# Best Enterprise Data Clean Room Software

  *By [Brandon Summers-Miller](https://research.g2.com/insights/author/brandon-summers-miller)*


   Products classified in the overall Data Clean Room category are similar in many regards and help companies of all sizes solve their business problems. However, enterprise business features, pricing, setup, and installation differ from businesses of other sizes, which is why we match buyers to the right Enterprise Business Data Clean Room to fit their needs. Compare product ratings based on reviews from enterprise users or connect with one of G2's buying advisors to find the right solutions within the Enterprise Business Data Clean Room category.

In addition to qualifying for inclusion in the Data Clean Room Software category, to qualify for inclusion in the Enterprise Business Data Clean Room Software category, a product must have at least 10 reviews left by a reviewer from an enterprise business.




  
  
## How Many Data Clean Room Software Products Does G2 Track?
**Total Products under this Category:** 26

### Category Stats (Jun 2026)
- **Average Rating**: 4.48/5 The average rating of products in this category, based on all submitted ratings
- **New Reviews This Quarter**: 24
- **Buyer Segments**: Mid-Market 58% │ Small-Business 26% │ Enterprise 16% Represents the distribution of reviewers across all products in this category.
- **Top Trending Product**: Google Cloud BigQuery (+0.07%) - Among all products in this category, Google Cloud BigQuery recorded the largest rating increase compared to last month
*Last updated: June 09, 2026*

  
## How Does G2 Rank Data Clean Room Software Products?

**Why You Can Trust G2's Software Rankings:**

- 30 Analysts and Data Experts
- 3,800+ Authentic Reviews
- 26+ 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.

  
  
  ## What Are the Top-Rated Data Clean Room Software Products in 2026?
### 1. [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews)
  BigQuery is a fully managed, AI-ready data analytics platform that helps you maximize value from your data and is designed to be multi-engine, multi-format, and multi-cloud. 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:** 1,147
**How Do G2 Users Rate Google Cloud BigQuery?**

- **Ease of Admin:** 8.5/10 (Category avg: 8.7/10)
- **Centralized Computation:** 8.7/10 (Category avg: 8.9/10)
- **Localized computation:** 8.1/10 (Category avg: 8.4/10)
- **Ease of Use:** 8.7/10 (Category avg: 8.8/10)

**Who Is the Company Behind Google Cloud BigQuery?**

- **Seller:** [Google](https://www.g2.com/sellers/google)
- **Year Founded:** 1998
- **HQ Location:** Mountain View, CA
- **Twitter:** @google (31,901,456 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1441/ (341,888 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% Enterprise, 35% Mid-Market


#### What Are Google Cloud BigQuery's Pros and Cons?

**Pros:**

- Speed (143 reviews)
- Ease of Use (129 reviews)
- Integrations (110 reviews)
- Fast Querying (105 reviews)
- Query Efficiency (100 reviews)

**Cons:**

- Expensive (127 reviews)
- Query Issues (65 reviews)
- Learning Curve (54 reviews)
- Cost Management (52 reviews)
- Cost Issues (51 reviews)

### 2. [Crossbeam](https://www.g2.com/products/crossbeam/reviews)
  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:** 398
**How Do G2 Users Rate Crossbeam?**

- **Ease of Admin:** 9.2/10 (Category avg: 8.7/10)
- **Centralized Computation:** 9.2/10 (Category avg: 8.9/10)
- **Localized computation:** 8.3/10 (Category avg: 8.4/10)
- **Ease of Use:** 9.0/10 (Category avg: 8.8/10)

**Who Is the Company Behind Crossbeam?**

- **Seller:** [Crossbeam](https://www.g2.com/sellers/crossbeam)
- **Year Founded:** 2018
- **HQ Location:** Philadelphia, Pennsylvania
- **Twitter:** @Crossbeam (1,347 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/11765969/ (197 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% Mid-Market, 22% Enterprise


#### What Are Crossbeam's Pros and Cons?

**Pros:**

- Efficiency Improvement (30 reviews)
- Time-Saving (28 reviews)
- Simple (18 reviews)
- Setup Ease (17 reviews)
- Time Management (12 reviews)

**Cons:**

- Partnership Challenges (15 reviews)
- Data Inaccuracy (14 reviews)
- Data Integration (11 reviews)
- Poor UI (11 reviews)
- Expensive (10 reviews)

### 3. [Snowflake](https://www.g2.com/products/snowflake/reviews)
  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:** 4.5/5.0
  **Total Reviews:** 707
**How Do G2 Users Rate Snowflake?**

- **Ease of Admin:** 8.7/10 (Category avg: 8.7/10)
- **Centralized Computation:** 9.3/10 (Category avg: 8.9/10)
- **Localized computation:** 9.0/10 (Category avg: 8.4/10)
- **Ease of Use:** 9.0/10 (Category avg: 8.8/10)

**Who Is the Company Behind Snowflake?**

- **Seller:** [Snowflake, Inc.](https://www.g2.com/sellers/snowflake-inc)
- **Company Website:** https://www.snowflake.com
- **Year Founded:** 2012
- **HQ Location:** San Mateo, CA
- **Twitter:** @SnowflakeDB (278 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/snowflake-computing/ (11,308 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% Mid-Market, 42% Enterprise


#### What Are Snowflake's Pros and Cons?

**Pros:**

- Ease of Use (89 reviews)
- Scalability (68 reviews)
- Data Management (67 reviews)
- Features (66 reviews)
- Integrations (61 reviews)

**Cons:**

- Expensive (53 reviews)
- Cost (36 reviews)
- Cost Management (32 reviews)
- Learning Curve (25 reviews)
- Feature Limitations (21 reviews)

### 4. [AppsFlyer](https://www.g2.com/products/appsflyer/reviews)
  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:** 753
**How Do G2 Users Rate AppsFlyer?**

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

**Who Is the Company Behind AppsFlyer?**

- **Seller:** [AppsFlyer](https://www.g2.com/sellers/appsflyer)
- **Company Website:** https://www.appsflyer.com
- **Year Founded:** 2011
- **HQ Location:** San Francisco, CA
- **Twitter:** @AppsFlyer (12,780 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2233984/ (1,537 employees on LinkedIn®)

**Who Uses This Product?**
  - **Who Uses This:** Product Manager, Marketing Manager
  - **Top Industries:** Marketing and Advertising, Financial Services
  - **Company Size:** 42% Mid-Market, 30% Small-Business


#### What Are AppsFlyer's Pros and Cons?

**Pros:**

- Analytics (25 reviews)
- Features (24 reviews)
- Ease of Use (21 reviews)
- Insights (21 reviews)
- Attribution (15 reviews)

**Cons:**

- Expensive (16 reviews)
- Data Inaccuracy (11 reviews)
- Pricing Issues (9 reviews)
- Data Management Issues (7 reviews)
- Expensive Pricing (7 reviews)

### 5. [Amazon Marketing Cloud](https://www.g2.com/products/amazon-marketing-cloud/reviews)
  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:** 73
**How Do G2 Users Rate Amazon Marketing Cloud?**

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

**Who Is the Company Behind Amazon Marketing Cloud?**

- **Seller:** [Amazon](https://www.g2.com/sellers/amazon)
- **Year Founded:** 1994
- **HQ Location:** Seattle, WA
- **Twitter:** @amazon (5,899,006 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1586/ (765,691 employees on LinkedIn®)
- **Ownership:** AMZN

**Who Uses This Product?**
  - **Top Industries:** Information Technology and Services, Computer Software
  - **Company Size:** 43% Mid-Market, 41% Small-Business


### 6. [PartnerTap](https://www.g2.com/products/partnertap/reviews)
  PartnerTap is the leading partner ecosystem orchestration and co-selling solution for the enterprise. Our software identifies all the potential new logo and expansion opportunities with each partner, then makes it easy to orchestrate data-driven sales plays, through-channel plays, co-sell plays, and P2P plays with automated workflows. PartnerTap data can be pushed instantly back into your CRM with 100% native integrations, no third-party tools required. 100% 5-star reviews on the Salesforce AppExchange and Hubspot Marketplace.


  **Average Rating:** 4.7/5.0
  **Total Reviews:** 205
**How Do G2 Users Rate PartnerTap?**

- **Ease of Admin:** 9.1/10 (Category avg: 8.7/10)
- **Centralized Computation:** 8.3/10 (Category avg: 8.9/10)
- **Localized computation:** 8.3/10 (Category avg: 8.4/10)
- **Ease of Use:** 9.2/10 (Category avg: 8.8/10)

**Who Is the Company Behind PartnerTap?**

- **Seller:** [PartnerTap](https://www.g2.com/sellers/partnertap)
- **Year Founded:** 2016
- **HQ Location:** Seattle, WA
- **Twitter:** @PartnerTap (1,158 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/partnertap (25 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% Enterprise, 28% Mid-Market


#### What Are PartnerTap's Pros and Cons?

**Pros:**

- Partner Management (45 reviews)
- Ease of Use (43 reviews)
- Partnerships Management (37 reviews)
- Account Mapping (21 reviews)
- Helpful (16 reviews)

**Cons:**

- Partnership Challenges (9 reviews)
- Partnership Management (8 reviews)
- Improvements Needed (6 reviews)
- Difficult Learning Process (5 reviews)
- Learning Curve (4 reviews)


    ## What Is Data Clean Room Software?
  [Data Privacy Software](https://www.g2.com/categories/data-privacy-3d79da1e-6384-42b3-a11f-d04b6694e806)