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FullContact

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Marketing TechnologySoftwarefullcontact.comDenver, Colorado, United StatesUpdated

FullContact helps businesses unify customer data and apply privacy-focused identity insights across customer interactions.

Overview

FullContact is a privacy-focused identity resolution company that helps businesses connect fragmented customer information into unified, person-centered profiles. It enables organizations to recognize and understand customers across channels, enrich existing records, and use data insights to support personalized experiences, audience engagement, and marketing measurement while maintaining control of their data.

Mission statement

Build trust between people and brands by unifying data and applying insights to create tailored customer experiences.

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What we offer

Resolve

Unifies fragmented customer data into portable profiles so organizations can recognize people across channels and devices.

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Acumen

Identifies anonymous website visitors and reveals professional details and browsing activity to help sales teams prioritize promising prospects.

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Enrich

Enriches customer and prospect records with person-level insights for personalization, audience segmentation, and marketing reach.

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FullContact MCP

Gives AI agents access to real-time customer profiles and enrichment data for informed customer workflows.

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Identity Graph

Connects fragmented identity data into privacy-safe person-level profiles for real-time recognition and customer insights.

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FullContact Identity Streme

Protects and connects customer data so organizations can use it securely for personalized engagement, measurement, and partner collaboration.

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Data Onboarding

Brings customer data online, enables cross-channel audience activation and personalization, and measures marketing impact at the person level.

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Omnichannel Targeting

Expands audience reach and media performance across channels with additional digital identifiers linked to real people.

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Omnichannel Measurement

Connects cross-channel customer activity to person-level outcomes for transparent attribution and faster marketing optimization.

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Real-Time Insights

Provides current person-level insights to support customer understanding, personalization, and more relevant interactions.

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Customer Recognition

Recognizes visitors across devices and channels to support relevant, consistent customer experiences without third-party cookies.

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Identity Verification

Verifies people, strengthens fraud defenses, and reduces friction for legitimate customers.

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Privacy Compliance

Helps organizations respond to consumer data requests accurately using a unified, person-level view of customer information.

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FullContact for Snowflake

Resolves customer identities within Snowflake to support omnichannel marketing and advertising effectiveness.

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Market segments

Market size by segment

Growth potential (CAGR)

Identity resolution and customer 360

2.5 Billion USD7.2% CAGR

Deterministic and probabilistic identity stitching and profile unification to create a single customer view that supports personalization, analytics, and cross-channel activation.

Products: Resolve, Identity Graph, Customer Recognition, FullContact for Snowflake, FullContact Identity Streme, Real-Time Insights, Privacy Compliance

Data enrichment

2.7 Billion USD10.5% CAGR

Appends professional, demographic, contact, and consumer-interest attributes to customer and prospect records to improve qualification, segmentation, and personalized engagement.

Products: Enrich, Real-Time Insights, FullContact MCP, Acumen

Audience onboarding and activation

2.92 Billion USD16.8% CAGR

Matches online and offline first-party customer data to addressable digital identifiers, enabling audience targeting across advertising and marketing platforms.

Products: Data Onboarding, Omnichannel Targeting, Enrich, FullContact Identity Streme

Marketing attribution and performance measurement

4.2 Billion USD13.5% CAGR

Capabilities to attribute conversions across channels, compare multi‑touch attribution models, and measure impact on revenue and pipeline for cross‑channel performance reporting.

Products: Omnichannel Measurement, Data Onboarding

Identity verification and fraud prevention

32 Billion USD15.5% CAGR

Capabilities to verify identities, detect and monitor fraud across customer journeys, and prevent unauthorized access during onboarding and transactions.

Products: Identity Verification, Real-Time Insights

More information about our offering

Resolve

Resolve links complete or fragmented customer and prospect identifiers to real people, creating unified profiles and assigning each record a persistent, portable PersonID. It connects identity signals across online, offline, and digital contexts, including names, addresses, phone numbers, email, social profiles, cookies, and mobile advertising IDs. Resolve supports real-time identity resolution through an API and batch workflows, helping organizations recognize people across devices and interactions while retaining control of their own data.

  • Unify Fragmented Customer Records
    Bring siloed or incomplete customer information together in a person-centered profile and deduplicate records to reduce repeated marketing messages and wasted ad spend.
  • Connect Identifiers Across Channels
    Resolve identity signals from different channels and devices to give organizations a more complete view of the people interacting with their brand.
  • Maintain Consistent Person Profiles
    Use a persistent, portable identifier to keep customer profiles connected as people engage across platforms, channels, and devices.
  • Resolve Identities In Real Time
    Resolve people through an API as interactions occur or use batch workflows for different operational needs.
  • Keep Customer Data Isolated
    Resolve identities using a customer-specific graph without pooling customer data with other clients’ data. PersonIDs avoid encoding personal information and help prevent cross-customer exposure.
  • Assess Identity Link Confidence
    Use confidence information about connections between identifiers to support informed identity resolution as the graph processes new data.
  • Integrate Existing Customer IDs
    Use identifiers already present in business systems to connect Resolve with existing customer records and support legacy integrations.

Acumen

Acumen Lead Identification identifies website visitors in real time and provides a visitor report with professional contact information and browsing analytics. It matches visitors to LinkedIn profiles and reveals work history, job titles, and skills, while tracking the pages they view and time spent on each page. Acumen recognizes visitors across devices and channels without relying solely on IP addresses, and uses deterministic identity resolution based on real observations and data points. Teams can receive Slack alerts when visitors are identified and prioritize prospects based on activity such as repeat visits, extended time on site, and multiple page views. After installing the Acumen webtag, users can access an in-platform dashboard and personalized lead report.

  • Identify Anonymous Website Visitors
    Reveal potential B2B leads from website traffic as visitors engage with a site.
  • Reveal Professional Lead Details
    Give sales teams professional contact information and profile details to support informed outreach to identified visitors.
  • Track Visitor Browsing Behavior
    Show which pages visitors view and how they move through the site, providing context for personalized outreach and lead assessment.
  • Prioritize High-Intent Prospects
    Use visitor activity such as repeat visits and time on site to help sales teams prioritize promising prospects.
  • Recognize Visitors Across Devices
    Connect visitor recognition across devices and channels to help teams identify more people engaging with their website.
  • Base Insights On Real Data
    Ground visitor insights in real observations and data points through deterministic identity resolution.
  • Receive Immediate Slack Alerts
    Notify sales teams when a visitor has been identified so they can respond promptly to potential prospects.
  • Access Visitor Reports And Analytics
    Review identified leads and visitor insights through an in-platform dashboard, personalized report, and API access where included in the plan.

Enrich

FullContact Enrich adds person-level, professional, demographic, and consumer-interest insights to prospect, contact, and account records. Records can be matched using identifiers such as email, phone, name and address, mobile ad ID, LinkedIn URL, or X ID. Teams can use the Enrich API, connect AI tools through MCP, upload files in the web app, or arrange batch delivery. Enrich supports real-time API responses and batch processing, with data drawn from FullContact’s person-centered identity graph.

  • Enrich Records With 900+ Attributes
    Add data to prospect, contact, and account records to build a fuller view of each person.
  • Understand People Across More Dimensions
    Combine personal, demographic, professional, and interest-related information to better understand customers and prospects.
  • Match Records From Multiple Identifiers
    Use identifiers already available in a record to find enrichment data, with optional company and location fields to sharpen web-app matches.
  • Choose The Enrichment Method That Fits
    Select API, MCP, web app, or batch delivery based on how your team works and the size or timing of its enrichment jobs.
  • Enrich Files Without An API Integration
    Process customer lists in the browser without engineering work, review estimated match usage before a run, and download the results when it completes.
  • Get Insights In Real Time
    Use API responses to add insights during interactions and keep customer experiences informed by current data. The stated API response time is 40 ms, with 99.99% uptime.
  • Keep Customer Records Up To Date
    Frequent graph updates and data refreshes help teams use current information when referencing customer and prospect records.
  • Use Insights Based On Real Observations
    Enrich records with insights FullContact describes as based on observed, factual data points and permission-based sources.
  • Extend Audience Reach Across Channels
    Add mobile advertising IDs and hashed emails to existing records so teams can use those digital identifiers across advertising networks.

FullContact MCP

FullContact MCP is a Model Context Protocol server that gives AI tools and agents access to FullContact enrichment data and real-time customer profiles. Teams can connect a new or existing FullContact API key, access and enrich customer records, and send new data to platforms connected to their AI tool. It supports MCP-compatible platforms and is available as a customer preview.

  • Equip AI Agents With Real-Time Customer Profiles
    Provide AI tools and agents with access to FullContact profiles and enrichment data for customer-related tasks.
  • Enrich New And Existing Customer Records
    Use FullContact enrichment data to add context to customer records and support segmentation of new and existing records.
  • Source More Current Customer Profiles
    Give AI agents access to profiles informed by evolving data and insights across individual, demographic, professional, and consumer-interest categories.
  • Connect FullContact Data With An API Key
    Use a new or existing FullContact API key to connect the MCP server and make FullContact data available to AI tools.
  • Send Enriched Data To Connected Platforms
    Move new data into platforms connected to an AI tool, including CRM or project tools used in the described workflow.
  • Grade And Route Inbound Leads
    Use enrichment data and professional or demographic criteria to grade new prospects and inform lead routing.
  • Refresh Incomplete Or Outdated CRM Records
    Identify CRM records with missing or outdated information and query the MCP server to fill data gaps.
  • Turn Prospect Lists Into Enriched Pipelines
    Enrich email lists with professional histories and social profiles, structure the results, and sync them to a CRM or project tool.
  • Personalize Abandoned-Cart Reengagement
    Use lifecycle-stage and household-interest insights from enriched abandoned-cart records to inform customer re-engagement messages.

Identity Graph

FullContact’s person-centered Identity Graph is a privacy-safe, secure foundation for real-time identity resolution. It connects personal and professional identifiers and other contact fragments across online, offline, and digital interactions into a whole-person customer view. Machine learning evaluates linkage confidence, incorporates new information, and adapts as identifiers change. Customer-scoped persistent PersonIDs support downstream workflows, and the graph operates with API and batch parity.

  • Unify Identifiers Into Whole-Person Profiles
    Bring fragmented identity information together around an individual to create a more complete customer view across interactions and systems.
  • Connect Identities Across Channels
    Link identity fragments across online, offline, and digital environments to support recognition across channels and devices.
  • Assess Identity Linkage Confidence
    Evaluate how trustworthy connections between identity fragments are, with confidence levels that can be adjusted to suit a request.
  • Update Identity Connections In Real Time
    Keep identity information current as new connections emerge and people’s identifiers evolve.
  • Access The Graph Without Pooling Data
    Use the identity graph while retaining control of customer data rather than combining it with other clients’ data.
  • Maintain Portable, Customer-Scoped Identities
    Use persistent identifiers across workflows while keeping each customer’s PersonIDs distinct from those of other customers.
  • Use Identity Resolution Through API Or Batch
    Choose API or batch workflows to use identity resolution across different request and processing needs.
  • Reveal Personal And Professional Identity Insights
    Use connected personal and professional identity information and marketing attributes to build a more detailed understanding of individuals.

FullContact Identity Streme

Identity Streme is a flexible, encrypted private environment for ingesting, obfuscating, and storing first-party data. It connects siloed data to real people through the identity graph, assigns persistent, portable PersonIDs, and enables secure data use and sharing without exposing PII. Organizations retain control of their data, can track consent, and can use PersonIDs for real-time customer recognition, personalized marketing, and performance measurement.

  • Protect Data With Encryption
    Secure data in a private environment using end-to-end encryption and a unique encryption key for each brand.
  • Use Data Without Exposing PII
    Use obfuscated PersonIDs instead of PII when activating data or sharing it with trusted partners.
  • Connect Records To Persistent IDs
    Unify data points belonging to an individual under a persistent, portable PersonID and apply tags to identify customer segments.
  • Bring Siloed Data Together
    Ingest and store first-party datasets in a private environment to connect information across organizational silos.
  • Activate Data In Real Time
    Use persistent IDs during customer interactions to recognize people, run personalized campaigns, and measure performance.
  • Share Insights Without Sharing PII
    Collaborate with trusted partners and understand overlapping audiences using privacy-safe data sharing that avoids exposing PII.
  • Keep Data Isolated And Controlled
    Keep data separate from other clients' data and apply restrictions to its movement into and out of digital data spaces.
  • Track Consent Continuously
    Maintain an ongoing record of consent for data use to support privacy and compliance management.
  • Update Profiles As Connections Emerge
    Combine previously separate records as identity connections are discovered and share updated insights with the CRM.

Data Onboarding

FullContact Data Onboarding moves online and offline first-party data into digital marketing environments using real-time, privacy-compliant methods. It matches supplied data to people in FullContact’s person-centered graph, adds available Mobile Ad IDs and hashed emails, and provides customer insights for audience segmentation and personalized marketing. Organizations can activate identifiers on preferred platforms, including walled gardens, DSPs, ESPs, and marketing platforms, and measure campaign exposure and conversions at the person level.

  • Connect Records To Real People
    Link supplied customer data to person-level profiles, creating a foundation for audience activation and customer understanding.
  • Bring Customer Data Online
    Move online and offline first-party data into digital marketing environments for audience engagement and activation.
  • Expand Reach With More Identifiers
    Add digital identifiers to customer profiles so organizations can reach people across additional channels and media platforms.
  • Activate Audiences On Preferred Platforms
    Take digital identifiers to preferred marketing environments and use them to engage customer and prospect segments.
  • Process Data In Real Time
    Access data through a real-time API to keep pace with customer interactions and time-sensitive media activity.
  • Reuse Persistent Identifiers
    Keep and reuse persistent identifiers for campaigns, with the ability to use or syndicate them as needed rather than relying on monthly refreshes.
  • Understand Customers More Fully
    Use detailed customer insights to better understand audiences and inform relevant, personalized one-to-one marketing messages.
  • Personalize Audience Engagement
    Apply customer insights to segment audiences and deliver more relevant, personalized marketing engagements.
  • Measure Campaign Impact By Person
    Connect exposure and conversions across media, devices, multiple emails, and offline interactions to assess campaign performance at a granular level.
  • Reduce Repeat Marketing Messages
    Use a whole-person view formed from fragmented identifiers to reduce repeat messaging and support more efficient media programs.

Omnichannel Targeting

FullContact Omnichannel Targeting expands target audiences by mapping identifiers already available to additional identifiers through a real-time API. Inputs include name and address, Placekey ID, phone number, email, or Mobile Ad ID. The solution provides an average of 5+ Mobile Ad IDs and/or hashed emails per individual, which can be added to marketing platforms to reach people across channels and devices. Its identifier amplification capabilities link customer fragments to real people through the Identity Graph, support use across ad platforms and providers, and provide persistent identifiers that can be reused or syndicated without monthly campaign refreshes.

  • Add More Identifiers Per Person
    Enrich audience records with an average of 5+ additional Mobile Ad IDs and/or hashed emails per individual, giving marketers more identifiers for targeting.
  • Reach Audiences Across More Channels
    Increase the ways you can reach people by using additional identifiers to find audiences across channels and devices.
  • Resolve Identifiers In Real Time
    Submit customer inputs through a real-time API and receive additional identifiers for media activation and customer interactions.
  • Reuse Persistent IDs Across Campaigns
    Keep and reuse persistent Mobile Ad IDs and hashed emails across campaigns and providers, without requiring monthly refreshes.
  • Improve Return On Ad Spend
    Use additional audience touchpoints to increase opportunities to reach people across channels and improve return on ad spend.
  • Match Audiences On Your Platform
    Put newly gained touchpoints into your platform to support audience matching and targeting.
  • Use Identifiers Across Providers
    Take additional identifiers to any provider or apply them across the enterprise.

Omnichannel Measurement

FullContact Omnichannel Measurement creates a common identity framework across sales and marketing platforms using real-time identity resolution. It maps customer interactions throughout the journey to a persistent PersonID, linking marketing activity with sales engagements, transactions, and conversions. Marketers can perform multi-touch measurement and attribution, access updates through an API in milliseconds, and aggregate granular event-level data for media mix modeling. The solution is designed to let marketers own their measurement and attribution model, with integration that requires no risky PII, cookies, or tags.

  • Map Every Interaction To A Persistent PersonID
    Connect activity across channels and devices to a consistent person-level identity, giving marketers a unified view of customer interactions.
  • Measure Marketing Touchpoints Across Channels
    Assess cross-channel activity and attribution rather than relying on measurement limited to a single platform.
  • Optimize Marketing Investments In Real Time
    Rapid updates help marketers respond to measurement results and optimize investments continuously.
  • Keep Measurement And Attribution Under Your Control
    The PersonID connects platforms while marketers retain ownership of their measurement and attribution model.
  • Integrate Without PII, Cookies, Or Tags
    The self-serve API supports integration without requiring risky PII, cookies, or tags.
  • Link Sales Engagements To PersonIDs
    Connect sales outcomes such as transactions and conversions to the same person-level identity used for marketing measurement.
  • Aggregate Granular Data For Media Mix Modeling
    Supports media mix modeling by making it possible to aggregate granular event-level data.

Real-Time Insights

Real-Time Insights is FullContact’s identity resolution solution for understanding the whole person behind one or more identifiers. Query its API with identifiers such as email addresses, phone numbers, names and addresses, social handles, or mobile ad IDs to resolve a person and return additional available insights in real time. The solution uses permission-based data and continuously validated identity linkages to support current, accurate customer profiles and more personalized interactions.

  • Recognize People In Real Time
    Connect an interaction to a person using identifiers already available to your business, helping teams understand who is engaging in the moment.
  • Enrich Profiles From Available Identifiers
    Turn one or more identifiers into a broader person profile with additional insights returned in the same API request.
  • Apply Current Insights To Interactions
    Access insights through a real-time API, with frequent data updates helping businesses keep messaging relevant as they interact with customers.
  • Use Permission-Based Insights
    Use information sourced on a permission basis and according to the ethical standards described by FullContact.
  • Rely On Validated Identity Linkages
    Benefit from identity linkages that FullContact continuously validates, benchmarks, and improves to support accurate, high-quality insights.
  • Personalize One-To-One Experiences
    Use a broader understanding of each person to anticipate needs and tailor customer interactions.
  • Enrich Leads With Multidimensional Insights
    Add consumer and professional dimensions to lead insights to support sales activity and customer lifetime value.
  • Improve Account-Based Marketing
    Apply person-level insights to focus targeting on selected markets, companies, or individuals within a company.
  • Personalize Customer Support Communication
    Give support personnel person-level insights that can help them tailor communication to the customer.
  • Verify People Behind Transactions
    Apply person-level insights to verify individuals associated with purchases, transactions, or business requests and support fraud prevention.

Customer Recognition

FullContact Customer Recognition identifies authenticated and unauthenticated website visitors in real time, without requiring third-party cookies. It connects identifiers to a persistent, privacy-conscious PersonID so businesses can recognize people across devices, channels, and platforms, and use that understanding to deliver personalized omnichannel experiences and messaging.

  • Identify Visitors Without Third-Party Cookies
    Recognize website visitors without requiring third-party cookies, helping businesses identify people as they engage with their brand.
  • Recognize Visitors Before They Authenticate
    Identify people at the start of their interactions, including before they log in, so businesses can respond during the engagement.
  • Recognize People As They Engage
    Connect visitor identity to an interaction in real time, enabling businesses to apply customer insights while engagement is happening.
  • Connect Interactions Across Devices And Channels
    Use a persistent PersonID to recognize the same person across engagements and support consistent customer experiences across devices and channels.
  • Connect Multiple Identifiers To A Person
    Use identifiers a business already has to connect fragmented representations to a person and access additional available insights.
  • Recognize People Without Sending PII
    Use an anonymous persistent identifier to support audience recognition and messaging while limiting the need to send personally identifiable information between systems.
  • Deliver Personalized Cross-Channel Experiences
    Apply customer identity during engagement to provide relevant content and more consistent experiences across channels and devices.
  • Guide Messaging Throughout The Customer Journey
    Connect interactions and engagement behavior across channels to help businesses determine how and where to communicate with individuals.
  • Integrate Recognition Into Existing Technology
    Use JavaScript, APIs, workflow automation tools, or supported platform integrations to connect customer recognition with existing marketing technology.

Identity Verification

FullContact Identity Verification uses real-time or batch identity insights to help organizations authenticate consumer profiles, distinguish legitimate people from bad actors and bots, and strengthen fraud prevention. Its identity graph links digital and terrestrial identifiers with demographic, geolocation, mobile, email, and other signals. These insights support KYC, unusual-activity checks, transaction risk scoring, and streamlined authentication while helping protect customer experience, revenue, and compliance.

  • Authenticate People Quickly And Accurately
    Verify consumer profiles using real-time or batch insights, supporting accurate authentication at scale while helping distinguish legitimate people from suspicious actors.
  • Validate Identities Across Multiple Signals
    Compare multiple digital and terrestrial identifiers to support informed identity checks beyond a single data point.
  • Score Identifier Reliability And Risk
    Assess confidence in identifier metadata and score risk to help verification and fraud models identify suspicious or invalid activity.
  • Strengthen Fraud Models With More Data
    Add incremental identity data to models and signal hubs through API and batch flat-file delivery, supporting fraud detection and scoring.
  • Reduce Verification Friction For Customers
    Strengthen security while simplifying verification for legitimate customers, supporting a faster and smoother authentication experience.
  • Assess Email Signals Deterministically
    Use linked identity signals and email activity scoring to support deterministic email verification, including identifying recently created addresses.
  • Investigate Unusual Account Activity
    Check suspicious account activity against identity insights to help detect fraud attempts and support investigation workflows.
  • Track Individual Data Permissions In Real Time
    Use an individual-centered immutable ledger to keep permissions current and record how personal data should be used.
  • Protect Revenue And Reduce Fraud Losses
    Use identity insights to reinforce fraud defenses and help limit losses associated with false declines, chargebacks, lost revenue, inventory, and operational costs.
  • Connect Verification To Existing Technology
    Integrate identity verification insights into existing platforms, tools, and applications to support authentication workflows.

Privacy Compliance

FullContact Privacy Compliance helps organizations meet privacy obligations, including CCPA, GDPR, and consent duties. Customer lists can be uploaded in batches or through an API, and persistent PersonIDs connect records across data silos. When a data subject request arrives, the solution matches it to a PersonID so the associated information can be found and returned quickly and accurately.

  • Retrieve Requested Data In Real Time
    Connect a request to the person's persistent identifier to quickly locate and accurately return information collected about that individual.
  • Support Privacy And Consent Compliance
    Helps organizations address privacy regulation and consent duties as they manage and respond to requests involving their customer data.
  • Connect Customer Records To Individuals
    Persistent PersonIDs help organizations associate records such as email addresses and phone numbers with the same individual, providing a person-level basis for locating data.
  • Unify Customer Data Across Silos
    Connecting records across data platforms makes customer information easier to find and helps organizations identify information associated with a data request.
  • Submit Customer Data By Batch Or API
    Provide customer identifiers through batch uploads or an API, enabling the solution to connect data from enterprise platforms.

FullContact for Snowflake

FullContact for Snowflake is a native application in Snowflake’s Data Cloud that provides identity resolution capabilities. It helps organizations connect customer identities to support omnichannel marketing and improve advertising effectiveness.

  • Resolve Customer Identities
    Connect customer identities using FullContact’s identity resolution capabilities to support omnichannel marketing.
  • Use Identity Resolution In Snowflake
    Access FullContact identity resolution capabilities through a native application within Snowflake’s Data Cloud.

Sources

Methodology and sourcing behind the figures and links shown above.

Identity resolution and customer 360

The search results do not provide a global market-size figure. The $2.5 billion estimate is an approximate global estimate for identity-resolution and customer-profile unification software and related services, excluding broader customer data platform spending. A search result reports 7.2% CAGR for the U.S. identity-resolution market from 2026 to 2033; this is used as a directional growth proxy for the segment.

Data enrichment

The search results contain no relevant market-size or growth data. These are indicative internal estimates for the global data-enrichment market, covering software and services that append business, consumer, contact, and demographic attributes; broader data-management and customer-data-platform markets are excluded. No supplied source supports these figures directly.

Audience onboarding and activation

No source directly sizes audience onboarding and activation. The estimate uses the adjacent audience intelligence platform market as a proxy; this broader category was reported at USD 2.92 billion in 2024, with a projected 16.8% CAGR for 2025–2034. The target segment is narrower, so the proxy may overstate its size.

Marketing attribution and performance measurement

The search results describe attribution and performance-measurement capabilities but provide no explicit market-size or CAGR figures. Using internal estimates for the global software market, this segment is estimated at approximately $4.2 billion, with an estimated 13.5% CAGR, reflecting demand for cross-channel measurement, revenue attribution, and privacy-resilient analytics. These are estimates rather than figures reported by the provided sources.

Identity verification and fraud prevention

Estimated using the global fraud detection and prevention market as a proxy: the segment includes identity verification alongside fraud prevention, but the search results do not quantify their combined market separately. A source citing MarketsandMarkets reports USD 32.00 billion in 2025 and a 15.5% CAGR through 2030. The U.S.-only estimate provides additional context but is not used as the global estimate.

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