Best Data Clean Room Software

How Many Data Clean Room Software Products Does G2 Track?

Total Products under this Category: 27

Category Stats (Nov 2026)

  • Average Rating: 4.47/5 The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Adobe Real-Time CDP (+0.17%) - Among all products in this category, Adobe Real-Time CDP recorded the largest rating increase compared to last month

Last updated: November 12, 2026

How Does G2 Rank Data Clean Room Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 4,000+ Authentic Reviews
  • 27+ Products
  • Unbiased Rankings

G2's software rankings are built on verified user reviews, rigorous moderation, and a consistent research methodology maintained by a team of analysts and data experts. Each product is measured using the same transparent criteria, with no paid placement or vendor influence. While reviews reflect real user experiences, which can be subjective, they offer valuable insight into how software performs in the hands of professionals. Together, these inputs power the G2 Score, a standardized way to compare tools within every category.

G2 Grid® for Data Clean Room Software

G2 Grid® for Data Clean Room Software plotting products by satisfaction and market presence

Highlighted products: Snowflake, Google Cloud BigQuery, Crossbeam, Amazon Marketing Cloud, AppsFlyer, Adobe Real-Time CDP, Google Ads Data Hub, and Decentriq.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-clean-room/grids.json?focus%5B%5D=snowflake&focus%5B%5D=google-cloud-bigquery&focus%5B%5D=crossbeam&focus%5B%5D=amazon-marketing-cloud&focus%5B%5D=appsflyer&focus%5B%5D=adobe-real-time-cdp&focus%5B%5D=google-ads-data-hub&focus%5B%5D=decentriq-decentriq)

Snowflake

Snowflake makes enterprise AI easy, efficient and trusted. Thousands of companies around the globe, including hundreds of the world’s largest, use Snowflake’s AI Data Cloud to share data, build applications, and power their business with AI. The era of enterprise AI is here. Learn more at snowflake.com (NYSE: SNOW).

Average Rating: 4.6/5.0

Total Reviews: 732

How Do G2 Users Rate Snowflake?

  • Ease of Admin: 8.7/10 (Category avg: 8.6/10)
  • Centralized Computation: 9.3/10 (Category avg: 8.9/10)
  • Localized computation: 9.0/10 (Category avg: 8.5/10)
  • Ease of Use: 9.0/10 (Category avg: 8.7/10)

Who Is the Company Behind Snowflake?

  • Seller: Snowflake, Inc.
  • Company Website:
  • Year Founded: 2012
  • HQ Location: Menlo Park, California, United States
  • LinkedIn® Page: www.linkedin.com
    12,574 employees on LinkedIn®
  • Ownership: NYSE:SNOW

Who Uses This Product?

  • Who Uses This: Data Engineer, Data Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 45% Medium, 42% Large

What Do G2 Reviewers Say About Snowflake?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Snowflake, enjoying its user-friendly interface and seamless scalability for data analysis.
  • Users appreciate the flexible scalability of Snowflake, allowing independent adjustments to performance and efficient resource management.
  • Users value the effortless data management Snowflake offers, enabling quick analysis without infrastructure concerns.
  • Users appreciate the user-friendly interface of Snowflake, making navigation easy and intuitive for SQL tasks.
  • Users value the strong integration ecosystem of Snowflake, which enhances versatility and simplifies data workflows seamlessly.
Cons
  • Users find Snowflake to be expensive, as costs can escalate quickly without careful usage monitoring and optimization.
  • Users highlight the high costs associated with Snowflake, especially for unoptimized workloads and usage spikes.
  • Users find cost management challenging, as compute expenses can escalate quickly without careful monitoring and optimization.
  • Users find the learning curve for advanced features in Snowflake steep, especially for newcomers needing rapid proficiency.
  • Users find feature limitations in Snowflake, particularly in cost management and control over optimization and dynamic scripting.

What Are Recent G2 Reviews of Snowflake?

What Are G2 Users Discussing About Snowflake?

Google Cloud BigQuery

BigQuery is an AI-ready, petabyte-scale, and cost-effective data warehouse that lets you run analytics over vast amounts of data in near real time. Store 10 GiB of data and run up to 1 TiB of queries for free per month.

Average Rating: 4.5/5.0

Total Reviews: 1,162

How Do G2 Users Rate Google Cloud BigQuery?

  • Ease of Admin: 8.5/10 (Category avg: 8.6/10)
  • Centralized Computation: 8.6/10 (Category avg: 8.9/10)
  • Localized computation: 8.1/10 (Category avg: 8.5/10)
  • Ease of Use: 8.7/10 (Category avg: 8.7/10)

Who Is the Company Behind Google Cloud BigQuery?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG
  • Phone: +1 (650) 253-0000

Who Uses This Product?

  • Who Uses This: Data Engineer, Data Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 38% Large, 35% Medium

What Do G2 Reviewers Say About Google Cloud BigQuery?

AI-generated summary from verified user reviews

Pros
  • Users value the ease of use of Google Cloud BigQuery, appreciating its intuitive interface and fast query execution.
  • Users admire the fast query performance of Google Cloud BigQuery, enhancing their experience with large datasets.
  • Users value the fast querying capabilities of Google Cloud BigQuery, enabling efficient analysis of large datasets.
  • Users value the seamless SQL integration of BigQuery, enhancing data analytics in the Google Cloud ecosystem.
  • Users value the query efficiency of Google Cloud BigQuery, enjoying fast performance on large datasets with ease.
Cons
  • Users find the costs can escalate quickly without careful query optimization and monitoring on Google Cloud BigQuery.
  • Users experience query issues leading to escalated costs and unexpected behavior with special characters in BigQuery.
  • Users find that costs can escalate quickly with Google Cloud BigQuery due to unoptimized queries and large datasets.
  • Users report that costs can escalate quickly due to needing careful optimization and monitoring for large-scale queries.
  • Users find the learning curve steep for Google Cloud BigQuery, requiring significant time to master its features.

What Are Recent G2 Reviews of Google Cloud BigQuery?

What Are G2 Users Discussing About Google Cloud BigQuery?

Crossbeam

Crossbeam is the Ecosystem Revenue Platform that empowers go-to-market teams to securely share and access unique ecosystem insights from your partners' CRMs to uncover new opportunities, target the right accounts, and achieve your revenue goals. Connect with 30,000+ companies on the Crossbeam Network and identify the fastest path to revenue with Ecosystem Intelligence, recommended plays for your revenue team, and warm intros and co-selling with your partners.

Average Rating: 4.8/5.0

Total Reviews: 417

How Do G2 Users Rate Crossbeam?

  • Ease of Admin: 9.2/10 (Category avg: 8.6/10)
  • Centralized Computation: 9.2/10 (Category avg: 8.9/10)
  • Localized computation: 8.3/10 (Category avg: 8.5/10)
  • Ease of Use: 9.0/10 (Category avg: 8.7/10)

Who Is the Company Behind Crossbeam?

  • Seller: Crossbeam
  • Year Founded: 2018
  • HQ Location: Philadelphia, Pennsylvania
  • LinkedIn® Page: www.linkedin.com
    195 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Head of Partnerships, Partnerships Manager
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 61% Medium, 22% Large

What Do G2 Reviewers Say About Crossbeam?

AI-generated summary from verified user reviews

Pros
  • Users value the efficiency improvement of Crossbeam, transforming partner ecosystem mapping into a streamlined, time-saving process.
  • Users appreciate the time-saving benefits of Crossbeam, significantly enhancing efficiency in partner engagement and account mapping.
  • Users appreciate the simple and efficient interface of Crossbeam, making account mapping and analysis quick and easy.
  • Users find the setup ease of Crossbeam remarkable, enabling quick integration and immediate value for partner collaboration.
  • Users value the time-saving insights from Crossbeam, enhancing productivity and streamlining partnership evaluations.
Cons
  • Users face partnership challenges with Crossbeam, as many partners prefer competitors, limiting its overall effectiveness.
  • Users experience data inaccuracies from partner information and CRM discrepancies, leading to confusion and miscommunications.
  • Users find the data integration limitations frustrating, especially lacking automatic updates and necessary CRM connections.
  • Users find the poor UI of Crossbeam challenging, noting it's not intuitive and can be clunky to navigate.
  • Users find the expensive pricing of Crossbeam challenging, complicating budgeting and navigation within the platform.

What Are Recent G2 Reviews of Crossbeam?

What Are G2 Users Discussing About Crossbeam?

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Amazon Marketing Cloud

Amazon Marketing Cloud (AMC) is a secure, privacy-safe, and cloud-based clean room solution, in which advertisers can easily perform analytics across pseudonymized signals, including Amazon Ads signals as well as their own inputs.

Average Rating: 4.4/5.0

Total Reviews: 74

How Do G2 Users Rate Amazon Marketing Cloud?

  • Ease of Admin: 8.7/10 (Category avg: 8.6/10)
  • Centralized Computation: 8.5/10 (Category avg: 8.9/10)
  • Localized computation: 8.4/10 (Category avg: 8.5/10)
  • Ease of Use: 8.7/10 (Category avg: 8.7/10)

Who Is the Company Behind Amazon Marketing Cloud?

Who Uses This Product?

  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 43% Medium, 41% Small

What Are Recent G2 Reviews of Amazon Marketing Cloud?

AppsFlyer

AppsFlyer is the Modern Marketing Cloud that helps businesses transform complex data into clarity and growth. A foundation for unified, measurable, autonomous marketing, AppsFlyer breaks down silos across measurement, deep linking, data collaboration, and autonomous AI workflows. For more than a decade, AppsFlyer has been the leader in mobile attribution, trusted by over 15,000 businesses worldwide. To learn more, visit www.appsflyer.com.

Average Rating: 4.5/5.0

Total Reviews: 774

How Do G2 Users Rate AppsFlyer?

  • Ease of Admin: 8.4/10 (Category avg: 8.6/10)
  • Centralized Computation: 8.8/10 (Category avg: 8.9/10)
  • Localized computation: 9.0/10 (Category avg: 8.5/10)
  • Ease of Use: 8.5/10 (Category avg: 8.7/10)

Who Is the Company Behind AppsFlyer?

  • Seller: AppsFlyer
  • Company Website:
  • Year Founded: 2011
  • HQ Location: San Francisco, CA
  • LinkedIn® Page: www.linkedin.com
    1,577 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Product Manager, Marketing Manager
  • Top Industries: Marketing and Advertising, Financial Services
  • Company Size: 42% Medium, 31% Small

What Do G2 Reviewers Say About AppsFlyer?

AI-generated summary from verified user reviews

Pros
  • Users value the holistic analytics of AppsFlyer, which simplifies campaign management and improves mobile app performance tracking.
  • Users value the holistic mobile marketing measurement of AppsFlyer, appreciating its reliable and user-friendly analytics features.
  • Users appreciate the ease of use of AppsFlyer, enabling non-technical teams to efficiently manage campaigns.
  • Users value the accurate cross-channel attribution of AppsFlyer, which enhances decision-making and optimizes marketing efforts.
  • Users value the accurate attribution of AppsFlyer, enhancing decision-making and campaign management capabilities.
Cons
  • Users find the pricing can be high for startups and small teams, impacting accessibility for some.
  • Users struggle with data inaccuracy in AppsFlyer, experiencing mismatches and challenges in user identification across platforms.
  • Users find AppsFlyer's high pricing challenging, especially for smaller teams and startups with limited budgets.
  • Users face data management issues with challenging aggregation, mismatches, and unclear attribution across platforms.
  • Users find the dashboard complex and tricky for new users, affecting navigation and customization capabilities.

What Are Recent G2 Reviews of AppsFlyer?

What Are G2 Users Discussing About AppsFlyer?

Adobe Real-Time CDP

Built on Adobe Experience Platform, Adobe Real-Time CDP harmonizes customer and account data across any source—from zero- to third-party data—and uses AI to intelligently build, manage, and activate audiences in real time. By transforming fragmented data into a foundation for relevant experiences, Real-Time CDP enables in-the-moment, privacy-conscious personalization helping B2C and B2B brands effectively engage with customers at every step of the lifecycle. Features include: Flexible connectivity: Activate customer data directly from your existing warehouse for real-time, personalized experiences without the need to move or copy underlying datasets. Create and enrich high-value audiences directly from your data warehouse and combine them with continuously ingested internal and external data sources. Unify comprehensive data sources: Securely ingest and unify zero-, first-, and cookieless third-party data, including insights from trusted second-party sources for in-the-moment engagement and personalization. Harmonized data: With Real-Time CDP, you can connect and normalize online, offline, and pseudonymous customer data to create unified B2B and B2C profiles and audiences in one platform. From this foundation, Real-Time CDP automatically denormalizes and materializes data optimized for real-time decisioning, personalization engagement with customers and prospects. Real-Time CDP provides standardized, cleaned and monitored data, harmonized profiles as well as self service tools and templates to help teams and agents act more quickly Intelligent audience management: Stand up and optimize campaigns with tools to create and segment audience and customer profiles in real time — all enriched with diverse data sources and powered with AI insights. This includes a centralized interface to create and manage audiences and insights complete with natural-language prompts. Deep, actionable insights into audience behaviors and campaign performance as well as enrichment from second and third party partner data for enhanced activation across channels f Data governance: confidentially manage data with data usage policies across teams ensuring that sensitive data is only used in appropriate ways that align with organizational policies and privacy regulations. Determine which users and teams can access specific types of data and actions, limiting risk and exposure Full funnel activation: reach new customers, deliver personalization engagement in real-time across every channel with in the moment experience activation at scale, and cross-channel journeys using pre-built and productized integrations.

Average Rating: 4.1/5.0

Total Reviews: 182

How Do G2 Users Rate Adobe Real-Time CDP?

  • Ease of Admin: 7.4/10 (Category avg: 8.6/10)
  • Centralized Computation: 7.3/10 (Category avg: 8.9/10)
  • Localized computation: 8.0/10 (Category avg: 8.5/10)
  • Ease of Use: 7.7/10 (Category avg: 8.7/10)

Who Is the Company Behind Adobe Real-Time CDP?

  • Seller: Adobe
  • Company Website:
  • Year Founded: 1982
  • HQ Location: San Jose, CA
  • LinkedIn® Page: www.linkedin.com
    42,975 employees on LinkedIn®
  • Ownership: NASDAQ:ADBE

Who Uses This Product?

  • Top Industries: Financial Services, Computer Software
  • Company Size: 32% Large, 32% Small

What Do G2 Reviewers Say About Adobe Real-Time CDP?

AI-generated summary from verified user reviews

Pros
  • Users value the easy-to-use interface of Adobe Real-Time CDP, enhancing their efficiency and decision-making with clear overviews.
  • Users value the personalization capabilities of Adobe Real-Time CDP, enhancing targeting and efficiency in their marketing efforts.
  • Users appreciate the centralized data management of Adobe Real-Time CDP, enhancing their marketing efforts through unified profiles and insights.
  • Users value the real-time data insights of Adobe Real-Time CDP, enhancing personalized marketing effectiveness and customer engagement.
  • Users value the seamless integration capabilities of Adobe Real-Time CDP, enhancing their martech stack for real-time data activation.
Cons
  • Users find the steep learning curve challenging, requiring considerable training and support for effective use of Adobe Real-Time CDP.
  • Users find the complex setup of Adobe Real-Time CDP challenging and costly, often requiring expert assistance.
  • Users find the difficult setup of Adobe Real-Time CDP challenging, requiring extensive support and time to master.
  • Users find Adobe Real-Time CDP expensive and complicated, especially for smaller businesses and new users.
  • Users find the steep learning curve of Adobe Real-Time CDP challenging, particularly for new users and small businesses.

What Are Recent G2 Reviews of Adobe Real-Time CDP?

Google Ads Data Hub

Tailor your marketing measurement approach to your unique business needs. Ads Data Hub enables customized analysis that aligns with your specific business objectives, while respecting user privacy and upholding Google’s high standards of data security.

Average Rating: 4.4/5.0

Total Reviews: 44

How Do G2 Users Rate Google Ads Data Hub?

  • Ease of Admin: 9.0/10 (Category avg: 8.6/10)
  • Centralized Computation: 8.3/10 (Category avg: 8.9/10)
  • Localized computation: 8.2/10 (Category avg: 8.5/10)
  • Ease of Use: 8.0/10 (Category avg: 8.7/10)

Who Is the Company Behind Google Ads Data Hub?

  • Seller: Google
  • Year Founded: 1998
  • HQ Location: Mountain View, CA
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG
  • Phone: +1 (650) 253-0000

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Information Technology and Services
  • Company Size: 56% Small, 40% Medium

What Do G2 Reviewers Say About Google Ads Data Hub?

AI-generated summary from verified user reviews

Pros
  • Users value the privacy and secure data integration offered by Google Ads Data Hub for effective attribution.
  • Users highlight the security and privacy of Ads Data Hub, enabling effective data integration while protecting user information.
  • Users value the secure sharing capabilities of Google Ads Data Hub, enhancing privacy and cross-platform attribution.
Cons
  • Users are frustrated with strict privacy filtering and the need for advanced SQL skills for data accessibility.
  • Users are disappointed by the slow performance of Google Ads Data Hub, hindering timely access to campaign insights.
  • Users find SQL functionality issues frustrating, as strict privacy filters hinder query success and require advanced skills.
  • Users struggle with strict privacy filtering and the need for advanced SQL skills to generate campaign insights.

What Are Recent G2 Reviews of Google Ads Data Hub?

Decentriq

Decentriq is a data collaboration platform where secure, technology-enforced data clean rooms unlock the value of sensitive data while ensuring full compliance and privacy.

Average Rating: 4.5/5.0

Total Reviews: 19

How Do G2 Users Rate Decentriq?

  • Ease of Admin: 9.0/10 (Category avg: 8.6/10)
  • Centralized Computation: 9.3/10 (Category avg: 8.9/10)
  • Localized computation: 5.4/10 (Category avg: 8.5/10)
  • Ease of Use: 8.2/10 (Category avg: 8.7/10)

Who Is the Company Behind Decentriq?

Who Uses This Product?

  • Top Industries: Marketing and Advertising
  • Company Size: 53% Large, 32% Medium

What Do G2 Reviewers Say About Decentriq?

AI-generated summary from verified user reviews

Pros
  • Users commend the responsiveness and professionalism of Decentriq's support team, enhancing their overall experience.
  • Users value the ease of use of Decentriq, appreciating its intuitive interface and clear documentation.
  • Users appreciate the clear and intuitive user interface of Decentriq, enhancing their overall experience and efficiency.
  • Users highlight the responsive and proactive collaboration with Decentriq, enhancing their advertising strategy success effectively.
  • Users highlight the easy setup of Decentriq, appreciating the smooth onboarding and intuitive platform for quick integration.
Cons
  • Users find the guided UI flows cumbersome, leading to unnecessary complexity in their experience with Decentriq.
  • Users face challenges with data inaccuracy due to limitations in sharing and automating data across different domains.
  • Users face challenges with data integration limitations, complicating collaboration across different organizations and domains.
  • Users find difficult navigation due to frequent changes in the platform's layout, especially impacting occasional users.
  • Users face challenges with key recovery, including limitations on data sharing and automation difficulties.

What Are Recent G2 Reviews of Decentriq?

PartnerTap

PartnerTap is a multi-partner selling solution that helps teams co-develop new pipeline, co-expand, and co-retain customers with your strategic partners. Unlike existing agents and CRM systems that were never designed to share data or co-sell with people outside the four walls of your company PartnerTap gives you an enterprise-proven data sharing compliance platform along with the automated account mapping, real-time pipeline sharing, multi-partner co-selling workflows, and attribution reporting solutions teams need to market, sell and win more with your strategic partners. Our solution gives companies full control over how their data is shared with partners. Every time a company maps data with a partner they build up a multi-partner data set that it interconnected and ready for agents to access through our MCP. Data Sharing Policy Compliance is the foundation of our platform. Automated Account Mapping gives companies comprehensive analysis of the overlap, installed products, product-level whitespace data, and propensity to buy of each account with each strategic partner. Multi-Partner Triangulation empowers teams to identify the best accounts for each campaign or sales strategy, and the best accounts for each partner to focus on Co-selling Orchestration automates the double opt-in and introduction process between partners and sellers for account planning and deal strategy conversations Co-selling Engagement reporting gives leaders detailed data about which sellers and which partners are actively engaging and co-selling on the high-propensity-to-buy accounts identified for them to focus on Automated Attribution Tracking ties every pipeline generating and pipeline influencing activity to net-new opportunities and won revenue. AI-ready Data and MCP let companies empower GTM teams with PartnerTap data, insights, and answers from the Sales, Marketing and Service agents they already use today. 100% 5-star reviews on the Salesforce AppExchange and Hubspot Marketplace.

Average Rating: 4.7/5.0

Total Reviews: 219

How Do G2 Users Rate PartnerTap?

  • Ease of Admin: 9.1/10 (Category avg: 8.6/10)
  • Centralized Computation: 9.6/10 (Category avg: 8.9/10)
  • Localized computation: 9.2/10 (Category avg: 8.5/10)
  • Ease of Use: 9.1/10 (Category avg: 8.7/10)

Who Is the Company Behind PartnerTap?

  • Seller: PartnerTap
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Seattle, WA
  • LinkedIn® Page: www.linkedin.com
    26 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Major Accounts District Manager, Major Account District Manager
  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 55% Large, 29% Medium

What Do G2 Reviewers Say About PartnerTap?

AI-generated summary from verified user reviews

Pros
  • Users value the streamlined collaboration with PartnerTap, enhancing strategic planning and driving successful partnerships.
  • Users appreciate the ease of use of PartnerTap, which streamlines account mapping and enhances collaboration.
  • Users value the insightful partnerships management offered by PartnerTap, enhancing collaboration and driving sales success.
  • Users appreciate the valuable insights provided by PartnerTap for effective account mapping and collaboration with partners.
  • Users find PartnerTap extremely helpful, with easy setup and excellent support enhancing their partnership insights.
Cons
  • Users face partnership challenges, including security concerns and limited feature utilization by partners affecting overall collaboration.
  • Users express concern over limited features and security issues, impacting the overall experience with PartnerTap.
  • Users feel that PartnerTap needs improvements in polish and feature accessibility to enhance the overall experience.
  • Users find the difficult learning process of PartnerTap to be overwhelming due to numerous features and options.
  • Users mention a learning curve with PartnerTap, as the numerous options can be overwhelming and complex.

What Are Recent G2 Reviews of PartnerTap?

LiveRamp

LiveRamp is shaping the future of responsible data collaboration between the world’s leading brands, retailers, financial services providers, and healthcare innovators. As consumers embrace new AI-driven experiences, the LiveRamp data collaboration network exponentially expands the breadth and accuracy of the data on which marketing AI capabilities operate, powering deeper customer insight and measurable performance on a global scale.

Average Rating: 4.1/5.0

Total Reviews: 104

How Do G2 Users Rate LiveRamp?

  • Ease of Admin: 7.6/10 (Category avg: 8.6/10)
  • Centralized Computation: 7.5/10 (Category avg: 8.9/10)
  • Ease of Use: 7.8/10 (Category avg: 8.7/10)

Who Is the Company Behind LiveRamp?

  • Seller: LiveRamp
  • Year Founded: 2011
  • HQ Location: San Francisco, CA
  • LinkedIn® Page: www.linkedin.com
    1,651 employees on LinkedIn®
  • Ownership: NYSE: RAMP

Who Uses This Product?

  • Top Industries: Marketing and Advertising, Financial Services
  • Company Size: 48% Large, 33% Medium

What Do G2 Reviewers Say About LiveRamp?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of LiveRamp, finding it easy to learn and reliable for data management.
  • Users praise the seamless platform integration of LiveRamp, enhancing efficiency in managing identity and data across channels.
  • Users value the efficient audience activation capabilities of LiveRamp, simplifying data management across multiple marketing channels.
  • Users value LiveRamp for its robust and reliable data management, ensuring secure access and seamless audience activation.
  • Users value the easy data integration across channels, enhancing marketing efficiency and collaboration through LiveRamp's platform.
Cons
  • Users find LiveRamp's difficult learning curve challenging, making onboarding and understanding terminology quite complex.
  • Users find the learning curve challenging, with complex setup and confusing terminology affecting their experience significantly.
  • Users experience long waiting times for support responses, leading to frustration and inefficiencies in their workflow.
  • Users experience poor customer support with LiveRamp, facing frustrating delays and inadequate assistance from representatives.
  • Users experience significant complexity with LiveRamp, making setup and activation challenging due to disjointed functionalities.

What Are Recent G2 Reviews of LiveRamp?

What Are G2 Users Discussing About LiveRamp?

Permutive

Permutive is a predictive data collaboration platform designed to facilitate the secure collaboration among publishers, advertisers, agencies, and retail media leaders. This innovative solution integrates clean room capabilities, curation, and first-party data activation into a single, privacy-first framework. By focusing on data security and compliance, Permutive allows users to leverage their data effectively while adhering to privacy regulations. The platform is particularly beneficial for organizations looking to enhance their advertising strategies through better data utilization. Publishers can optimize their audience signals, while advertisers gain access to valuable insights that drive campaign performance. The ability to collaborate across multiple channels without compromising data integrity makes Permutive an essential tool for businesses aiming to maximize their advertising impact in a privacy-conscious environment. Key features of Permutive include its advanced Data Clean Room, which enables advertisers to work securely with over 150 publishers on the open internet. This feature eliminates the need to share personally identifiable information (PII), move data, or engage in complex coding processes, thereby simplifying the collaboration process. Additionally, the platform’s reimagined Data Management Platform (DMP) harnesses artificial intelligence to enhance workflow efficiency, provide actionable insights, and recommend proactive opportunities for users. Permutive stands out in the market with its proprietary taxonomy and AI-driven modeling, which together create curated packages that emphasize contextual relevance and real-time publisher insights. This unique approach allows for stronger targeting and access to brand-safe inventory, ultimately leading to measurable outcomes for advertisers. By combining first-party affinity data with publisher signals, Permutive empowers media-buying agencies to make informed decisions that drive successful advertising campaigns. Overall, Permutive offers a robust solution for organizations seeking to navigate the complexities of identity and data collaboration in the digital advertising landscape. Its focus on privacy, security, and collaboration positions it as a valuable resource for those looking to enhance their advertising efforts while maintaining compliance with data protection regulations.

Average Rating: 4.5/5.0

Total Reviews: 88

How Do G2 Users Rate Permutive?

  • Ease of Admin: 8.9/10 (Category avg: 8.6/10)
  • Centralized Computation: 8.7/10 (Category avg: 8.9/10)
  • Localized computation: 8.6/10 (Category avg: 8.5/10)
  • Ease of Use: 8.6/10 (Category avg: 8.7/10)

Who Is the Company Behind Permutive?

  • Seller: Permutive
  • Company Website:
  • Year Founded: 2016
  • HQ Location: London
  • LinkedIn® Page: www.linkedin.com
    108 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Publishing, Marketing and Advertising
  • Company Size: 45% Medium, 36% Large

What Do G2 Reviewers Say About Permutive?

AI-generated summary from verified user reviews

Pros
  • Users value the user-friendly interface of Permutive, which greatly simplifies audience creation and data management.
  • Users value the excellent customer support from Permutive's teams, enhancing their overall experience and implementation success.
  • Users appreciate the easy integrations with major platforms, enhancing their data capabilities and audience creation process.
  • Users value the user-friendly interface and excellent event collection, enhancing audience creation and data integration experiences.
  • Users value the extensive integrations of Permutive, enhancing versatility in audience targeting across multiple platforms.
Cons
  • Users express concern over restricted data access and the need for add-ons to access certain features.
  • Users report data inaccuracy issues, especially discrepancies when integrating with platforms like Facebook Ads.
  • Users find Permutive to be expensive, which can limit accessibility for some companies and hinder broader adoption.
  • Users express frustration with poor customer support, feeling limited by slow communication methods and terminology confusion.
  • Users find the complex setup of Permutive challenging, particularly for advanced data configurations and best practices.

What Are Recent G2 Reviews of Permutive?

What Are G2 Users Discussing About Permutive?

Optable

*Optable is the Agentic Audience Platform for publishers and media companies.* Optable provides the infrastructure publishers need to build identity, activate premium audiences, and transact efficiently in an era of AI-powered advertising. Trusted by leading publishers and media companies including Hearst, iHeartMedia, Unity, Mediavine, and Raptive, Optable is the infrastructure for publishers who want to own their data, scale their audience business, and prepare for the agentic advertising ecosystem. *Agentic Collaboration* As a founding member of the Ad Context Protocol (AdCP) — the open standard for machine-to-machine communication across the advertising ecosystem – Optable’s platform is already interoperable with the AI-powered buying workflows that are reshaping how premium inventory is discovered and transacted. Optable is also a member of the IAB Tech Lab and chairs the Prebid Agentic PMC Taskforce, helping define the standards that will govern agentic advertising across the industry. Optable's Audience Agent expedites audience planning. Audience Agent can ingest RFP briefs in natural language, synthesize audiences across first-party data, third-party signals, and behavioral events, and return ranked recommendations with confidence scores in minutes rather than days. It only builds against data that actually exists in the publisher's platform and activates approved audiences directly to connected SSPs and ad servers without manual setup. Building on this foundation, Optable's Sales Agent sits at the center of the deal lifecycle, receiving inbound requests from AI-powered buyers, applying publisher-defined rules, and coordinating with buyer agents to execute deals automatically. Publishers use these agentic tools to win more RFPs, tap into new advertising partners, and grow their advertising business. Together, these agents form the early architecture of the Agentic Collaboration Marketplace: an emerging ecosystem that allows premium publishers to become discoverable and transactable to AI-powered buyers through open protocols. *Identity & Signal Enrichment* Optable gives publishers a private identity graph that the publisher owns outright. Authenticated emails, device IDs, MAIDs, household IPs, and CRM records are resolved into unified user clusters. The ID Switchboard sits on top of this graph and centralizes resolution across 8+ identity partners in a single control plane. UID2, ID5, LiveRamp, Criteo, Yahoo Connect, and more enrich bid requests in real time with full provenance labeling. Customers see CPM lifts, addressability expansion, and programmatic revenue gains as a result. *Audience Management & Activation* Optable's audience management layer turns a publisher's existing content and user signals into packaged, sellable audience products from day one. Optable Attributes delivers pre-integrated third-party enrichment directly into a publisher's platform at onboarding, so sales teams can start pitching fully-packaged, enriched audience segments right away. Optable's contextual classification engine uses LLMs to map publisher content to IAB taxonomy as well as custom audiences in real time, expanding on the keyword-matching systems most competitors still rely on. Publishers can build, enrich, and activate first-party and third-party audiences across ad platforms like Google Ad Manager, The Trade Desk, Amazon DSP, Meta, and all major SSPs. Privacy-preserving & interoperable data clean room applications allow collaboration with advertisers without exposing raw user data; partners can onboard in as little as 10 minutes with a no-code interface or direct integration with AWS Clean Rooms, Snowflake, and more. *Enterprise Scale & Interoperability* Optable serves publishers and media companies representing 25K+ domains and $3B+ in annual ad spend, resolving 500M+ IDs per day across 30B+ active profiles. With 75+ integrations spanning all major DSPs, SSPs, and clouds, Optable replaces the fragmented stack of DMPs, CDPs, identity vendors, and clean room tools with a single, modular platform. This convenience reduces total cost of ownership while giving publishers the identity foundation and audience activation capabilities they need to compete with walled gardens and thrive in the emerging agentic marketplace.

Average Rating: 5.0/5.0

Total Reviews: 6

How Do G2 Users Rate Optable?

  • Ease of Admin: 9.2/10 (Category avg: 8.6/10)
  • Centralized Computation: 9.6/10 (Category avg: 8.9/10)
  • Localized computation: 9.6/10 (Category avg: 8.5/10)
  • Ease of Use: 9.7/10 (Category avg: 8.7/10)

Who Is the Company Behind Optable?

  • Seller: Optable
  • Year Founded: 2020
  • HQ Location: Montreal, CA
  • LinkedIn® Page: www.linkedin.com
    88 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 50% Medium, 50% Large

What Do G2 Reviewers Say About Optable?

AI-generated summary from verified user reviews

Pros
  • Users value the effective audience activation of Optable, enabling targeted campaigns and actionable insights seamlessly.
  • Users value the audience targeting capabilities of Optable, enabling precise data-driven campaigns for clients.
  • Users value the exceptional customer support from Optable, enhancing their experience with friendly and helpful assistance.
  • Users value the efficiency in creating data-driven marketing campaigns with Optable, enhancing audience targeting and insights.
  • Users value the customer engagement capabilities of Optable, enhancing connections with consumers and advertisers effectively.
Cons
  • Users find that the difficult learning curve of Optable limits the use of its advanced features without proper training.
  • Users find that without a dedicated tech team, some advanced features of Optable may remain underutilised.
  • Users find the limited customization options of Optable restrictive without a dedicated tech team for hands-on training.
  • Users note that advanced features may be underutilized without a dedicated tech team and proper training.

What Are Recent G2 Reviews of Optable?

AWS Clean Rooms

AWS Clean Rooms is a service that enables companies and their partners to securely collaborate on collective datasets without sharing or copying underlying data. Users can create secure data clean rooms in minutes, facilitating joint analysis to generate unique insights into advertising campaigns, investment decisions, and research and development efforts. Key Features and Functionality: - Rapid Deployment: Quickly set up clean rooms and invite participants without the need to build, manage, or maintain custom solutions. - Data Collaboration Without Sharing Raw Data: Collaborate with partners without moving or exposing raw data, maintaining data privacy and security. - Privacy-Enhancing Controls: Utilize fine-grained analysis rules, differential privacy, and cryptographic computing to enforce stringent data-handling policies. - Flexible Analytics and Machine Learning Integration: Match and link customer records across various sources, use analytics tools like PySpark and SQL, and deploy machine learning models without sharing raw data. Primary Value and Problem Solved: AWS Clean Rooms addresses the challenge of secure data collaboration by allowing multiple organizations to analyze combined datasets without exposing sensitive information. This capability is crucial for industries like advertising, healthcare, and financial services, where data privacy and compliance are paramount. By providing a secure environment with robust privacy controls, AWS Clean Rooms enables organizations to unlock valuable insights, enhance customer experiences, and drive innovation while maintaining strict data privacy standards.

Average Rating: 4.5/5.0

Total Reviews: 1

How Do G2 Users Rate AWS Clean Rooms?

  • Centralized Computation: 10.0/10 (Category avg: 8.9/10)
  • Localized computation: 10.0/10 (Category avg: 8.5/10)
  • Ease of Use: 10.0/10 (Category avg: 8.7/10)

Who Is the Company Behind AWS Clean Rooms?

Who Uses This Product?

  • Company Size: 100% Medium

What Are Recent G2 Reviews of AWS Clean Rooms?

CipherCore

CipherCore is an advanced secure computation engine developed by CipherMode Labs, designed to enable data analysis and machine learning on encrypted data without the need for decryption. This innovative approach ensures that sensitive information remains confidential throughout the computation process, facilitating secure collaboration between multiple data owners without exposing their individual datasets. Key Features and Functionality: - Secure Multi-Party Computation : CipherCore utilizes SMPC protocols to perform computations across distributed datasets, allowing multiple parties to jointly compute functions over their inputs while keeping those inputs private. - Efficiency and Scalability: Engineered for high performance, CipherCore offers computation speeds that are significantly faster than traditional homomorphic encryption methods, making it suitable for large-scale data operations. - User-Friendly Implementation: Developed in Rust with a Python wrapper, CipherCore is accessible to developers without requiring deep cryptographic expertise, simplifying the integration of secure computations into existing workflows. - Open Source Accessibility: Released under the Apache license, CipherCore is available for community use and contribution, promoting transparency and collaborative development. Primary Value and Problem Solved: CipherCore addresses the critical challenge of performing data analysis and machine learning on sensitive information without compromising privacy. By enabling computations on encrypted data, it allows organizations to collaborate securely, comply with data protection regulations, and mitigate the risks associated with data breaches. This capability is particularly valuable in sectors like healthcare, finance, and any industry where data confidentiality is paramount.

Average Rating: 4.0/5.0

Total Reviews: 1

How Do G2 Users Rate CipherCore?

  • Centralized Computation: 10.0/10 (Category avg: 8.9/10)
  • Localized computation: 8.3/10 (Category avg: 8.5/10)
  • Ease of Use: 8.3/10 (Category avg: 8.7/10)

Who Is the Company Behind CipherCore?

Who Uses This Product?

  • Company Size: 100% Medium, 100% Small

What Are Recent G2 Reviews of CipherCore?

BinariiDSM

BinariiDSM is an advanced Data Security Management (DSM) solution designed to provide unparalleled protection for sensitive information. Leveraging a patented security process, it fragments, encrypts, and distributes documents across multiple user-owned storage locations, ensuring data redundancy and eliminating the risks of relying on a single vendor. This approach safeguards data and guarantees uninterrupted access, even in the event of a storage failure.

Who Is the Company Behind BinariiDSM?

Brandon Summers-Miller
BS
Researched and written by Brandon Summers-Miller
Updated October 3, 2024