. The platform's extended attribution windows (up to one year) capture the full journey for businesses where customers research extensively before buying.

Call tracking integration is particularly strong, which matters for high-ticket offers where phone consultations are part of the sales process. Hyros connects phone calls back to the original ad click, so you can see which campaigns drive qualified calls that convert.

Key Features

Call Tracking Integration: Attributes phone call conversions back to the original marketing touchpoint.

Extended Attribution Windows: Tracks customer journeys up to one year for long sales cycle businesses.

AI Ad Optimization: Provides recommendations for campaign optimization based on conversion patterns.

Print Tracking: Measures the impact of print advertising on online conversions and inquiries.

High-Ticket Funnel Tracking: Monitors multi-step sales processes from initial click through consultation to purchase.

Best For

Hyros is ideal for businesses selling high-ticket products or services ($1,000+) with longer sales cycles that involve phone consultations, webinars, or multiple touchpoints before purchase. It's particularly strong for coaching programs, consulting services, and B2B solutions.

Pricing

Starts around $99 per month with pricing scaling based on ad spend and tracking requirements for larger operations.

7. Ruler Analytics

Best for: B2B companies connecting marketing touchpoints to CRM revenue and pipeline

Ruler Analytics is a B2B-focused attribution platform that connects marketing touchpoints to CRM revenue, enabling closed-loop reporting for pipeline-driven teams.

Screenshot of Ruler Analytics website

Where This Tool Shines

Ruler Analytics excels at closed-loop attribution for B2B companies. The platform tracks a lead from their first website visit through every marketing touchpoint, then connects to your CRM to show which marketing sources generated actual revenue.

For B2B teams struggling to prove marketing's impact on pipeline, Ruler provides the missing link between marketing activities and closed deals. You can finally answer which campaigns drive qualified leads that turn into customers rather than just form fills.

Key Features

Closed-Loop Revenue Attribution: Connects marketing touchpoints all the way through to CRM revenue for complete ROI visibility.

Deep CRM Integrations: Integrates with Salesforce, HubSpot, and other CRMs to track deals back to marketing sources.

Call and Form Tracking: Captures both phone inquiries and form submissions with full visitor journey context.

Offline Conversion Tracking: Tracks conversions that happen offline through CRM data syncing.

Pipeline Reporting: Shows which marketing sources contribute to sales pipeline and closed revenue.

Best For

Ruler Analytics is ideal for B2B companies with sales teams using CRMs who need to prove marketing's contribution to revenue. It's particularly valuable for businesses with longer sales cycles where multiple marketing touchpoints influence deals.

Pricing

Starts around $199 per month with pricing scaling based on website traffic volume and number of CRM integrations required.

8. Attribution App

Best for: Teams getting started with attribution who want simple model comparison

Attribution App is a straightforward multi-touch attribution platform offering clean visualization and flexible model comparison for teams new to attribution.

Where This Tool Shines

Attribution App keeps things simple without sacrificing functionality. The interface is clean and intuitive, making it easy for teams without data science backgrounds to understand their attribution data.

The platform lets you compare multiple attribution models side by side—first-click, last-click, linear, time-decay, and position-based—so you can see how different approaches change your understanding of what's working. This educational approach helps teams learn attribution concepts while getting actionable insights.

Key Features

Multiple Model Comparison: View first-click, last-click, linear, time-decay, and position-based attribution models simultaneously.

Clean Interface: Intuitive dashboard design that makes attribution data accessible to non-technical users.

Customer Journey Visualization: Visual representation of the paths customers take from first touch to conversion.

Ad Platform Integration: Connects with major advertising platforms to pull campaign performance data.

Conversion Path Analysis: Shows the most common sequences of touchpoints that lead to conversions.

Best For

Attribution App works well for small to mid-sized marketing teams who are new to multi-touch attribution and want to understand how different models affect their data without overwhelming complexity or enterprise pricing.

Pricing

Starts around $79 per month, making it one of the more accessible entry points for multi-touch attribution software.

9. Google Analytics 4

Best for: Budget-conscious teams primarily using Google's marketing ecosystem

Google Analytics 4 is Google's free analytics platform with built-in attribution modeling, offering basic multi-touch attribution for teams invested in Google's ecosystem.

Where This Tool Shines

GA4's biggest advantage is obvious: it's free. For teams with limited budgets or those just starting to explore attribution, GA4 provides a solid foundation without financial commitment.

The platform's native integration with Google Ads means you get seamless data flow if you're primarily advertising on Google's network. The data-driven attribution model uses machine learning to distribute credit across touchpoints, which is more sophisticated than simple rule-based models.

Key Features

Data-Driven Attribution: Machine learning model that distributes conversion credit based on actual contribution patterns.

Google Ads Integration: Seamless connection with Google Ads for campaign performance tracking and optimization.

Cross-Device Tracking: Tracks users across devices when they're signed into Google accounts.

Conversion Path Reports: Shows the sequence of touchpoints leading to conversions in your funnel.

Free Tier: Full platform access at no cost for most businesses, with GA4 360 available for enterprise needs.

Best For

GA4 is ideal for small businesses or startups with limited budgets who primarily advertise on Google platforms and want basic attribution capabilities without investing in specialized software. It's also useful as a supplementary tool alongside dedicated attribution platforms.

Pricing

Free for standard use. GA4 360 available for enterprise organizations requiring higher data limits and additional support, with custom pricing.

Finding Your Attribution Match

The right attribution software depends on your specific marketing setup and business model. Here's how to choose:

For multi-channel paid advertisers who need accurate tracking despite iOS limitations and want AI-driven optimization recommendations, Cometly delivers server-side tracking and actionable insights that help you scale with confidence.

If you're running a Shopify-based DTC brand focused on e-commerce metrics, Triple Whale's native integration and first-party pixel make it the natural choice. For brands that want sophisticated machine learning attribution with predictive capabilities, Northbeam offers advanced modeling that goes beyond standard approaches.

Running omnichannel campaigns that include TV, podcast, or direct mail? Rockerbox unifies digital and traditional media measurement in one platform. Subscription businesses tracking long-term customer value should look at Wicked Reports for LTV-focused attribution.

High-ticket businesses with extended sales cycles benefit from Hyros's long attribution windows and call tracking. B2B companies need Ruler Analytics to connect marketing touchpoints through to CRM revenue. Teams new to attribution can start with Attribution App's straightforward model comparison, while budget-conscious operations primarily using Google can leverage GA4's free tier.

The attribution landscape has evolved significantly as privacy changes make platform-reported data less reliable. Server-side tracking, first-party data collection, and AI-driven insights are now essential for maintaining accurate performance visibility.

Ready to elevate your marketing game with precision and confidence? Discover how Cometly's AI-driven recommendations can transform your ad strategy—Get your free demo today and start capturing every touchpoint to maximize your conversions.

Get a Cometly Demo

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