Best Enterprise 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: Crossbeam, Google Cloud BigQuery, Snowflake, Amazon Marketing Cloud, Decentriq, AppsFlyer, and PartnerTap.

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

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?

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: 1,161

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?

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: 731

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?

AI can help you find the answers. G2 helps you trust them.

Connect G2 to Claude or ChatGPT for answers grounded in G2's trusted reviews, comparisons, and pricing from real user insights.

How it works
Connect G2 to ChatGPTConnect G2 to Claude

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?

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?

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: 772

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: Marketing Manager, Product 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?

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?

Brandon Summers-Miller
BS
Researched and written by Brandon Summers-Miller
Updated