Attribution Models
15 minute read

9 Best Marketing Attribution Vendors to Evaluate in 2026 (And the Questions to Ask Them)

Written by

Matt Pattoli

Founder at Cometly

Follow On YouTube

Published on
February 18, 2026
Get a Cometly Demo

Learn how Cometly can help you pinpoint channels driving revenue.

Loading your Live Demo...
Oops! Something went wrong while submitting the form.

Choosing the right marketing attribution vendor can make or break your ability to understand what's actually driving revenue. With tracking challenges from iOS privacy updates, cookie deprecation, and increasingly complex customer journeys, the stakes have never been higher. But here's the problem: most vendor demos are designed to impress, not inform. This guide gives you the essential questions to ask each type of attribution vendor and highlights 9 leading platforms worth evaluating. Whether you need multi-touch attribution, media mix modeling, or AI-powered optimization, you'll know exactly what to look for and what red flags to avoid.

1. Cometly

Best for: Marketers who need AI-powered attribution with server-side tracking and ad platform optimization

Cometly is a 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 addresses one of the biggest challenges marketers face today: accurate tracking despite iOS limitations and cookie restrictions. Its server-side tracking architecture bypasses browser-level tracking issues, capturing data that client-side tools often miss.

The platform's AI component goes beyond just showing you what happened. It analyzes your attribution data and provides actionable recommendations on which campaigns to scale, where to adjust budgets, and which creative elements are driving the best results across channels.

Key Features

Server-Side Tracking: Captures conversion data directly from your server, avoiding iOS 14.5+ limitations and ad blocker interference.

AI-Powered Optimization: Provides specific recommendations on budget allocation and campaign scaling based on your attribution data.

Multi-Touch Attribution: Tracks every touchpoint across paid ads, organic channels, email, and more to show the complete customer journey.

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

Real-Time Dashboard: Access live attribution data and performance metrics without waiting for batch processing delays.

Best For

Digital marketing teams and agencies running multi-channel campaigns who need accurate attribution despite privacy restrictions. Especially valuable for businesses spending significant budgets on paid advertising and wanting to optimize ad platform performance through better data feeding.

Pricing

Custom pricing based on ad spend volume. Contact their team for a quote tailored to your specific tracking needs and campaign scale.

2. Triple Whale

Best for: Ecommerce brands running Shopify stores with heavy Meta and Google ad spend

Triple Whale is an attribution platform built specifically for ecommerce businesses, with deep Shopify integration and first-party tracking capabilities.

Screenshot of Triple Whale website

Where This Tool Shines

Triple Whale was designed with DTC brands in mind, and it shows in every feature. The platform understands ecommerce metrics like average order value, customer acquisition cost, and lifetime value in ways that general attribution tools don't. Its first-party pixel provides more accurate tracking than standard Meta pixels alone.

The creative analytics feature helps you understand which ad creatives are actually driving purchases, not just clicks. This level of granularity lets you double down on winning creative concepts and kill underperformers faster.

Key Features

First-Party Pixel: Captures customer data directly on your domain, improving tracking accuracy and reducing reliance on third-party cookies.

Shopify Integration: Syncs seamlessly with your Shopify store to track orders, customers, and product performance automatically.

Creative Analytics: Breaks down performance by individual ad creatives so you know which images and videos drive the most revenue.

Customer Journey Mapping: Visualizes the path customers take from first touch to purchase across all your marketing channels.

Mobile App: Monitor your key metrics and attribution data from your phone with their dedicated mobile application.

Best For

Shopify-based ecommerce brands with monthly ad spend between $10,000 and $500,000. Particularly useful for DTC companies focused on Meta and Google advertising who need quick, actionable insights without enterprise-level complexity.

Pricing

Starts at $129/month for basic plans, with pricing tiers scaling based on order volume and feature access.

3. Northbeam

Best for: Data-driven DTC brands seeking machine learning attribution with predictive capabilities

Northbeam is a machine learning attribution platform that uses predictive modeling to attribute conversions across your marketing channels.

Screenshot of Northbeam website

Where This Tool Shines

Northbeam takes a more sophisticated approach to attribution by using machine learning algorithms that learn from your specific customer behavior patterns. Rather than applying a one-size-fits-all attribution model, the platform adapts to how your customers actually convert.

The customizable attribution windows are particularly valuable for brands with longer consideration periods. You can set different lookback windows for different channels, recognizing that a customer might click a Facebook ad weeks before they convert from a Google search.

Key Features

ML-Based Attribution: Uses machine learning to weight touchpoints based on their actual influence on conversions, not just arbitrary rules.

Customizable Attribution Windows: Set different lookback periods for each channel to match real customer behavior patterns.

Creative Performance Analysis: Tracks which specific ad creatives and messaging angles drive the highest-quality customers.

Cross-Channel Reporting: Unified dashboard showing performance across paid social, search, display, email, and organic channels.

Predictive Forecasting: Projects future performance based on historical attribution data and current trends.

Best For

Established DTC brands with substantial marketing budgets who want sophisticated attribution modeling. Best suited for companies with enough conversion volume to train machine learning models effectively, typically brands doing $5 million or more in annual revenue.

Pricing

Custom pricing based on business size and tracking requirements. Contact their sales team for a personalized quote.

4. Rockerbox

Best for: Brands running both digital and offline marketing who need comprehensive multi-channel measurement

Rockerbox is a marketing measurement platform that combines multi-touch attribution with media mix modeling to provide a complete view of marketing performance.

Screenshot of Rockerbox website

Where This Tool Shines

Rockerbox stands out by bridging the gap between digital attribution and traditional media measurement. While most attribution platforms focus exclusively on digital channels, Rockerbox can incorporate TV, podcast, direct mail, and other offline touchpoints into your attribution model.

The dual approach of combining MTA with MMM gives you both the granular, user-level insights of attribution and the broader, aggregate view of media mix modeling. This is particularly valuable for brands that can't rely on digital tracking alone.

Key Features

Multi-Touch Attribution: Tracks digital customer journeys across all online channels with flexible attribution models.

Media Mix Modeling: Uses statistical analysis to measure the impact of TV, radio, podcast, and other hard-to-track channels.

Offline Conversion Tracking: Connects in-store purchases and phone orders back to digital marketing touchpoints.

TV and Podcast Attribution: Measures the impact of broadcast and audio advertising on digital traffic and conversions.

Budget Optimization: Recommends budget allocation across channels based on marginal ROI analysis.

Best For

Mid-market and enterprise brands running integrated campaigns across digital and traditional media. Especially valuable for companies with retail locations or those investing heavily in TV, podcast, or radio advertising alongside digital channels.

Pricing

Enterprise pricing model with costs based on company size, channel complexity, and data volume. Expect pricing to start in the mid five figures annually.

5. Hyros

Best for: High-ticket businesses with long sales cycles and phone-based conversions

Hyros is an attribution platform designed for businesses selling high-value products or services where the customer journey spans weeks or months.

Screenshot of Hyros website

Where This Tool Shines

Hyros was built to solve a specific problem that most attribution tools ignore: tracking customers who take weeks or months to convert, often through multiple touchpoints including phone calls. The platform excels at connecting that initial ad click to a sale that happens 30, 60, or even 90 days later.

The phone call tracking integration is particularly sophisticated. Hyros doesn't just track that a call happened; it can attribute revenue to specific ads even when the conversion happens over the phone with your sales team.

Key Features

Extended Attribution Windows: Track customer journeys over months, not just days, to capture long sales cycles accurately.

Phone Call Tracking: Attribute phone conversions back to specific ads, keywords, and campaigns that drove the call.

High-Ticket Funnel Tracking: Follow prospects through complex funnels with multiple steps, webinars, and sales calls.

Ad Platform Integration: Syncs conversion data back to Facebook, Google, and other platforms to improve their optimization.

Sales Team Attribution: Track which marketing sources feed your sales team the highest-quality leads.

Best For

Businesses selling products or services above $1,000 with sales cycles longer than 7 days. Particularly valuable for B2B companies, coaching programs, consulting services, and any business where phone sales play a major role in closing deals.

Pricing

Starts at $199/month for basic tracking, with higher tiers available based on conversion volume and advanced features needed.

6. Wicked Reports

Best for: Subscription businesses and membership sites focused on lifetime value attribution

Wicked Reports is an attribution platform that specializes in tracking customer lifetime value and recurring revenue across marketing channels.

Screenshot of Wicked Reports website

Where This Tool Shines

Most attribution platforms focus on first purchase attribution, but Wicked Reports understands that for subscription businesses, the real value comes from retention and LTV. The platform tracks not just which ad brought in a customer, but which marketing sources generate subscribers who stick around and generate recurring revenue.

The cohort analysis features let you compare the quality of customers from different marketing sources over time. You might discover that customers from one channel have a 50% higher LTV than another, even if the initial conversion costs are similar.

Key Features

LTV Attribution: Attributes lifetime customer value back to the original marketing touchpoints that acquired each customer.

Recurring Revenue Tracking: Monitors subscription renewals, upgrades, and downgrades tied to acquisition sources.

Cohort Analysis: Compares customer retention and LTV across different acquisition channels and time periods.

Email Attribution: Tracks the impact of email marketing on both initial conversions and ongoing customer value.

CRM Integration: Syncs with major CRMs to connect marketing attribution with sales and customer success data.

Best For

SaaS companies, membership sites, subscription box services, and any business model where customer lifetime value matters more than initial purchase value. Most effective for companies with at least six months of customer retention data to analyze.

Pricing

Starts at $250/month for small businesses, with pricing scaling based on the number of customers and data complexity.

7. Measured

Best for: Enterprise brands seeking incrementality testing and experiment-based attribution

Measured is an incrementality testing platform that uses geo-lift experiments and controlled testing to measure true marketing impact.

Screenshot of Measured website

Where This Tool Shines

Measured takes a fundamentally different approach to attribution by focusing on incrementality rather than correlation. Instead of just tracking which touchpoints customers interacted with, the platform runs controlled experiments to determine which marketing actually caused conversions that wouldn't have happened otherwise.

The geo-lift testing methodology is particularly powerful. By running campaigns in some geographic regions but not others, you can measure the true lift your marketing generates, accounting for baseline conversions that would have happened anyway.

Key Features

Incrementality Testing: Runs controlled experiments to measure the true causal impact of your marketing spend.

Geo-Lift Experiments: Tests marketing effectiveness by comparing performance in test markets versus control markets.

Cross-Channel Measurement: Evaluates the incremental impact of each marketing channel on overall business results.

Media Optimization: Provides recommendations on budget allocation based on incremental return, not just attributed return.

Statistical Rigor: Uses advanced statistical methods to ensure test results are statistically significant and actionable.

Best For

Large enterprises with substantial marketing budgets who want to move beyond correlation-based attribution to causal measurement. Best suited for brands spending at least $500,000 monthly on marketing with the resources to run controlled experiments.

Pricing

Enterprise pricing based on company size and testing requirements. Expect annual contracts starting in the six-figure range for comprehensive incrementality measurement.

8. AppsFlyer

Best for: Mobile app marketers needing attribution with SKAdNetwork support and fraud protection

AppsFlyer is a mobile attribution platform that tracks app installs, in-app events, and user behavior across iOS and Android devices.

Where This Tool Shines

AppsFlyer dominates the mobile attribution space because it was built specifically for the unique challenges of app marketing. The platform handles the complexities of iOS SKAdNetwork, Android install referrer, and cross-device tracking that general attribution tools struggle with.

The fraud protection features are particularly valuable in mobile marketing, where install fraud and click injection can waste significant portions of your budget. AppsFlyer's fraud detection catches suspicious patterns before you pay for them.

Key Features

Mobile App Attribution: Tracks app installs and in-app events back to specific ad campaigns across all mobile ad networks.

SKAdNetwork Support: Navigates iOS privacy restrictions with full SKAdNetwork integration and optimization.

Deep Linking: Creates seamless user experiences by directing users to specific in-app content from ads.

Fraud Protection: Detects and blocks install fraud, click injection, and other mobile-specific fraud tactics.

Audience Segmentation: Builds custom audiences based on in-app behavior to improve retargeting and lookalike targeting.

Best For

Mobile app developers and marketers running user acquisition campaigns across Facebook, Google, TikTok, and mobile ad networks. Essential for any business where the app is the primary product or conversion point.

Pricing

Free tier available for apps with limited monthly conversions. Paid plans start at $0.05 per conversion, with volume discounts and enterprise options available.

9. Ruler Analytics

Best for: Lead generation businesses needing call tracking and CRM-integrated attribution

Ruler Analytics is an attribution platform designed for B2B and lead generation businesses that convert through forms and phone calls.

Where This Tool Shines

Ruler Analytics solves the attribution gap that plagues lead generation businesses: connecting marketing touchpoints to leads that convert offline. The platform tracks the complete journey from first website visit through form submission or phone call, then connects that lead to eventual revenue in your CRM.

The call tracking integration is more sophisticated than basic call tracking services. Ruler doesn't just track that a call happened; it attributes that call back through the entire marketing journey and follows it forward to closed revenue.

Key Features

Call Tracking: Attributes phone call leads back to specific marketing sources, campaigns, and keywords that drove them.

Form Tracking: Captures form submissions and connects them to the marketing touchpoints that influenced the lead.

CRM Integration: Syncs with Salesforce, HubSpot, and other CRMs to track leads through to closed revenue.

Offline Conversion Attribution: Connects closed deals back to the original marketing sources that generated the leads.

Marketing Qualified Lead Tracking: Differentiates between total leads and qualified leads to optimize for lead quality, not just quantity.

Best For

B2B companies, professional services firms, and lead generation businesses where conversions happen through phone calls and forms rather than immediate online purchases. Most valuable for businesses with sales cycles longer than a single session.

Pricing

Starts at $199/month for basic plans, with pricing increasing based on call volume, number of users, and advanced features required.

Making the Right Choice

The right attribution vendor depends entirely on your business model and specific tracking challenges. For AI-powered multi-touch attribution with server-side tracking and ad platform optimization, Cometly delivers comprehensive insights that help you scale with confidence. Triple Whale and Northbeam excel for ecommerce brands focused on DTC growth, while Hyros specializes in high-ticket sales with extended sales cycles.

If you're running a subscription business where lifetime value matters more than first purchase, Wicked Reports provides the LTV-focused attribution you need. Mobile app marketers should look at AppsFlyer for its mobile-specific features and fraud protection. Lead generation businesses converting through calls and forms will find Ruler Analytics addresses their unique tracking needs.

For enterprise brands running integrated campaigns across digital and traditional media, Rockerbox's combination of MTA and MMM provides comprehensive measurement. And if you have the budget and scale for true incrementality testing, Measured offers experiment-based attribution that goes beyond correlation to prove causation.

When evaluating vendors, ask these critical questions: How does your platform handle iOS tracking limitations? What attribution models do you support, and can I customize them? How do you validate data accuracy? What's your approach to server-side versus client-side tracking? Can you track cross-device journeys? How do you integrate with my existing ad platforms and CRM? What's the implementation timeline and technical requirements?

Watch for red flags during vendor demos. Be cautious of platforms that can't clearly explain their tracking methodology or those promising unrealistic accuracy rates. Avoid vendors with opaque pricing or those who dismiss privacy concerns. Question any platform that claims to solve iOS tracking challenges without server-side implementation.

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

Learn how Cometly can help you pinpoint channels driving revenue.

Loading your Live Demo...
Oops! Something went wrong while submitting the form.