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Attribution reviews by real, verified users. Find unbiased ratings on user satisfaction, features, and price based on the most reviews available anywhere.

Best Attribution Software

Marketing attribution software is used by companies to determine how actions, events, or touch points during the prospecting and sales processes contribute to the success of their marketing and sales teams. Since a closed sale is often the result of a combination of several factors and conditions, which may occur in a random order, it’s very difficult to understand what made it successful. Companies use marketing attribution software to assign a value to any factor that may have a contribution to the success of a sale, based on the influence it had on the customer or prospect during the interactions with the company. Marketing attribution software is usually a hub software pulling in data from other marketing and software tools, so it commonly integrates with software solutions used by sales, marketing, or public relations departments, like CRM, marketing automation, email marketing, email tracking, demand generation, or sales analytics tools.

To qualify for inclusion in the Attribution category, a solution must:

Track multiple marketing and communication channels (TV, social media, phone, email, digital advertising channels, etc) and capture data on the interactions between the company and its prospects or customers
Use multiple attribution models like single touch attribution (when all attribution is assigned to only one event), fractional attribution (to include multiple events in the attribution, with equal or differents weights), or algorithmic attribution (which uses data science for advanced attribution criteria and models)
Provide dashboards and visualizations for users to understand which activities performed better and why. The analysis should be based on relevant historical data and user-defined key performance indicators
Integrate with software solutions used by sales, marketing, or public relations departments, like CRM, email tracking, demand generation, or sales analytics

Top 10 Attribution Software

  • ActiveCampaign
  • CallRail
  • SharpSpring
  • LeanData
  • Bizible
  • Impact
  • Everflow
  • AdRoll
  • Terminus ABM Platform
  • TUNE

Compare Attribution Software

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(6,963)4.6 out of 5
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Entry Level Price:$9 Per Month - Paid Yearly

ActiveCampaign's category-defining Customer Experience Automation (CXA) Platform helps over 130,000 businesses in 170 countries meaningfully engage with their customers. The platform gives businesses of all sizes access to hundreds of pre-built automations that combine email marketing, marketing automation, CRM, and machine learning for powerful segmentation and personalization across social, email, messaging, chat, and text. Over 70% of ActiveCampaign's customers use its 300+ integrations inclu

(695)4.6 out of 5
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Entry Level Price:$45 monthly fee

CallRail is here to bring complete visibility to the marketers who rely on quality inbound leads to boost success and sustain growth. Our customers live in a results-driven world, and giving them a clear view into their digital marketing efforts is a first priority for CallRail. Often overlooked by other marketing tools or analytics platforms, we see the opportunities in surfacing and connecting data from calls, forms, chat and beyond—helping our customers achieve better outcomes. CallRail’s

(643)4.5 out of 5
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SharpSpring is a comprehensive revenue growth platform with robust sales and marketing automation features, functionality and performance. SharpSpring is one of the most flexible platforms on the market, offering powerful, behavior-based email marketing, native or 3rd party CRM integration, dynamic forms, landing page and blog builders, social media management, universal CMS compatibility, and integration with hundreds of applications. SharpSpring is usually less than 1/3 the cost of the comp

(426)4.6 out of 5
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LeanData is the leading provider of go-to-market operations solutions powering the modern revenue engine. Standing at the center of Salesforce CRM, LeanData’s family of solutions orchestrate and automate the go-to-market process enabling B2B companies to increase speed-to-revenue and improve the buyer experience. With LeanData’s Lead-to-Account Matching, Routing, Engagement, and Attribution solutions, sales reps only receive the leads, contacts, accounts, and opportunities they need to work on,

(138)4.7 out of 5

Every-touch revenue attribution and advanced AI-driven revenue planning to enable every marketer—from CMO to channel manager—to discover customer journeys, impact digital transformations, and power company growth.

(178)4.3 out of 5
Entry Level Price:Starting at $500/month

Impact is the global leader in Partnership Automation, helping brands scale every type of partnership, including affiliates, influencers, strategic business partners, mobile apps, publishers, and more. Impact's Partnership Cloud automates every stage of the partnership lifecycle from discovery, recruitment, onboarding, engagement, and optimization of all types of partnerships. Founded in Santa Barbara, CA in 2008, Impact has grown to over 750 employees and twelve offices across the United St

(78)4.8 out of 5
Entry Level Price:$395/mo Up to 50K Clicks

Everflow is the smarter Partner Management Platform for driving performance from every type of partner: Affiliates, Influencers, In-App Publishers, and Media Buying channels. Unlock new opportunities with clickless tracking and tracking code URLs. Focus on what matters with automated optimization, full API data access, and deeper reporting insights. Understand your performance by placement, time, city, and more. To learn about how we support growing your Partner Program faster, visit http://ever

(465)3.9 out of 5
Entry Level Price:$0

The AdRoll e-commerce marketing platform empowers D2C brands to deliver the consistent, personalized, cross-channel experiences vital to lasting customer relationships. Our machine learning engine makes a trillion decisions a day, so you can focus on strategic, creative work and grow faster, using the resources you have today. Our platform combines your customer data and ours from every point, giving you the entire bird’s-eye view of each customer’s habits, with continuous measurement and attrib

(315)4.4 out of 5
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Terminus is a full-funnel account-based marketing platform that serves as your end-to-end command center for targeting the right accounts with dynamic data, engaging them with unified multi-channel campaigns, activating sales by separating signal from noise, and reporting on the revenue outcomes that matter. Unify your first- and third-party data by using the Terminus Data Studio to give you a 360-degree view of all your accounts and contacts. Build actionable target account lists, identify eng

(103)4.2 out of 5
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The TUNE Partner Marketing Platform (formerly HasOffers) is the industry’s most flexible SaaS platform for building, managing, and growing partner programs and networks. Headquartered in Seattle with hundreds of employees worldwide, TUNE is trusted by the most innovative affiliate marketers, iconic brands, and the largest global performance advertising networks, including Shopify, Groupon, Chewy, Credit Sesame, Rackspace, Grammarly, FabFitFun, The Penny Hoarder, Fluent, Applift, and Tapjoy.

(53)4.4 out of 5
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LeadsRx is a SaaS platform that helps brands and agencies understand the performance of marketing budgets and marketing campaigns. The system is uniquely differentiated by the LeadsRx Universal Conversion Tracking Pixel™ and built-in identity graph technologies. These result in getting onboarded in days instead of months, customer journey maps that stitch together journeys across devices and browsers, and Return on Ad Spend (ROAS) reports that cover the broadest range of marketing channels inclu

(64)4.3 out of 5
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Entry Level Price:$2,399 Annually 3 Users

Onclusive is the data science company for marketing and communications. We use artificial intelligence to reveal which strategies drive actual business outcomes, and leverage advanced marketing technologies to deliver a brand’s most valuable content to its intended audience, at scale. The result is thousands of high-performance campaigns around the world. Onclusive helps you get smarter. We empower you; to increase performance, to demonstrate value. We make communications the hero by combining

(50)4.9 out of 5
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The Openprise RevOps Performance Platform™ is a single, no-code platform that combines the best practices, business rules, and data you need to orchestrate hundreds of processes like data cleansing, account scoring, lead routing, attribution, and many more. Unlike traditional data management solutions designed for IT departments and require coding, the Openprise data orchestration solution is designed specifically for non-technical professionals. Openprise contains the business rules and logic

(1,029)4.0 out of 5
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Cision Communications Cloud® empowers communicators with the industry's most-powerful tools ever assembled. Reach the right audiences, deliver impactful results across traditional, digital and social media, and track your brand in one integrated solution. Automated analysis helps you easily report and translate your campaigns into valuable insights.

(59)4.5 out of 5

CAKE provides performance marketing software with solutions for affiliate marketing, lead generation and multichannel marketing that enables advertisers, networks and publishers to manage, measure and optimize marketing performance in real-time. Affiliate Marketing: Manage and measure partner marketing programs, optimize performance for the highest profitability and attract valuable partners. Lead Generation: Maximize lead generation efforts through a holistic view into the management and o

(1,761)3.9 out of 5
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Entry Level Price:$1,250 per month

Meet Pardot: B2B marketing automation on the world's #1 CRM. Pardot empowers marketing and sales teams to work together to find and nurture leads, close more deals, and maximize return on investment. Pardot's lead management features CRM integration, email marketing, lead nurturing, lead scoring, and ROI reporting to help marketing and sales teams work together to generate and qualify sales leads, shorten sales cycles, and track marketing ROI. Track all prospect interactions on your site — fro

(18)4.8 out of 5
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CaliberMind is a marketing analytics solution for B2B Marketers that spans engagement scoring, marketing attribution, and end-to-end buyer journey reporting. CaliberMind integrates with your entire go-to-market tech stack and even fixes your data for you. Too often, companies don’t have the bandwidth or skills to transform their digital marketing data into meaningful insights. Marketers need real-time marketing analytics to supercharge their impact on pipeline and revenue. It’s why we developed

(27)4.5 out of 5
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Attribution is the most complete and easy to implement multi-touch attribution solution. See your spend, visits, conversions, revenue and return on ad spend (ROAS) all in one simple view. Integrates cost and autotags most major ad platforms including Facebook, Google, Quora, Linkedin and Adroll. Conversion integrations with Segment, Stripe, Salesforce, Hubspot, Marketo and more! User level attribution AND account-based attribution. Cohort-based reporting that shows ROAS by channel by day, w

Visual IQ, a Nielsen company, is the leading marketing intelligence software provider. Our Marketing Intelligence Platform combines people-based insights with tactical marketing performance in a single user interface, so you can optimize budgets, consumer experiences and business results.

(11)4.8 out of 5

Fospha Marketing is the Direct to Consumer growth platform.

(17)4.2 out of 5

MRP Prelytix™ is the only enterprise-class predictive ABM platform™. Our technology and services empower client sales and marketing teams to simplify the complexity of their environment using real-time predictive analytics and intelligence to direct, coordinate, and execute across seven channels. Using MRP’s global ABM managed service capacity or their infrastructure, our approach is purpose-built to drive measurable and higher response rates, pipeline conversion, and pipeline value. Founded

(14)3.9 out of 5

Google Attribution 360 is a management solution that uses a data-driven approach to determine how impactful users ads are, allowing them to make better cross-channel decisions and drive greater returns.

(86)3.7 out of 5

The Media Optimizer is a digital marketing optimization solution that helps you forecast the best mix of search, display and social ads based on your budget and automates the execution of your media plan.

(46)4.5 out of 5

Instabot is a conversational marketing platform that allows you to create and launch chatbots that understands your users, and then curates information, answers questions, captures contacts, and books meetings instantly. This is proven to increase conversions and reduce costs. Build, integrate, and launch Instabot on your website, or as a landing page in 20 minutes or less. Quickly leverage data collected by Instabot by porting it over to your CRM, marketing automation, e-mail platforms, or int

(115)4.0 out of 5
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Full Circle Insights delivers marketing and sales performance management solutions to optimize a company’s marketing mix and drive more revenue. The company offers multi-touch attribution, comprehensive funnel metrics and lead management technology. Built 100% on the Salesforce App Cloud, Full Circle Insights’ products complement leading marketing automation solutions. Founded by former Salesforce executives, CRM implementation veterans and marketing automation specialists, the Full Circle Insi

(10)5.0 out of 5

rampmetrics is a complete marketing analytics solution out-of-the-box. Conversion Tracking, Marketing Attribution, Funnel Analytics are seamlessly integrated with no coding or complex setup.

(70)3.8 out of 5

Marketers report on their results for two reasons: to prove their value, and to improve results. TrackMaven is the only marketing analytics platform that gives marketers the ability to do both across all of their digital channels. TrackMaven’s marketing analytics platform integrates all the data marketers are already using to measure and improve their performance — including organic and paid social analytics, website traffic, conversions, revenue, and more — so you can see what works and what

(15)4.5 out of 5
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Veritone Attribute is transforming marketing attribution in media broadcasting, using AI-powered technology that delivers near real-time performance metrics for advertisements in all broadcast formats including scheduled and unscheduled spots (live reads, organic mentions promos). Veritone Attribute leverages data from broadcasted ads and correlates them to advertisers’ website analytics. With Attribute, media broadcasters can demonstrate their digital value to broadcast campaigns, resulting i

(17)3.8 out of 5

Neustar Unified Analytics is a holistic marketing measurement, analytics and attribution solution that helps you derive real, actionable insights from an integrated view of your customers' journeys to truly understand the impact of all your marketing, no matter where and how it happens.

(27)4.7 out of 5
Entry Level Price:$99 mo.

DemandJump is the leading Marketing Insights & Attribution Platform, showing marketers what their target audience is doing, what their competitors are doing, and what actions they should take next to achieve better outcomes. Customers are empowered by knowing what content to write, what keywords to include, which websites to target, videos to produce, and much more. DemandJump gathers and assembles disparate data to create networks of customer touchpoints around any topic or keyword, prio

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Check out the G2 Grid® for the top Attribution Software products. G2 scores products and sellers based on reviews gathered from our user community, as well as data aggregated from online sources and social networks. Together, these scores are mapped on our proprietary G2 Grid®, which you can use to compare products, streamline the buying process, and quickly identify the best products based on the experiences of your peers.
Leaders
High Performers
Contenders
Niche
Demandbase ABM Platform
Pardot
Full Circle Insights
Cision Communications Cloud
ActiveCampaign
AdRoll
Bizible
CallRail
SharpSpring
Adobe Advertising Cloud
TrackMaven
Terminus ABM Platform
CAKE
TUNE
Onclusive
Nielsen Attribution (formerly Visual IQ)
LeanData
LeadsRx
Impact
Openprise
CaliberMind
Attribution
Google Attribution
Instabot
Fospha
MRP Prelytix
Everflow
rampmetrics
Veritone Attribute
Market Presence
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Learn More About Attribution Software

What is Attribution Software?

Attribution software, or marketing attribution software, is used to determine the marketing tactics that are contributing to sales or conversions. Marketing teams use a variety of software and marketing tools to funnel prospects from product awareness all the way down to purchase. During this customer journey, prospects go through various channels or touchpoints; there is usually a point where a prospect goes from being interested to becoming a committed buyer. Attribution platforms allow marketers to determine which touchpoint or channel was most effective in convincing that prospect to become a committed buyer and finally make a purchase.

There are various attribution models that marketers use to determine which touchpoints are the most effective for their business, such as first-touch, last-touch, and multi-touch attribution. To choose a model, it is important for a business to evaluate their sales cycle and determine how much of it is done online and offline. For example, most e-commerce sites rely heavily on touchpoints such as display advertising and native advertising. Conversely, a local service such as an auto mechanic may prefer traditional methods like newspaper advertising. Ultimately, most organizations may utilize several attribution models to evaluate which marketing campaigns are the most effective. The best way to begin using attribution software is by mapping out a typical customer journey and identifying which channels and touchpoints are the most important for the particular business model. 

Lastly, it’s important to note that attribution software should not be mistaken for mobile attribution software. Rather than focusing on which touchpoints convert a prospect into a buyer, mobile attribution software focuses specifically on the techniques that drove each user to install a mobile application. Mobile attribution provides insight into where each mobile application install came from across every marketing channel, device, and advertising network.

What Types of Attribution Software Exist? 

Since there are so many different touchpoints and channels that a buyer sifts through during the sales funnel, there are various types of attribution software to help determine the channel that influenced a purchase the most. Listed below are some of the types of attribution software: 

Multi-touch attribution

Multi-touch attribution helps determine which touchpoint is the most responsible for a final sale. Rather than testing major sales channels, multi-touch attribution focuses on granular touchpoints such as marketing messages and native ads. For example, if a customer is searching for new phones on the internet, they may soon see ads from various phone companies. If a customer sees an ad for a phone they like and immediately proceeds to the company website, then marketers can accurately determine that particular ad is what influenced that buyer to come to the website. Multi-touch attribution is beneficial because it offers specific granular data for marketers rather than broad assumptions on what contributed to a sale. 

Additionally, there are two major types of multi-touch attribution: first-touch attribution and last-touch attribution. First-touch attribution gives credit to the first marketing touchpoint as the most influential touchpoint that contributed to a sale. For example, if a customer’s first interaction with a company is by clicking on a display advertisement, then the display advertisement would be considered the most important touchpoint in a first-touch attribution model. Even if the customer went through various other touchpoints after clicking on the display advertisement, it wouldn’t matter in this model because the first touchpoint is considered the most important. Last-touch attribution is the complete opposite, where the last touchpoint is considered the most important. Let’s say a customer clicked on the display advertisement and then proceeded to a video advertisement before making the final purchase. In a last-touch attribution model, the video advertisement would be considered the most important touchpoint since this is the last touchpoint before the purchase.

There are other models of multi-touch attribution that consider all touchpoints equally important or weigh each touchpoint differently. The key takeaway is that attribution software allows marketers to choose from many different models to measure touchpoints and their importance. Marketers can play around with various models and choose the ones they consider most effective in their strategy. 

Marketing mix modeling

Marketing mix modeling is a more complex type of attribution because it takes into account a variety of factors that contribute to a sale. The four major factors that marketing mix modeling focuses on include product, price, place, and promotion. Marketing mix modeling tries to find the optimal balance across these four marketing efforts to determine the weight of importance that should be given to each. This offers insight into which marketing channels are working and which ones are not.

What are the Common Features of Attribution Software? 

From custom attribution modeling to conversion summary reports, attribution software provides all the necessary tools to track how buyers funneled through the customer journey and converted into a purchase. 

Attribution modeling: Attribution modeling allows users to select from a variety of attribution models. Whether it’s single-touch or multi-touch attribution, users can select from a variety of attribution models that place varying importance on marketing touchpoints across the customer journey.

Cross-channel attribution: It’s important that marketers are able to use attribution software to connect campaigns across channels and fully understand a customer’s journey. Cross-channel attribution means that marketers can follow prospects and understand the different steps they take across the entire customer journey. 

Offline attribution: Offline attribution allows users to track touchpoints through offline channels such as traditional ads, marketing events, or in-store promotions.

Dashboards: Marketing dashboards consolidate all data on touchpoints and marketing channel performance. This allows users to view and manage this data to evaluate which campaigns are working better than the others.

Promotion analysis: Promotion analysis tools allow users to measure the performance of sales and promotions. By evaluating how often users click on ads that display promotions or sales, users can evaluate the effectiveness of price cuts.

Integrations: It’s important for attribution software to integrate with different tools and systems, like CRM software and marketing automation software, to ensure that all marketing data is being utilized across the entire marketing strategy. 

What are the Benefits of Attribution Software? 

Spend optimization: Attribution platforms allows businesses to optimize spend across all marketing efforts. For example, marketers can use attribution software to pull cost data from all major ad platforms, correlate those costs to specific accounts, and then track revenue from touchpoints over time. 

Personalized content: Marketers can utilize attribution software to present more effective personalized content to potential buyers. This software provides companies with visibility on how digital assets impact sales opportunities and revenue, which enables marketers to automatically optimize user journeys with personalized, revenue-driven recommendations. 

Improved product development: This type of software enables businesses to improve product development through attribution data analysis. Contact-level attribution offers a unique insight into the needs and wants of customers, and this data can be referenced during product updates so teams can focus on the features and functionalities that matter most. 

Revenue tracking: Attribution software allows marketers to accurately determine if sales and promotions are effective drivers of revenue. This type of software enables marketers to track, connect, and credit marketing efforts to their downstream revenue generation. 

Who Uses Attribution Software? 

Attribution platforms are used across a wide variety of industries. From business to business software providers, as well as service industries, every business must evaluate the performance of their marketing efforts. With this in mind, attribution software is usually found within the marketing departments of these businesses. Below are some of the most common industries that take advantage of attribution software: 

E-commerce: Any business that sells goods online can greatly benefit from using attribution software. E-commerce businesses generally funnel their consumers through many touchpoints and marketing channels, which makes it difficult to determine which ones contributed the most to a final sale. From native ads to video advertising, attribution software helps e-commerce businesses ascertain which channels are the most effective.

Retailers: While e-commerce businesses only have to focus on online conversions, retailers must focus on both online and offline conversions. Although it might be more difficult to track, retailers that log sales in store can gather customer information such as emails to target their marketing efforts on that particular customer. This can help track if promotional emails lead to customer conversions in stores.

Software Related to Attribution Software

Related solutions that can be used together with attribution software include:

CRM software: A CRM is usually one of the core products in a businesses’ software stack that helps them track and manage customer interactions in a single system of record. It houses all relevant customer data including contact information, history, and transaction summaries. It makes sense for users to integrate attribution software alongside CRM software to monitor how a certain deal closes in the sales funnel. Once that is recorded, users can also use customer information to reiterate back into the attribution process. This facilitates the use of customer information to understand products they like and send out personalized messages and offers. The two can work in tandem to complete sales on a more regular basis.

E-commerce platforms: It can be very beneficial to integrate attribution software with e-commerce platforms to more accurately track sales conversions. Every time a purchase is made online, users can then analyze if the product sales was due to a particular ad or any other marketing touchpoint.

Marketing automation software: Marketing automation software automates marketing actions or tasks, streamlines marketing workflows, and measures the outcomes of marketing campaigns. Since attribution software also focuses on measuring the outcome of marketing campaigns, it makes sense to integrate both marketing automation software and attribution software.

Challenges with Attribution Software

A lot of the issues that arise out of attribution software are due to incorrect attribution. This can be caused by biases in data or other factors. Here are some of the most common pitfalls to look out for.

Correlation-based biases: Correlation-based biases occur when marketers believe that certain marketing efforts caused a chain of events when they did not. For example, if attribution software picks up on clicking a display advertisement as being the first touchpoint in the customer journey when it was really a customer going to the physical store, then this can be an incorrect correlation. This may make marketers weigh more importance on display advertising, leading to misguided efforts.

In-market bias: In-market bias refers to customers who would have purchased a product whether or not they clicked on an advertisement in the first place. Once again, this can cause marketers to increase spend on display advertising because this is what they think caused the customer to make a purchase.

Integrations: There is an abundance of marketing touchpoints, or any interaction between the company and a potential buyer, that customers experience. These touchpoints could be any activity, from viewing marketing content mentioned on social media or attending a company’s virtual event or webinar. As the number of marketing touchpoints increases, it is even more imperative that all of a company’s marketing technology stack integrates with attribution software correctly so marketers can measure the impact of all these touchpoints. 

Which Companies Should Buy Attribution Software?

Any company that invests in marketing efforts could benefit from purchasing attribution software. Attribution software assists businesses in determining the most appropriate channel to focus their marketing efforts on and the best time to reach buyers. Businesses don’t want to spend money on a particular marketing campaign or channel that isn’t driving results; attribution software helps solve that problem. 

E-commerce: When a business sells products online, it is important to effectively market those products using various channels. Attribution marketing is imperative for e-commerce businesses to track their marketing campaign’s performance across various channels as many e-commerce brands have a multichannel digital marketing strategy. 

How to Buy Attribution Software

Selection of Attribution Software

When a company is ready to start evaluating different attribution tools, there are a few aspects that are important to consider.

Security: It’s important to choose an attribution software that is secure and will safely house customer data. Due to an increasing number of data privacy regulations, like the GDPR and CCPA, it is imperative that attribution software has exceptional security features. 

Integrations: Ease and breadth of integrations is also an important factor to consider when choosing an attribution tool. There is an abundance of sources that attribution software pulls in data from, and that is contingent on having exceptional integrations with other types of software (i.e., CRM, marketing automation, email marketing, digital advertising, SEO, etc.). 

Attribution sources: Varying attribution software specialize in certain types of attribution, so companies should evaluate which type of marketing activities they want to track and measure. Some attribution tools specialize in tracking offline marketing activities, mobile-only marketing activities, social media advertising activities, etc. When evaluating for which attribution tool is best for the organization, buyers must consider if they need a specialized or a general tool. 

What Does Attribution Software Cost?

The cost for attribution software varies depending on multiple factors, including the amount of channels it supports, the breadth and ease of APIs and integrations, the robustness of reporting and drill-down capabilities, support hours, and the ability to set up custom attribution models. 

Return on Investment (ROI)

While some attribution tools will include offline marketing activity channels, other attribution tools may charge extra to set up offline marketing attribution. Additionally, attribution tools that support multichannel methods may cost more as they enable marketers to see the ROI across all marketing channels, which can ensure marketing budgets are being allocated effectively. To measure the ROI of the attribution tool of choice, buyers should look at the drill down of every click, conversion, and budget allocation for all marketing campaigns and determine how these campaigns are performing against how much revenue is coming into the company. 

Implementation of Attribution Software

How is Attribution Software Implemented?

There are multiple steps marketers should take before implementing attribution software. First, it’s important for marketers to evaluate what questions they want their attribution tool to answer. For example, if the director of customer success is involved in this decision process, it might be important to see if the attribution tool can measure the impact of marketing campaigns on customer renewals. 

Then, during implementation, marketers should be ready to connect their other marketing technology. Marketers should think about all the tools that make these touchpoints possible so all the tools are communicating with each other. IT teams may need to help out when connecting various systems with the attribution tool that is selected. Finally, when implementing attribution software, marketers should keep in mind that it takes time to implement the attribution model that works best for a company. It will take time to understand and test which model is performing well against company goals. 

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