Best Enterprise Data Clean Room Software

How Many Data Clean Room Software Products Does G2 Track?

Total Products under this Category: 27

Category Stats (Oct 2026)

  • Average Rating: 4.47/5 (↓0.01 vs Sep 2026) The average rating of products in this category, based on all submitted ratings
  • Top Trending Product: Snowflake (+0.04%) - Among all products in this category, Snowflake recorded the largest rating increase compared to last month

Last updated: October 24, 2026

How Does G2 Rank Data Clean Room Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 3,900+ 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, Amazon Marketing Cloud, Snowflake, 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=amazon-marketing-cloud&focus%5B%5D=snowflake&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: 414

How Do G2 Users Rate Crossbeam?

  • Ease of Admin: 9.2/10 (Category avg: 8.5/10)
  • Centralized Computation: 9.2/10 (Category avg: 8.8/10)
  • 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
  • Twitter: @Crossbeam
    1,348 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    195 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Partnerships Manager, Head of Partnerships
  • 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 effective partnerships management of Crossbeam, leading to faster business wins and streamlined processes.
  • Users value the effective partnerships Crossbeam enables, enhancing business opportunities and simplifying account mapping efficiently.
  • Users find Crossbeam's ease of use remarkable, making account mapping and partner connections efficient and enjoyable.
  • Users value the control over data sharing with Crossbeam, making partner lead generation and account mapping efficient.
  • Users value the automated account mapping process in Crossbeam, significantly enhancing efficiency and partnership opportunities.
Cons
  • Users find data accessibility challenging in Crossbeam, facing difficulties connecting with others and slow loading times.
  • Users face partnership issues with Crossbeam due to unclear communication and confusing category titles among different organizations.
  • Users find the data management limitations frustrating, particularly with editing sources and navigating the UI.
  • Users report CRM integration issues with Crossbeam, citing limited compatibility and a shaky Google Sheets integration.
  • Users note that UI reporting functionalities and intuitiveness could be improved for better usability and efficiency.

What Are Recent G2 Reviews of Crossbeam?

What Are G2 Users Discussing About Crossbeam?

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: 8.5/10)
  • Centralized Computation: 8.5/10 (Category avg: 8.8/10)
  • 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?

  • Seller: Amazon
  • Year Founded: 1994
  • HQ Location: Seattle, WA
  • Twitter: @amazon
    5,898,422 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    765,743 employees on LinkedIn®
  • Ownership: AMZN

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?

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: 1,144

How Do G2 Users Rate Google Cloud BigQuery?

  • Ease of Admin: 8.5/10 (Category avg: 8.5/10)
  • Centralized Computation: 8.6/10 (Category avg: 8.8/10)
  • 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
  • Twitter: @google
    31,899,995 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    301,144 employees on LinkedIn®
  • Ownership: NASDAQ:GOOG

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, enabling fast analysis without needing to manage infrastructure.
  • Users appreciate the incredible speed of BigQuery, making data processing effortless and efficient for large datasets.
  • Users value the seamless integrations of Google Cloud BigQuery, enhancing analytics and supporting various data types effortlessly.
  • Users appreciate the fast querying capabilities of Google Cloud BigQuery, enabling quick analysis of massive datasets effortlessly.
  • Users value the query efficiency of BigQuery, enabling fast analysis of massive datasets with minimal effort.
Cons
  • Users find the cost structure expensive, especially with complex queries leading to rapidly escalating charges.
  • Users often face query issues with BigQuery, as inefficient queries can rapidly increase costs and complicate budgeting.
  • Users find the cost management challenging, facing unpredictable pricing and needing strict governance to maintain budgets.
  • Users face cost issues with Google Cloud BigQuery, often leading to unexpectedly high bills and budget management challenges.
  • Users find the steep learning curve for advanced features challenging, requiring significant time and effort to master.

What Are Recent G2 Reviews of Google Cloud BigQuery?

What Are G2 Users Discussing About Google Cloud BigQuery?

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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: 713

How Do G2 Users Rate Snowflake?

  • Ease of Admin: 8.7/10 (Category avg: 8.5/10)
  • Centralized Computation: 9.3/10 (Category avg: 8.8/10)
  • 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: 135 Constitution Drive, Menlo Park CA
  • Twitter: @SnowflakeDB
    278 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    12,574 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Data Engineer, Data Analyst
  • Top Industries: Information Technology and Services, Computer Software
  • Company Size: 45% Medium, 43% Large

What Do G2 Reviewers Say About Snowflake?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Snowflake, which simplifies data sharing and enhances productivity across teams.
  • Users value the reliable features and user-friendly interface of Snowflake, enhancing data management and analytics efficiency.
  • Users appreciate the ease of use and efficient data integration in Snowflake for their warehousing projects.
  • Users value the seamless scalability of Snowflake, enabling efficient handling of large datasets and workload changes without performance loss.
  • Users value the fast and efficient data processing capabilities of Snowflake, enhancing their analysis experience significantly.
Cons
  • Users highlight the high costs of Snowflake, making it less accessible for smaller businesses with limited budgets.
  • Users find feature limitations in Snowflake, such as lack of code blocks and restricted permissions, frustrating.
  • Users find the learning curve steep, requiring training due to its complexity and overwhelming interface for beginners.
  • Users often struggle with high costs due to unoptimized queries and inadequate cost control measures in Snowflake.
  • Users find the cost structure challenging, requiring time to optimize for efficient use of Snowflake.

What Are Recent G2 Reviews of Snowflake?

What Are G2 Users Discussing About Snowflake?

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: 8.5/10)
  • Centralized Computation: 9.3/10 (Category avg: 8.8/10)
  • 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 value the responsive and proactive customer support from Decentriq, making collaboration effective and enjoyable.
  • Users appreciate the straightforward and intuitive platform of Decentriq, enhancing their overall experience and collaboration.
  • Users appreciate the clear and intuitive user interface of Decentriq, enhancing their overall experience and collaboration.
  • Users value Decentriq for their excellent advertising strategy, appreciating the seamless collaboration and responsiveness throughout the process.
  • Users appreciate the easy setup of Decentriq, enabling quick and smooth integration into existing workflows.
Cons
  • Users find the cumbersome UI flows to be a significant hurdle in efficiently navigating Decentriq.
  • Users report significant data inaccuracy concerns, hindered by limitations in sharing and automating data refreshes.
  • Users face limitations in data sharing across organizations, hindering collaboration and automation for efficient data management.
  • Users find the difficult navigation due to frequent updates makes it hard to use Decentriq consistently.
  • Users find key recovery limitations frustrating, impacting data sharing and automation across different domains and organisations.

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: 759

How Do G2 Users Rate AppsFlyer?

  • Ease of Admin: 8.4/10 (Category avg: 8.5/10)
  • Centralized Computation: 8.8/10 (Category avg: 8.8/10)
  • 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
  • Twitter: @AppsFlyer
    12,781 Twitter followers
  • 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 appreciate the great analytics and intuitive dashboard in AppsFlyer, enhancing campaign management and attribution insights.
  • Users appreciate the comprehensive features of AppsFlyer, especially the impactful dashboards and superior deep linking module.
  • Users appreciate the ease of use in AppsFlyer, enjoying effortless campaign management and accessible reporting.
  • Users value the great analytics and insight provided by AppsFlyer, enhancing their marketing strategies.
  • Users find AppsFlyer's attribution model invaluable for campaign management, supported by excellent analytics and customer service.
Cons
  • Users find AppsFlyer's pricing to be expensive, especially given concerns about data accuracy and inflated charges.
  • Users experience data inaccuracy with AppsFlyer, leading to confusion and inconsistencies in reported information.
  • Users express concerns about high and hidden pricing issues with AppsFlyer, particularly problematic for smaller teams and startups.
  • Users report significant data management issues with AppsFlyer, including inaccuracies and inflated analytics that jeopardize reliability.
  • Users criticize the expensive pricing of AppsFlyer, making it challenging for startups and smaller teams to afford.

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: 206

How Do G2 Users Rate PartnerTap?

  • Ease of Admin: 9.1/10 (Category avg: 8.5/10)
  • Centralized Computation: 8.3/10 (Category avg: 8.8/10)
  • Localized computation: 8.3/10 (Category avg: 8.5/10)
  • Ease of Use: 9.2/10 (Category avg: 8.7/10)

Who Is the Company Behind PartnerTap?

  • Seller: PartnerTap
  • Company Website:
  • Year Founded: 2016
  • HQ Location: Seattle, WA
  • Twitter: @PartnerTap
    1,158 Twitter followers
  • 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, 28% Medium

What Do G2 Reviewers Say About PartnerTap?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the collaborative features of PartnerTap, enhancing lead generation and simplifying account management.
  • Users find PartnerTap to be very easy to use, streamlining account alignment and saving hours on manual tasks.
  • Users value the streamlined partnership management in PartnerTap, enhancing collaboration and strategic pipeline generation.
  • Users find account mapping effortless with PartnerTap, saving hours and simplifying partner connections effectively.
  • Users find PartnerTap to be very helpful, especially for effective collaboration and excellent customer support.
Cons
  • Users face partnership challenges with partner engagement and spreadsheet submission issues affecting overall functionality.
  • Users note there are issues with partner engagement that hinder effective use of PartnerTap and its features.
  • Users feel that PartnerTap needs improvements in functionality, especially regarding feature access and upload processes.
  • Users find the difficult learning process with PartnerTap requires additional training, though it's manageable over time.
  • Users note a learning curve with PartnerTap, requiring time to become fully proficient in its features.

What Are Recent G2 Reviews of PartnerTap?

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