# Best Data Clean Room Software

## How Many Data Clean Room Software Products Does G2 Track?

**Total Products under this Category:** 28

### Category Stats (Aug 2026)

- **Average Rating:** 4.48/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product:** Decentriq (+0.69%) - Among all products in this category, Decentriq recorded the largest rating increase compared to last month

_Last updated: August 19, 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
- 28+ 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](https://www.g2.com/categories/data-clean-room/grids.png?focus%5B%5D=10938&focus%5B%5D=88125&focus%5B%5D=6073&focus%5B%5D=1213038&focus%5B%5D=18196&focus%5B%5D=1393260&focus%5B%5D=167889&focus%5B%5D=1213041)

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

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

**Sponsored**

### 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.

[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&secure%5Bad_slot%5D=category_product_list_llm&secure%5Bcategory_id%5D=1003803&secure%5Bchosen_at%5D=2026-08-20T17%3A48%3A43Z&secure%5Bdisplayable_resource_id%5D=1003803&secure%5Bdisplayable_resource_type%5D=Category&secure%5Bmedium%5D=sponsored&secure%5Bplacement_reason%5D=page_category&secure%5Bplacement_resource_ids%5D%5B%5D=1003803&secure%5Bprioritized%5D=false&secure%5Bproduct_id%5D=6073&secure%5Bresource_id%5D=1003803&secure%5Bresource_type%5D=Category&secure%5Bsource_type%5D=category_page&secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-clean-room&secure%5Btoken%5D=ed82f5e97e184c9116bc3f5d56a07fca6bf9cbdf2b6c25b830857830f7afa868&secure%5Burl%5D=https%3A%2F%2Fcloud.google.com%2Fbigquery%3Futm_source%3DG2%26utm_medium%3Ddisplay%26utm_campaign%3DCloud-SS-DR-GCP-1713658-GCP-DR-NA-US-en-G2-Display-Banner-All-%2525epid%21-%2525ecid%21-bigquery%26utm_content%3D%257Bdevice%257D-%257Badgroupid%257D-%257Bnetwork%257D-%257Btargetid%257D-%257Bloc_physical_ms%257D-%257Bcampaignid%257D&secure%5Burl_type%5D=custom_url)

### [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:** 713

#### 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: 8.4/10)
- **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:** www.snowflake.com
- **Year Founded:** 2012
- **HQ Location:** 135 Constitution Drive, Menlo Park CA
- **Twitter:** @SnowflakeDB  
278 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ad18ff73a9b8bb34dd1b98a6ba1c6be57f7364939ad352612ecc483aba05d2b2&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fsnowflake-computing%2F&secure%5Burl_type%5D=linkedin_company_website)  
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% 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?

**["Elastic Scaling and Fast Analytics with Snowflake"](https://www.g2.com/survey_responses/snowflake-review-13129003)**

**Rating:** 4.5/5.0 stars

_— Ravindra N._

[Read full review](https://www.g2.com/survey_responses/snowflake-review-13129003)

**["Snowflake Simplifies Data Management at Scale"](https://www.g2.com/survey_responses/snowflake-review-12898129)**

**Rating:** 4.0/5.0 stars

_— Harshil A._

[Read full review](https://www.g2.com/survey_responses/snowflake-review-12898129)

#### What Are G2 Users Discussing About Snowflake?

- [What is Snowflake used for?](https://www.g2.com/discussions/what-is-snowflake-used-for) - 2 comments, 1 upvote

### [Crossbeam](https://www.g2.com/de/products/crossbeam/reviews)

Crossbeam ist die Ecosystem Revenue Platform, die Go-to-Market-Teams befähigt, einzigartige Einblicke in das Ökosystem sicher mit den CRMs Ihrer Partner zu teilen und darauf zuzugreifen, um neue Chancen zu entdecken, die richtigen Konten anzusprechen und Ihre Umsatzziele zu erreichen. Verbinden Sie sich mit über 30.000 Unternehmen im Crossbeam-Netzwerk und identifizieren Sie den schnellsten Weg zum Umsatz mit Ecosystem Intelligence, empfohlenen Strategien für Ihr Umsatzteam sowie warmen Einführungen und Co-Selling mit Ihren Partnern.

**Average Rating:** 4.8/5.0

**Total Reviews:** 409

#### How Do G2 Users Rate Crossbeam?

- **Einfache Verwaltung:** 9.2/10 (Category avg: 8.6/10)
- **Zentralisierte Berechnung:** 9.2/10 (Category avg: 8.9/10)
- **Lokalisierte Berechnung:** 8.3/10 (Category avg: 8.4/10)
- **Einfache Bedienung:** 9.0/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Crossbeam?

- **Verkäufer:** [Crossbeam](https://www.g2.com/de/sellers/crossbeam)
- **Gründungsjahr:** 2018
- **Hauptsitz:** Philadelphia, Pennsylvania
- **Twitter:** @Crossbeam  
1,348 Twitter-Follower
- **LinkedIn®-Seite:** [www.linkedin.com](https://www.g2.com/de/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=730c606afe80562d9539949415c267ecc0c49b924794678f7de51b079a1930d5&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F11765969%2F&secure%5Burl_type%5D=linkedin_company_website)  
195 Mitarbeiter\*innen auf LinkedIn®

#### Who Uses This Product?

- **Who Uses This:** Leiter der Partnerschaften, Partnerschaftsmanager
- **Top Industries:** Computersoftware, Informationstechnologie und Dienstleistungen
- **Company Size:** 61% Medium, 22% Large

#### What Do G2 Reviewers Say About Crossbeam?

_AI-generated summary from verified user reviews_

##### Pros

- Benutzer schätzen das **effektive Partnermanagement** von Crossbeam, was zu schnelleren Geschäftserfolgen und optimierten Prozessen führt.
- Benutzer schätzen die **effektiven Partnerschaften** , die Crossbeam ermöglicht, da sie Geschäftsmöglichkeiten verbessern und die Kontenzuordnung effizient vereinfachen.
- Benutzer finden die **Benutzerfreundlichkeit** von Crossbeam bemerkenswert, was die Kontozuordnung und Partnerverbindungen effizient und angenehm macht.
- Benutzer schätzen die **Kontrolle über die Datenfreigabe** mit Crossbeam, was die Partner-Lead-Generierung und das Account-Mapping effizient macht.
- Benutzer schätzen den **automatisierten Kontozuordnungsprozess** in Crossbeam, der die Effizienz und Partnerschaftsmöglichkeiten erheblich verbessert.

##### Cons

- Benutzer finden **den Zugang zu Daten herausfordernd** in Crossbeam, da sie Schwierigkeiten haben, sich mit anderen zu verbinden und langsame Ladezeiten erleben.
- Benutzer stehen vor **Partnerschaftsproblemen** mit Crossbeam aufgrund unklarer Kommunikation und verwirrender Kategorietitel zwischen verschiedenen Organisationen.
- Benutzer finden die **Beschränkungen im Datenmanagement** frustrierend, insbesondere beim Bearbeiten von Quellen und Navigieren in der Benutzeroberfläche.
- Benutzer berichten von **CRM-Integrationsproblemen** mit Crossbeam und nennen eingeschränkte Kompatibilität sowie eine wackelige Google Sheets-Integration.
- Benutzer bemerken, dass die **UI-Berichtsfunktionen und die Benutzerfreundlichkeit** für eine bessere Nutzbarkeit und Effizienz verbessert werden könnten.

#### What Are Recent G2 Reviews of Crossbeam?

**["Crossbeam als zuverlässige einzige Quelle der Wahrheit für Partner-Ökosysteme"](https://www.g2.com/de/survey_responses/crossbeam-review-13176675)**

**Rating:** 5.0/5.0 stars

_— Chris K._

[Read full review](https://www.g2.com/de/survey_responses/crossbeam-review-13176675)

**["Crossbeam: Der Motor für Ökosystem-gesteuertes Wachstum"](https://www.g2.com/de/survey_responses/crossbeam-review-13024049)**

**Rating:** 5.0/5.0 stars

_— Ken W._

[Read full review](https://www.g2.com/de/survey_responses/crossbeam-review-13024049)

#### What Are G2 Users Discussing About Crossbeam?

- [Where is crossbeam located?](https://www.g2.com/de/discussions/where-is-crossbeam-located) - 1 comment
- [Was ist partnerbezogene Einnahmen?](https://www.g2.com/de/discussions/what-is-partner-sourced-revenue) - 1 comment
- [Ist Crossbeam seriös?](https://www.g2.com/de/discussions/is-crossbeam-legit) - 2 comments
- [Was macht Crossbeam?](https://www.g2.com/de/discussions/what-does-crossbeam-do) - 1 comment

### [Google Cloud BigQuery](https://www.g2.com/products/google-cloud-bigquery/reviews)

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:** 1,146

#### 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: 8.4/10)
- **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  
31,899,995 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website)  
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% 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?

**["Easy-to-Use Cloud Tool with Shareable, Saved Queries"](https://www.g2.com/survey_responses/google-cloud-bigquery-review-12958418)**

**Rating:** 4.0/5.0 stars

_— Reetika P._

[Read full review](https://www.g2.com/survey_responses/google-cloud-bigquery-review-12958418)

**["BigQuery Delivers Fast, Intuitive Analytics with Seamless Integrations"](https://www.g2.com/survey_responses/google-cloud-bigquery-review-12575892)**

**Rating:** 5.0/5.0 stars

_— Rakshith N._

[Read full review](https://www.g2.com/survey_responses/google-cloud-bigquery-review-12575892)

#### What Are G2 Users Discussing About Google Cloud BigQuery?

- [Is Big Query free?](https://www.g2.com/discussions/is-big-query-free) - 3 comments, 1 upvote
- [Is BigQuery part of Google Cloud Platform?](https://www.g2.com/discussions/is-bigquery-part-of-google-cloud-platform) - 2 comments, 2 upvotes
- [What is Google BigQuery based on?](https://www.g2.com/discussions/what-is-google-bigquery-based-on) - 1 comment
- [What is Google BigQuery used for?](https://www.g2.com/discussions/what-is-google-bigquery-used-for) - 1 comment

### [Amazon Marketing Cloud](https://www.g2.com/de/products/amazon-marketing-cloud/reviews)

Amazon Marketing Cloud (AMC) ist eine sichere, datenschutzfreundliche und cloudbasierte Clean-Room-Lösung, in der Werbetreibende problemlos Analysen über pseudonymisierte Signale durchführen können, einschließlich Amazon Ads-Signale sowie ihre eigenen Eingaben.

**Average Rating:** 4.4/5.0

**Total Reviews:** 74

#### How Do G2 Users Rate Amazon Marketing Cloud?

- **Einfache Verwaltung:** 8.7/10 (Category avg: 8.6/10)
- **Zentralisierte Berechnung:** 8.5/10 (Category avg: 8.9/10)
- **Lokalisierte Berechnung:** 8.4/10 (Category avg: 8.4/10)
- **Einfache Bedienung:** 8.7/10 (Category avg: 8.8/10)

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

- **Verkäufer:** [Amazon](https://www.g2.com/de/sellers/amazon)
- **Gründungsjahr:** 1994
- **Hauptsitz:** Seattle, WA
- **Twitter:** @amazon  
5,898,422 Twitter-Follower
- **LinkedIn®-Seite:** [www.linkedin.com](https://www.g2.com/de/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3c055ba2a1f3c1541b6e4d9a5f943579bd59ec9e85a0d4123f3c647d14324a5c&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1586%2F&secure%5Burl_type%5D=linkedin_company_website)  
765,691 Mitarbeiter\*innen auf LinkedIn®
- **Eigentum:** AMZN

#### Who Uses This Product?

- **Top Industries:** Informationstechnologie und Dienstleistungen, Computersoftware
- **Company Size:** 43% Medium, 41% Small

#### What Are Recent G2 Reviews of Amazon Marketing Cloud?

**["Leistungsstarke Einblicke in die Kundenreise mit einer steilen Lernkurve"](https://www.g2.com/de/survey_responses/amazon-marketing-cloud-review-12803575)**

**Rating:** 4.0/5.0 stars

_— Sivaguru Jeganatharaja J._

[Read full review](https://www.g2.com/de/survey_responses/amazon-marketing-cloud-review-12803575)

**["Vorteile von Amazon Marketing Cloud"](https://www.g2.com/de/survey_responses/amazon-marketing-cloud-review-12783325)**

**Rating:** 4.0/5.0 stars

_— Guillermo M._

[Read full review](https://www.g2.com/de/survey_responses/amazon-marketing-cloud-review-12783325)

### [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:** 759

#### 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: 8.4/10)
- **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:** www.appsflyer.com
- **Year Founded:** 2011
- **HQ Location:** San Francisco, CA
- **Twitter:** @AppsFlyer  
12,781 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=bcf0d0dfc6ad7b2965ac0220b9aa0ea8511824305bd512f03c1ce4ea1854a152&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2233984%2F&secure%5Burl_type%5D=linkedin_company_website)  
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% 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 find the **dashboard complex and limited** , requiring time to navigate and customize reports effectively.

#### What Are Recent G2 Reviews of AppsFlyer?

**["Powerful Attribution and In-Depth Analytics for Advanced Measurement"](https://www.g2.com/survey_responses/appsflyer-review-12953940)**

**Rating:** 4.5/5.0 stars

_— Наталья ._

[Read full review](https://www.g2.com/survey_responses/appsflyer-review-12953940)

**["All Attribution Data in One Place with Reliable Integrations and Strong Fraud Detection"](https://www.g2.com/survey_responses/appsflyer-review-12950315)**

**Rating:** 4.5/5.0 stars

_— Екатерина ._

[Read full review](https://www.g2.com/survey_responses/appsflyer-review-12950315)

#### What Are G2 Users Discussing About AppsFlyer?

- [What is AppsFlyer used for?](https://www.g2.com/discussions/appsflyer-what-is-appsflyer-used-for) - 1 upvote
- [What does AppsFlyer do?](https://www.g2.com/discussions/what-does-appsflyer-do)
- [What is AppsFlyer OneLink?](https://www.g2.com/discussions/what-is-appsflyer-onelink)
- [How much does AppsFlyer cost?](https://www.g2.com/discussions/how-much-does-appsflyer-cost) - 2 comments
- [What is AppsFlyer used for?](https://www.g2.com/discussions/what-is-appsflyer-used-for) - 3 comments, 1 upvote

### [Adobe Real-Time CDP](https://www.g2.com/products/adobe-real-time-cdp/reviews)

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:** 179

#### 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: 8.4/10)
- **Ease of Use:** 7.7/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Adobe Real-Time CDP?

- **Seller:** [Adobe](https://www.g2.com/sellers/adobe)
- **Company Website:** adobe.com
- **Year Founded:** 1982
- **HQ Location:** San Jose, CA
- **Twitter:** @Adobe  
956,842 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4bd838466d461c6fe81e09c861e82adaaf56d5a567f856b855f9808677f90560&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1480%2F&secure%5Burl_type%5D=linkedin_company_website)  
42,087 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Financial Services, Computer Software
- **Company Size:** 33% Large, 31% Small

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

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of Adobe Real-Time CDP, enabling efficient setup and effortless navigation of tasks.
- Users commend the **personalization capabilities** of Adobe Real-Time CDP, enhancing marketing strategies with real-time insights and accurate profiles.
- Users value the **ability to unify customer data** from multiple sources into actionable profiles for personalized experiences.
- Users value the **real-time unification of customer data** in Adobe Real-Time CDP, enhancing segmentation and personalized experiences.
- Users value the **seamless integration** of Adobe Real-Time CDP, enhancing real-time data unification and audience activation effortlessly.

##### Cons

- Users find the **steep learning curve** challenging, requiring significant support for effective use of Adobe Real-Time CDP.
- Users find the **complex setup** of Adobe Real-Time CDP challenging, requiring significant technical expertise and support.
- Users struggle with the **difficult setup** of Adobe Real-Time CDP, leading to prolonged integration and implementation times.
- Users note the **high cost** of Adobe Real-Time CDP, which may be prohibitive for smaller teams or organizations.
- Users note a **steep learning curve** for Adobe Real-Time CDP, requiring significant training and technical expertise for effective use.

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

**["Powerful Data Tool with a Steep Learning Curve"](https://www.g2.com/survey_responses/adobe-real-time-cdp-review-13159654)**

**Rating:** 4.0/5.0 stars

_— Nooruddin S._

[Read full review](https://www.g2.com/survey_responses/adobe-real-time-cdp-review-13159654)

**["Powerful Micro-Targeting and Unified Customer Profiles"](https://www.g2.com/survey_responses/adobe-real-time-cdp-review-12903239)**

**Rating:** 4.5/5.0 stars

_— Philip H._

[Read full review](https://www.g2.com/survey_responses/adobe-real-time-cdp-review-12903239)

### [Decentriq](https://www.g2.com/products/decentriq-decentriq/reviews)

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:** 16

#### How Do G2 Users Rate Decentriq?

- **Ease of Admin:** 9.4/10 (Category avg: 8.6/10)
- **Centralized Computation:** 9.4/10 (Category avg: 8.9/10)
- **Localized computation:** 5.4/10 (Category avg: 8.4/10)
- **Ease of Use:** 8.7/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Decentriq?

- **Seller:** [Decentriq](https://www.g2.com/sellers/decentriq)
- **Year Founded:** 2019
- **HQ Location:** Zürich, CH
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=3bafc9781e010750d2d600572a68a8ef4e0e5bc258a77c8c291d7f12c16cf40f&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fdecentriq%2F&secure%5Burl_type%5D=linkedin_company_website)  
27 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Marketing and Advertising
- **Company Size:** 44% Large, 38% 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?

**["Decentriq: Flexible, High-Security Clean Room with Strong Customer Service"](https://www.g2.com/survey_responses/decentriq-review-13085872)**

**Rating:** 5.0/5.0 stars

_— Verified User in Marketing and Advertising_

[Read full review](https://www.g2.com/survey_responses/decentriq-review-13085872)

**["Intuitive, Hands-On Platform That Scales Our Campaign Workflows"](https://www.g2.com/survey_responses/decentriq-review-13129195)**

**Rating:** 5.0/5.0 stars

_— Philip Z._

[Read full review](https://www.g2.com/survey_responses/decentriq-review-13129195)

### [Google Ads Data Hub](https://www.g2.com/de/products/google-ads-data-hub/reviews)

Passen Sie Ihren Marketing-Messansatz an Ihre einzigartigen Geschäftsanforderungen an. Ads Data Hub ermöglicht eine maßgeschneiderte Analyse, die mit Ihren spezifischen Geschäftszielen übereinstimmt, während die Privatsphäre der Nutzer respektiert und Googles hohe Standards der Datensicherheit eingehalten werden.

**Average Rating:** 4.4/5.0

**Total Reviews:** 44

#### How Do G2 Users Rate Google Ads Data Hub?

- **Einfache Verwaltung:** 9.0/10 (Category avg: 8.6/10)
- **Zentralisierte Berechnung:** 8.3/10 (Category avg: 8.9/10)
- **Lokalisierte Berechnung:** 8.2/10 (Category avg: 8.4/10)
- **Einfache Bedienung:** 8.0/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Google Ads Data Hub?

- **Verkäufer:** [Google](https://www.g2.com/de/sellers/google)
- **Gründungsjahr:** 1998
- **Hauptsitz:** Mountain View, CA
- **Twitter:** @google  
31,899,995 Twitter-Follower
- **LinkedIn®-Seite:** [www.linkedin.com](https://www.g2.com/de/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=fe4a5936665c9702418dd53c477fef5a7baea08078bb117ed67e966fc581b9ec&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F1441%2F&secure%5Burl_type%5D=linkedin_company_website)  
341,888 Mitarbeiter\*innen auf LinkedIn®
- **Eigentum:** NASDAQ:GOOG

#### Who Uses This Product?

- **Top Industries:** Marketing und Werbung, Informationstechnologie und Dienstleistungen
- **Company Size:** 56% Small, 40% Medium

#### What Do G2 Reviewers Say About Google Ads Data Hub?

_AI-generated summary from verified user reviews_

##### Pros

- Benutzer schätzen die **Datenschutzfunktionen** von Google Ads Data Hub, die eine sichere und detaillierte plattformübergreifende Attribution ermöglichen.
- Benutzer schätzen den **Datenschutz** von Google Ads Data Hub, der eine sichere Datenintegration und optimierte Kampagnenleistung ermöglicht.
- Benutzer schätzen die **sicheren Freigabemöglichkeiten** von Google Ads Data Hub, die eine datenschutzorientierte Datenintegration für optimierte Kampagnen ermöglichen.

##### Cons

- Benutzer finden, dass die **strikte Datenschutzfilterung** den Zugriff auf Daten einschränkt, was effektive Kampagneneinblicke und Benutzerfreundlichkeit behindert.
- Benutzer äußern Frustration über die **langsame Leistung** von Google Ads Data Hub, was den Zugang zu zeitnahen Einblicken beeinträchtigt.
- Benutzer haben Schwierigkeiten mit **SQL-Funktionalitätsproblemen** , da sie strengen Datenschutzfiltern gegenüberstehen und fortgeschrittene Fähigkeiten für grundlegende Einblicke benötigen.
- Benutzer äußern Frustration über die **Notwendigkeit starker SQL-Kenntnisse** und strenge Datenschutzfilter, die den Datenzugang behindern.

#### What Are Recent G2 Reviews of Google Ads Data Hub?

**["Unübertroffener Datenschutz und granulare Attribution für YouTube-Kampagnen"](https://www.g2.com/de/survey_responses/google-ads-data-hub-review-12094212)**

**Rating:** 4.5/5.0 stars

_— nicolas c._

[Read full review](https://www.g2.com/de/survey_responses/google-ads-data-hub-review-12094212)

**["Datenschutz zuerst Werkzeug und gutes Anzeigen-Ökosystem"](https://www.g2.com/de/survey_responses/google-ads-data-hub-review-8906458)**

**Rating:** 4.0/5.0 stars

_— Preatheep S._

[Read full review](https://www.g2.com/de/survey_responses/google-ads-data-hub-review-8906458)

### [LiveRamp](https://www.g2.com/products/liveramp/reviews)

LiveRamp enables brands, publishers, and platforms to deliver exceptional experiences and drive measurable performance everywhere it matters with the world’s most powerful data collaboration network. Built for interoperability across identifiers, platforms, partners and clouds at scale and powered by its identity resolution technology, the LiveRamp Data Collaboration Platform enables its customers to build enduring brand and business value by collaborating responsibly with data.

**Average Rating:** 4.1/5.0

**Total Reviews:** 103

#### 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: 8.8/10)

#### Who Is the Company Behind LiveRamp?

- **Seller:** [LiveRamp](https://www.g2.com/sellers/liveramp)
- **Year Founded:** 2011
- **HQ Location:** San Francisco, CA
- **Twitter:** @LiveRamp  
6,443 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=825a6af69b51d8c4e8c1258dc4096830d5b392fee54e86f3337fdaac64654bb3&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F2241197%2F&secure%5Burl_type%5D=linkedin_company_website)  
1,542 employees on LinkedIn®
- **Ownership:** NYSE: RAMP

#### Who Uses This Product?

- **Top Industries:** Marketing and Advertising, Financial Services
- **Company Size:** 49% Large, 32% Medium

#### What Do G2 Reviewers Say About LiveRamp?

_AI-generated summary from verified user reviews_

##### Pros

- Users appreciate the **ease of use** of LiveRamp, enabling effortless navigation and efficient audience management.
- Users value the **seamless connectivity** of LiveRamp, enhancing data utilization across multiple platforms effortlessly.
- Users value LiveRamp for its **effective audience activation** , enhancing marketing strategies across various channels and platforms.
- Users value LiveRamp for its **robust and secure data management** , ensuring effective audience activation and data privacy.
- Users appreciate the **effective channel management** of LiveRamp, enhancing data connectivity and audience targeting for marketing.

##### Cons

- Users find LiveRamp's setup and onboarding process **difficult to learn** , impacting activation and overall user experience.
- Users find LiveRamp **expensive** , feeling pressured to spend more for essential setup support and features.
- Users experience **poor customer support** with LiveRamp, facing process breakdowns and unresponsive representatives that hinder problem resolution.
- Users find the **learning curve challenging** , making it difficult to navigate and effectively use LiveRamp.
- Users find the **long waiting times** for updates frustrating, often experiencing delays in getting answers and resolving issues.

#### What Are Recent G2 Reviews of LiveRamp?

**["Reliable once it gets going but ramping up lists can be confusing and support is mostly transparent."](https://www.g2.com/survey_responses/liveramp-review-7640549)**

**Rating:** 4.0/5.0 stars

_— Matt K._

[Read full review](https://www.g2.com/survey_responses/liveramp-review-7640549)

**["Great software"](https://www.g2.com/survey_responses/liveramp-review-10873691)**

**Rating:** 5.0/5.0 stars

_— Verified User in Information Technology and Services_

[Read full review](https://www.g2.com/survey_responses/liveramp-review-10873691)

#### What Are G2 Users Discussing About LiveRamp?

- [What are the benefits and drawbacks of using LiveRamp for data connectivity?](https://www.g2.com/discussions/what-are-the-benefits-and-drawbacks-of-using-liveramp-for-data-connectivity)
- [What is LiveRamp used for?](https://www.g2.com/discussions/liveramp-what-is-liveramp-used-for)
- [What is LiveRamp connect?](https://www.g2.com/discussions/what-is-liveramp-connect)
- [Is LiveRamp a DMP or DSP?](https://www.g2.com/discussions/is-liveramp-a-dmp-or-dsp)
- [Who uses LiveRamp?](https://www.g2.com/discussions/who-uses-liveramp)

### [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: 8.6/10)
- **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:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=e1986418c1b5dcf1a95b7d60fa7dbac3b869761584ed184270de3183c0d99120&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fpartnertap&secure%5Burl_type%5D=linkedin_company_website)  
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% 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?

**["Data-backed insights strengthen our co-selling."](https://www.g2.com/survey_responses/partnertap-review-11614285)**

**Rating:** 5.0/5.0 stars

_— Curtis O._

[Read full review](https://www.g2.com/survey_responses/partnertap-review-11614285)

**["The Best Platform for Turning Leads Into Closed Business"](https://www.g2.com/survey_responses/partnertap-review-11603130)**

**Rating:** 5.0/5.0 stars

_— LaTonya P._

[Read full review](https://www.g2.com/survey_responses/partnertap-review-11603130)

### [Optable](https://www.g2.com/products/optable/reviews)

\*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: 8.4/10)
- **Ease of Use:** 9.7/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Optable?

- **Seller:** [Optable](https://www.g2.com/sellers/optable)
- **Year Founded:** 2020
- **HQ Location:** Montreal, CA
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4ba1453e74fce038d76a71487c533e4af8a5b828ae3d3099a5dba90b6a995b9d&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Foptableco&secure%5Burl_type%5D=linkedin_company_website)  
61 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 **efficient audience activation** by Optable, enabling effective data-driven campaigns and targeted audience segments.
- Users value Optable for its **effective audience targeting** , facilitating data-driven campaigns and actionable insights efficiently.
- Users value the **excellent customer support** from Optable, appreciating the team's friendliness and helpfulness.
- Users appreciate the **efficiency in launching targeted marketing campaigns** with Optable, leveraging data-driven insights effectively.
- Users value the **customer engagement** provided by Optable, enhancing connections with consumers and advertisers effectively.

##### Cons

- Users find the **difficult learning** curve of Optable's advanced features limits their effective use without proper training.
- Users note that the **learning curve** for Optable can hinder utilization of advanced features without proper training.
- Users find that **limited customization** restricts the use of advanced features without proper training and support.
- Users note that without a dedicated tech team, **advanced features may remain underutilised** , limiting effectiveness of Optable.

#### What Are Recent G2 Reviews of Optable?

**["A Reliable Platform That Permits Data Driven Ad Sales"](https://www.g2.com/survey_responses/optable-review-11504096)**

**Rating:** 5.0/5.0 stars

_— Tushar A._

[Read full review](https://www.g2.com/survey_responses/optable-review-11504096)

**["easy intuitive and excellent support team!"](https://www.g2.com/survey_responses/optable-review-10940741)**

**Rating:** 5.0/5.0 stars

_— Guillaume R._

[Read full review](https://www.g2.com/survey_responses/optable-review-10940741)

### [Permutive](https://www.g2.com/products/permutive/reviews)

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:** 83

#### 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:** 8.3/10 (Category avg: 8.4/10)
- **Ease of Use:** 8.7/10 (Category avg: 8.8/10)

#### Who Is the Company Behind Permutive?

- **Seller:** [Permutive](https://www.g2.com/sellers/permutive)
- **Company Website:** permutive.com
- **Year Founded:** 2016
- **HQ Location:** London
- **Twitter:** @permutive  
1,215 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=4ff7f6ef39153767114e909b4d951ac42ad7bb3c62309df81fa02bd4cb8552bf&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2F9314455%2F&secure%5Burl_type%5D=linkedin_company_website)  
108 employees on LinkedIn®

#### Who Uses This Product?

- **Top Industries:** Publishing, Marketing and Advertising
- **Company Size:** 46% Medium, 36% Large

#### What Do G2 Reviewers Say About Permutive?

_AI-generated summary from verified user reviews_

##### Pros

- Users find the **user-friendly interface** of Permutive enhances their experience with easy audience creation and navigation.
- Users appreciate the **easy integrations** of Permutive, enabling seamless connectivity with key market platforms for efficient data management.
- Users praise Permutive for its **user-friendly interface and robust data integration** , enhancing audience segmentation and insights.
- Users appreciate the **seamless integrations** of Permutive, enhancing data handling and audience segmentation capabilities effectively.
- Users commend the **excellent customer support** from Permutive, appreciating their patience and expertise in troubleshooting issues.

##### Cons

- Users notice significant **data inaccuracies** when sending data to Facebook Ads, impacting audience targeting and effectiveness.
- Users find the **complex setup** challenging due to limited advanced configurations and lack of tailored best practices.
- Users are frustrated by **restricted data access** , which requires additional fees for essential information within Permutive.
- Users find Permutive **expensive** , making it a prohibitive option for some companies looking for budget-friendly solutions.
- Users find the **limited features** of Permutive restrict its effectiveness, particularly for audience tracking across platforms.

#### What Are Recent G2 Reviews of Permutive?

**["Feature-Rich but Communication Needs Improvement"](https://www.g2.com/survey_responses/permutive-review-12634325)**

**Rating:** 4.0/5.0 stars

_— Nadeem Q._

[Read full review](https://www.g2.com/survey_responses/permutive-review-12634325)

**["User-Friendly Dashboard, Valuable Insights"](https://www.g2.com/survey_responses/permutive-review-13131499)**

**Rating:** 4.5/5.0 stars

_— Jon P._

[Read full review](https://www.g2.com/survey_responses/permutive-review-13131499)

#### What Are G2 Users Discussing About Permutive?

- [What does Permutive mean?](https://www.g2.com/discussions/what-does-permutive-mean)
- [What is EDGE Permutive app?](https://www.g2.com/discussions/what-is-edge-permutive-app)
- [What is Hello amp Permutive?](https://www.g2.com/discussions/what-is-hello-amp-permutive) - 1 comment
- [What does Permutive do?](https://www.g2.com/discussions/what-does-permutive-do) - 1 comment

### [AWS Clean Rooms](https://www.g2.com/products/aws-clean-rooms/reviews)

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: 8.4/10)
- **Ease of Use:** 10.0/10 (Category avg: 8.8/10)

#### Who Is the Company Behind AWS Clean Rooms?

- **Seller:** [Amazon Web Services (AWS)](https://www.g2.com/sellers/amazon-web-services-aws-3e93cc28-2e9b-4961-b258-c6ce0feec7dd)
- **Year Founded:** 2006
- **HQ Location:** Seattle, WA
- **Twitter:** @awscloud  
2,232,483 Twitter followers
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=072881eee28a2afe24f8d1bda9f20e3e146b9fb4b214f216411ce2ed6898b31e&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Famazon-web-services%2F&secure%5Burl_type%5D=linkedin_company_website)  
147,094 employees on LinkedIn®
- **Ownership:** NASDAQ: AMZN

#### Who Uses This Product?

- **Company Size:** 100% Medium

#### What Are Recent G2 Reviews of AWS Clean Rooms?

**["Using AWS Clean Rooms for better collaboration"](https://www.g2.com/survey_responses/aws-clean-rooms-review-9146604)**

**Rating:** 4.5/5.0 stars

_— Nitish K._

[Read full review](https://www.g2.com/survey_responses/aws-clean-rooms-review-9146604)

### [CipherCore](https://www.g2.com/products/ciphercore/reviews)

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: 8.4/10)
- **Ease of Use:** 8.3/10 (Category avg: 8.8/10)

#### Who Is the Company Behind CipherCore?

- **Seller:** [CipherMode Labs](https://www.g2.com/sellers/ciphermode-labs-901f4cc7-6831-4e5d-bfd5-01c6e3ba9485)
- **HQ Location:** N/A
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=7886df2ed926834e5eb248c77dcfa8e5c815d3ab1f0fe3132ced0dba45868834&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2FNo-Linkedin-Presence-Added-Intentionally-By-DataOps&secure%5Burl_type%5D=linkedin_company_website)  
1 employees on LinkedIn®

#### Who Uses This Product?

- **Company Size:** 100% Medium, 100% Small

#### What Are Recent G2 Reviews of CipherCore?

**["Centralized key management"](https://www.g2.com/survey_responses/ciphercore-review-9836164)**

**Rating:** 4.0/5.0 stars

_— Hakim M._

[Read full review](https://www.g2.com/survey_responses/ciphercore-review-9836164)

### [BinariiDSM](https://www.g2.com/products/binariidsm/reviews)

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?

- **Seller:** [Binarii Labs](https://www.g2.com/sellers/binarii-labs)
- **Year Founded:** 2021
- **HQ Location:** Dublin 4, IE
- **LinkedIn® Page:** [www.linkedin.com](https://www.g2.com/external_clickthroughs/record?secure%5Bsource_type%5D=product_profile&secure%5Btoken%5D=ad75e0fa996c44aaa5e2d544cdb6521492378c029d7b4bbb3b1695c59830fdfb&secure%5Burl%5D=https%3A%2F%2Fwww.linkedin.com%2Fcompany%2Fbinariilabs%2F&secure%5Burl_type%5D=linkedin_company_website)  
16 employees on LinkedIn®

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Similar Categories

- [Consent Management Platform (CMP)](/categories/consent-management-platform-cmp)
- [Cookie Tracking](/categories/cookie-tracking)
- [Data Breach Notification](/categories/data-breach-notification)
- [Data De-Identification](/categories/data-de-identification)
- [Data Privacy Management](/categories/data-privacy-management)

- [Data Subject Access Request (DSAR)](/categories/data-subject-access-request-dsar)
- [Employee Identity Theft Protection](/categories/employee-identity-theft-protection)
- [Identity Verification](/categories/identity-verification)
- [Other Privacy](/categories/other-privacy)
- [Privacy Impact Assessment (PIA)](/categories/privacy-impact-assessment-pia)

- [Privacy Policy Generator](/categories/privacy-policy-generator)
- [Sensitive Data Discovery](/categories/sensitive-data-discovery)
- [Website Privacy Auditing Tools](/categories/website-privacy-auditing-tools)

[Browse Data Clean Room Themes](/categories/data-clean-room/themes)

 ![Brandon Summers-Miller](/assets/transparent-ad5be28fbcd25b7b08d2cebe1d957125437fb5407d75ee717965ad22c8808791.gif "Brandon Summers-Miller")
BS

Researched and written by [Brandon Summers-Miller](https://research.g2.com/insights/author/brandon-summers-miller)

Updated October 3, 2024

Data clean room software is used for privacy-compliant, sensitive data collaboration. These tools enable data collaboration without data sharing. Data clean room software joins sensitive datasets for analysis and controls what happens to that data, by whom, and what results each party can extract from this analysis. All this is done without revealing sensitive source data from the underlying datasets, thus preventing data leakage. Businesses use this software to collaborate with other parties, often to augment insights from their first-party data. The most common use case is for sharing customer data sets to find overlaps for co-marketing and other advertising purposes, although the technology can be used for any sensitive data collaboration needs.

Some data clean room technologies are platform and use-case specific, while others allow external partners to collaborate. These tools often differ in where the data is processed, with some solutions enabling analysis by connecting to the data where it resides, while others provide a neutral centralized location to upload data for analysis.

To qualify for inclusion in the Data Clean Room category, a product must:

- Provide secure, privacy-compliant data collaboration functionality using confidential computing methods such as secure multi-party computation

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