# Best Data Masking Tools - Page 2

*By [Lauren Worth](https://research.g2.com/insights/author/lauren-worth)*


Data masking software protects an organization’s important data by disguising it with random characters or other data so that it is still usable by the organization but not outside forces.

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

- Encrypt data by masking it behind random characters or other data
- Allow the application and removal of a mask at will
- Provide consistent or random masking






## How Many Data Masking Software Products Does G2 Track?
**Total Products under this Category:** 92

### Category Stats (Jul 2026)
- **Average Rating**: 4.37/5 The average rating of products in this category, based on all submitted ratings
- **Top Trending Product**: K2View (+0.2%) - Among all products in this category, K2View recorded the largest rating increase compared to last month
*Last updated: July 01, 2026*


## How Does G2 Rank Data Masking Software Products?

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

- 30 Analysts and Data Experts
- 4,800+ Authentic Reviews
- 92+ 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.


## Which Data Masking Software Is Best for Your Use Case?

- **Leader:** [Agentforce 360 Platform (formerly Salesforce Platform)](https://www.g2.com/products/agentforce-360-platform-formerly-salesforce-platform/reviews)
- **Highest Performer:** [K2View](https://www.g2.com/products/k2view/reviews)
- **Easiest to Use:** [VGS Platform](https://www.g2.com/products/very-good-security-vgs-platform/reviews)
- **Top Trending:** [Evervault](https://www.g2.com/products/evervault-2022-11-22/reviews)
- **Best Free Software:** [VGS Platform](https://www.g2.com/products/very-good-security-vgs-platform/reviews)


---

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Prisma Browser for Business is a secure web browser tailored for small businesses, integrating advanced security features directly into the browsing experience. Built on the Chromium platform, it offers a familiar interface while providing enterprise-grade protection against online threats such as phishing, ransomware, and data breaches. This solution enables teams to work seamlessly across various applications and AI tools, ensuring data security without the need for a dedicated IT team. Key Features and Functionality: - Proactive Threat Protection: Utilizes AI-powered threat scanning to detect and block phishing attempts, malware, and other cyber threats in real-time. - Data Loss Prevention: Implements controls to prevent accidental sharing of sensitive information, such as disabling copy/paste and file uploads to unauthorized platforms. - AI Interaction Management: Monitors and regulates AI tool usage to prevent unintended actions and data leaks, ensuring that business information remains secure. - User-Friendly Deployment: Offers a straightforward setup process with pre-configured security settings, allowing businesses to protect their teams without technical expertise. Primary Value and Problem Solved: Prisma Browser for Business addresses the critical need for robust cybersecurity in small businesses, which are increasingly targeted by sophisticated cyberattacks. By embedding security directly into the browser, it safeguards the primary workspace where employees spend the majority of their time. This solution not only protects against external threats but also mitigates risks associated with accidental data exposure through AI tools and other online platforms. By providing an easy-to-use, comprehensive security solution, Prisma Browser for Business empowers small businesses to focus on growth and productivity without compromising on security.



[Visit website](https://www.g2.com/external_clickthroughs/record?secure%5Bad_program%5D=ppc&amp;secure%5Bad_slot%5D=category_product_list&amp;secure%5Bcategory_id%5D=1495&amp;secure%5Bchosen_at%5D=2026-07-01T19%3A03%3A50Z&amp;secure%5Bdisplayable_resource_id%5D=1495&amp;secure%5Bdisplayable_resource_type%5D=Category&amp;secure%5Bmedium%5D=sponsored&amp;secure%5Bplacement_reason%5D=page_category&amp;secure%5Bplacement_resource_ids%5D%5B%5D=1495&amp;secure%5Bprioritized%5D=false&amp;secure%5Bproduct_id%5D=1806417&amp;secure%5Bresource_id%5D=1495&amp;secure%5Bresource_type%5D=Category&amp;secure%5Bsource_type%5D=category_page&amp;secure%5Bsource_url%5D=https%3A%2F%2Fwww.g2.com%2Fcategories%2Fdata-masking&amp;secure%5Btoken%5D=ebd6fa333e6e4efe6d96a608e68dce29d3cba54a8475bca0402e7d7bf60b48f9&amp;secure%5Burl%5D=https%3A%2F%2Fwww.paloaltonetworks.com%2Fprisma-browser-for-business%3Futm_source%3Ddv360-panw_inhouse-amer-sase-smco-sfow%26utm_medium%3Ddisplay%26utm_campaign%3Dg2-sase-prisma_browser_smb-amer-us-awareness-en-native-cat_com%26utm_content%3D701Ki000000p2UKIAY&amp;secure%5Burl_type%5D=custom_url)

---

## What Are the Top-Rated Data Masking Software Products in 2026?
### 1. [Lenses](https://www.g2.com/products/lenses/reviews)
Lenses is the Developer Experience for enterprises to work with every Apache Kafka-based technology, in one place. Trusted by Europcar, Adidas, Daimler and Kandji, Lenses simplifies data streaming across hybrid and multi-cloud environments, giving engineers the autonomy to explore, integrate, and govern data -- and modernize their applications with ease: - Efficiently find, explore, process, integrate and govern streams with a data catalog, SQL studio and SQL stream processors - Confidently share, migrate and back up data streams across any cloud or environment with the Kafka to Kafka replicator - Lenses K2K - Reduce the manual burden of Kafka operations with Lenses AI Agents. Product Website www.lenses.io


**Average Rating:** 4.2/5.0
**Total Reviews:** 17
**How Do G2 Users Rate Lenses?**

- **Ease of Admin:** 8.8/10 (Category avg: 8.6/10)
- **Static Masking:** 8.6/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 8.3/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 8.6/10 (Category avg: 8.7/10)

**Who Is the Company Behind Lenses?**

- **Seller:** [Lenses.io Ltd](https://www.g2.com/sellers/lenses-io-ltd)
- **Company Website:** https://lenses.io/
- **Year Founded:** 2016
- **HQ Location:** London, England
- **Twitter:** @lensesio (732 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/lensesio/ (32 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 47% Enterprise, 35% Mid-Market


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

**Pros:**

- Ease of Use (7 reviews)
- User Interface (6 reviews)
- Features (4 reviews)
- Intuitive (4 reviews)
- Data Management (3 reviews)

**Cons:**

- Feature Limitations (5 reviews)
- Limitations (5 reviews)
- Limited Access (3 reviews)
- Missing Features (3 reviews)
- Product Maturity (3 reviews)


### What Do G2 Reviewers Say About Lenses?
*AI-generated summary from verified user reviews*

**Pros:**

- Users praise the **ease of use** of Lenses, finding it simple and effective for managing Kafka resources.
- Users value the **user-friendly interface** of Lenses, appreciating its simplicity and clear organization for easy navigation.
- Users value the **user-friendly visualization** and SQL querying capabilities of Lenses, enhancing their Kafka experience.
- Users love the **intuitive design** of Lenses, making it accessible and easy to use for all skill levels.
- Users value the **reliable data management** capabilities of Lenses, which simplifies SQL queries and stream handling.

**Cons:**

- Users note the **feature limitations** of Lenses, risking vendor lock-in and hindering flexibility and progress.
- Users express concern over **vendor lock-in and limited feature updates** , affecting flexibility and long-term usability of Lenses.
- Users express concerns about **limited access** due to vendor lock-in, affecting flexibility and long-term usability.
- Users note the **lack of significant features** in Lenses, highlighting stagnant progress and minimal improvements over the years.
- Users express concerns over **product maturity** , citing unresolved bugs, stagnation, and insufficient documentation impacting their experience.

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

**"[Using Lenses for years, pros and cons](https://www.g2.com/survey_responses/lenses-review-11974835)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Apparel &amp; Fashion*

[Read full review](https://www.g2.com/survey_responses/lenses-review-11974835)

---

**"[Reliable tool for managing and searching data streams](https://www.g2.com/survey_responses/lenses-review-11971548)"**

**Rating:** 4.5/5.0 stars
*— Jose Manuel C.*

[Read full review](https://www.g2.com/survey_responses/lenses-review-11971548)

---



### 2. [Oracle Advanced Security](https://www.g2.com/products/oracle-advanced-security/reviews)
Oracle Advanced Security provides two important preventive controls to protect sensitive data at the source: encryption and redaction. Together, these two controls form the foundation of Oracle&#39;s defense-in-depth, multi-layered database security solution.


**Average Rating:** 4.0/5.0
**Total Reviews:** 17
**How Do G2 Users Rate Oracle Advanced Security?**

- **Ease of Admin:** 7.1/10 (Category avg: 8.6/10)
- **Static Masking:** 8.3/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 9.2/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 9.2/10 (Category avg: 8.7/10)

**Who Is the Company Behind Oracle Advanced Security?**

- **Seller:** [Oracle](https://www.g2.com/sellers/oracle)
- **Year Founded:** 1977
- **HQ Location:** Austin, TX
- **Twitter:** @Oracle (827,997 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/1028/ (208,078 employees on LinkedIn®)
- **Ownership:** NYSE:ORCL

**Who Uses This Product?**
- **Company Size:** 55% Enterprise, 35% Mid-Market



#### What Are Recent G2 Reviews of Oracle Advanced Security?

**"[Oracle advance security](https://www.g2.com/survey_responses/oracle-advanced-security-review-7204954)"**

**Rating:** 4.0/5.0 stars
*— TAUSHIF R.*

[Read full review](https://www.g2.com/survey_responses/oracle-advanced-security-review-7204954)

---

**"[Reduces the risk of data breaches](https://www.g2.com/survey_responses/oracle-advanced-security-review-6799362)"**

**Rating:** 4.5/5.0 stars
*— Mayank P.*

[Read full review](https://www.g2.com/survey_responses/oracle-advanced-security-review-6799362)

---



### 3. [Qlik Gold Client](https://www.g2.com/products/qlik-qlik-gold-client/reviews)
Qlik Gold Client is purpose-built to resolve SAP test data management challenges. It allows SAP users to copy and move select data sets from their production SAP environments to non-production SAP environments. Qlik Gold Client provides the most practical and flexible approach to selecting and copying data based on any criteria while controlling the amount of data being copied – from individual transactions to large volumes. Qlik Gold Client can help reduce the total cost of ownership (TCO) of your SAP landscape by reducing development infrastructure and data maintenance costs, increasing development, testing, and training efficiency, mitigating security and privacy risks and diminishing business disruptions


**Average Rating:** 4.3/5.0
**Total Reviews:** 15
**How Do G2 Users Rate Qlik Gold Client?**

- **Ease of Admin:** 8.9/10 (Category avg: 8.6/10)
- **Static Masking:** 7.6/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 8.3/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 8.8/10 (Category avg: 8.7/10)

**Who Is the Company Behind Qlik Gold Client?**

- **Seller:** [Qlik](https://www.g2.com/sellers/qlik)
- **Year Founded:** 1993
- **HQ Location:** Radnor, PA
- **Twitter:** @qlik (64,130 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/10162/ (4,551 employees on LinkedIn®)
- **Phone:** 1 (888) 994-9854

**Who Uses This Product?**
- **Company Size:** 47% Mid-Market, 27% Enterprise



#### What Are Recent G2 Reviews of Qlik Gold Client?

**"[Great Tool for Data management](https://www.g2.com/survey_responses/qlik-gold-client-review-10472577)"**

**Rating:** 4.5/5.0 stars
*— AMIT C.*

[Read full review](https://www.g2.com/survey_responses/qlik-gold-client-review-10472577)

---

**"[Nicely working features](https://www.g2.com/survey_responses/qlik-gold-client-review-8626683)"**

**Rating:** 4.5/5.0 stars
*— Deepti Y.*

[Read full review](https://www.g2.com/survey_responses/qlik-gold-client-review-8626683)

---



### 4. [Okera](https://www.g2.com/products/okera/reviews)
Okera, the universal data authorization company, helps modern, data-driven enterprises accelerate innovation, minimize data security risks, and enforce compliance with data privacy regulations. The Okera Dynamic Access Platform automatically enforces universal fine-grained access control policies. This allows employees, customers, and partners to use data responsibly, while protecting them from inappropriately accessing data that is confidential, personally identifiable, or regulated. Okera’s robust audit capabilities and data usage intelligence deliver the real-time and historical information that data security, compliance, and data delivery teams need to respond quickly to incidents, optimize processes, and analyze the performance of enterprise data initiatives. Okera began development in 2016 and now dynamically authorizes access to hundreds of petabytes of sensitive data for the world’s most demanding F100 companies and regulatory agencies. The company is headquartered in San Francisco and is backed by Bessemer Venture Partners, ClearSky Security, and Felicis Ventures. For more information, visit www.okera.com or contact info@okera.com.


**Average Rating:** 4.0/5.0
**Total Reviews:** 10
**How Do G2 Users Rate Okera?**

- **Ease of Admin:** 7.8/10 (Category avg: 8.6/10)
- **Static Masking:** 7.8/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 7.9/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 8.9/10 (Category avg: 8.7/10)

**Who Is the Company Behind Okera?**

- **Seller:** [Okera](https://www.g2.com/sellers/okera)
- **Year Founded:** 2016
- **HQ Location:** San Francisco, CA
- **Twitter:** @okerainc (379 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/okerainc/ (19 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 60% Small-Business, 30% Enterprise



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

**"[Globally standardized marketing metadata was impossible until Okera.](https://www.g2.com/survey_responses/okera-review-7776632)"**

**Rating:** 4.5/5.0 stars
*— Daniel G.*

[Read full review](https://www.g2.com/survey_responses/okera-review-7776632)

---

**"[Data Protection solution](https://www.g2.com/survey_responses/okera-review-8411452)"**

**Rating:** 4.5/5.0 stars
*— Rajeev T.*

[Read full review](https://www.g2.com/survey_responses/okera-review-8411452)

---



### 5. [Protegrity](https://www.g2.com/products/protegrity/reviews)
Protegrity helps enterprises make sensitive data safe to use in AI, analytics, and modern data workflows. Our data security platform protects data at the field level, centralizes policy and governance, and enforces controls across on-prem, cloud, SaaS, and AI systems. Protegrity offers editions (AI Developer Edition, AI Team Edition, AI Enterprise Edition) that support each stage of AI maturity, from early experimentation to governed, enterprise-scale deployment, all built on the same data-centric security foundation. Capabilities include discovery, classification, policy orchestration, tokenization, masking, encryption, anonymization, synthetic data, semantic guardrails, and secure text-to-analytics. Protegrity is built to help teams use data with confidence while maintaining control, compliance, and auditability.


**Average Rating:** 4.5/5.0
**Total Reviews:** 14
**How Do G2 Users Rate Protegrity?**

- **Ease of Admin:** 9.2/10 (Category avg: 8.6/10)
- **Static Masking:** 8.3/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 10.0/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 9.2/10 (Category avg: 8.7/10)

**Who Is the Company Behind Protegrity?**

- **Seller:** [Protegrity](https://www.g2.com/sellers/protegrity)
- **Year Founded:** 1996
- **HQ Location:** Stamford, US
- **Twitter:** @Protegrity (4,460 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/15741 (377 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 43% Mid-Market, 29% Enterprise



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

**"[Good tool for all uses](https://www.g2.com/survey_responses/protegrity-review-6943427)"**

**Rating:** 5.0/5.0 stars
*— Péter G.*

[Read full review](https://www.g2.com/survey_responses/protegrity-review-6943427)

---

**"[Data Security](https://www.g2.com/survey_responses/protegrity-review-7956211)"**

**Rating:** 5.0/5.0 stars
*— Gaurav S.*

[Read full review](https://www.g2.com/survey_responses/protegrity-review-7956211)

---


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

- [What is Protegrity used for?](https://www.g2.com/discussions/what-is-protegrity-used-for)

### 6. [Assure Security](https://www.g2.com/products/assure-security/reviews)
Enabling your organization to comply with cybersecurity regulations and strengthen IBM i security by controlling access to systems and data, enforcing data privacy, monitoring for compliance, and assessing risks.


**Average Rating:** 4.1/5.0
**Total Reviews:** 12
**How Do G2 Users Rate Assure Security?**

- **Ease of Admin:** 10.0/10 (Category avg: 8.6/10)
- **Static Masking:** 8.3/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 7.8/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 8.3/10 (Category avg: 8.7/10)

**Who Is the Company Behind Assure Security?**

- **Seller:** [Precisely](https://www.g2.com/sellers/precisely-0b25c016-ffa5-4f51-9d9e-fcbc9f54cc55)
- **HQ Location:** Burlington, Massachusetts
- **Twitter:** @PreciselyData (3,963 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/64863146/ (3,006 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Mid-Market, 33% Enterprise



#### What Are Recent G2 Reviews of Assure Security?

**"[Something attractive about Assure Security.](https://www.g2.com/survey_responses/assure-security-review-7180785)"**

**Rating:** 4.5/5.0 stars
*— Kartik A.*

[Read full review](https://www.g2.com/survey_responses/assure-security-review-7180785)

---

**"[Ensures Safety Of Data At The Organisational Level With Assure Security](https://www.g2.com/survey_responses/assure-security-review-9870297)"**

**Rating:** 4.5/5.0 stars
*— Riya  R.*

[Read full review](https://www.g2.com/survey_responses/assure-security-review-9870297)

---



### 7. [DATPROF Privacy](https://www.g2.com/products/datprof-privacy/reviews)
Data masking and synthetic data generation consistently across any supported databases or systems: Oracle, DB2, PostgreSQL, Microsoft SQL Server, MySQL, MariaDB and many more.


**Average Rating:** 4.5/5.0
**Total Reviews:** 6
**How Do G2 Users Rate DATPROF Privacy?**

- **Ease of Admin:** 9.2/10 (Category avg: 8.6/10)
- **Static Masking:** 10.0/10 (Category avg: 8.5/10)
- **Sensitive Fields:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind DATPROF Privacy?**

- **Seller:** [DATPROF](https://www.g2.com/sellers/datprof)
- **Year Founded:** 2003
- **HQ Location:** Groningen, NL
- **Twitter:** @DATPROF (167 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/datprof/ (17 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Small-Business, 33% Mid-Market



#### What Are Recent G2 Reviews of DATPROF Privacy?

**"[The king of Data Privacy— DATAPROF](https://www.g2.com/survey_responses/datprof-privacy-review-7518703)"**

**Rating:** 4.5/5.0 stars
*— Diksha A.*

[Read full review](https://www.g2.com/survey_responses/datprof-privacy-review-7518703)

---

**"[Effective solution to important data and information](https://www.g2.com/survey_responses/datprof-privacy-review-7504744)"**

**Rating:** 5.0/5.0 stars
*— Athar K.*

[Read full review](https://www.g2.com/survey_responses/datprof-privacy-review-7504744)

---



### 8. [Pathlock](https://www.g2.com/products/pathlock/reviews)
A complete platform to automate the most challenging aspects of access governance. Pathlock does this by focusing on the areas which offer the most impact when it comes to efficiency gains and cost savings: \*Access Risk Analysis [Automating the reporting and mitigation of SoD and Critical Access Risks across the business and IT] \*Compliant Provisioning [Automating the process of role and user provisioning to ensure compliance with business and regulatory requirements] \*Access Certification [Automating user access reviews to continually refine entitlement assignments and reduce risk] \*Emergency Access Management (PAM) [Managing temporary granting of privileged access with a domain specific workflow] \*Role Design [Designing compliant roles compatible across all your business applications]


**Average Rating:** 4.5/5.0
**Total Reviews:** 12
**How Do G2 Users Rate Pathlock?**

- **Ease of Admin:** 7.7/10 (Category avg: 8.6/10)
- **Static Masking:** 8.3/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 8.3/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 7.5/10 (Category avg: 8.7/10)

**Who Is the Company Behind Pathlock?**

- **Seller:** [Pathlock](https://www.g2.com/sellers/pathlock)
- **Company Website:** https://www.pathlock.com
- **Year Founded:** 2004
- **HQ Location:** Dallas, US
- **Twitter:** @pathlock (309 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/pathlock (604 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Enterprise, 25% Small-Business


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

**Pros:**

- Accessibility (1 reviews)
- Comprehensive View (1 reviews)
- Customer Support (1 reviews)
- Device Management (1 reviews)
- Documentation (1 reviews)

**Cons:**

- Confusing Interface (1 reviews)
- Confusing Terminology (1 reviews)
- Documentation (1 reviews)
- Error Handling (1 reviews)
- Insufficient Information (1 reviews)


### What Do G2 Reviewers Say About Pathlock?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **accessibility of resources** like knowledge files and video tutorials, enhancing their experience with Pathlock.
- Users benefit from the **comprehensive view** provided by Pathlock, enhancing their IT Governance, Risk, and Compliance activities.
- Users appreciate the **speedy and helpful customer support** from Pathlock, ensuring timely assistance and effective resolutions.
- Users value the **ease of use** and supportive features of Pathlock for effective device management.
- Users appreciate the **extensive documentation** of Pathlock, benefiting from accessible resources and helpful support.

**Cons:**

- Users often find the **interface confusing** , struggling with unclear acronyms and lack of guidance in tutorials.
- Users find the **confusing terminology** in Pathlock challenging, noting unclear acronyms that hinder understanding.
- Users express concerns about **inadequate documentation** , including unclear acronyms and lacking comprehensive tutorials for Pathlock.
- Users struggle with **inadequate error handling** , often facing confusion without comprehensive troubleshooting guidance.
- Users find the **insufficient information** offered in Pathlock, like unclear acronyms, challenging for effective usage.

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

**"[Pathlock Experience at SJSU](https://www.g2.com/survey_responses/pathlock-review-8855952)"**

**Rating:** 4.5/5.0 stars
*— Harish C.*

[Read full review](https://www.g2.com/survey_responses/pathlock-review-8855952)

---

**"[Aggressive and Revolutionalized Security Platform for Increased Safety.](https://www.g2.com/survey_responses/pathlock-review-9103949)"**

**Rating:** 4.5/5.0 stars
*— Kimah H.*

[Read full review](https://www.g2.com/survey_responses/pathlock-review-9103949)

---



### 9. [Blurrify](https://www.g2.com/products/hyarchis-blurrify/reviews)
Blurrify is a powerful AI-based tool that uses cutting-edge software that guarantees customer data privacy. Using optical character recognition, it scans incoming documents - as well as existing documents - and blurs out the data you don&#39;t need to keep. Identification numbers, medical information or social security numbers can be omitted.


**Average Rating:** 4.8/5.0
**Total Reviews:** 4
**How Do G2 Users Rate Blurrify?**

- **Static Masking:** 10.0/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 10.0/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind Blurrify?**

- **Seller:** [Hyarchis](https://www.g2.com/sellers/hyarchis)
- **Year Founded:** 1999
- **HQ Location:** Eindhoven, NL
- **LinkedIn® Page:** https://www.linkedin.com/company/hyarchis (43 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Enterprise, 50% Mid-Market



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

**"[How Blurrify help me to my AI based products.](https://www.g2.com/survey_responses/blurrify-review-7167290)"**

**Rating:** 5.0/5.0 stars
*— Shubham S.*

[Read full review](https://www.g2.com/survey_responses/blurrify-review-7167290)

---

**"[Blurrify - Protect the data from misuse.](https://www.g2.com/survey_responses/blurrify-review-7027172)"**

**Rating:** 5.0/5.0 stars
*— Manik K.*

[Read full review](https://www.g2.com/survey_responses/blurrify-review-7027172)

---



### 10. [Redgate Data Masker](https://www.g2.com/products/redgate-data-masker/reviews)
Redgate Data Masker enhances your data security with an automated masking approach, reducing significant time to provisioning to benefit the users of your non-production databases. Masking sensitive data across your estate enables you to deliver secure data to downstream environments in non-production databases for development and testing. Enabling this automatically ensures your data is secure across your organization – therefore minimizing data risk, and ultimately protecting your business. Start your free 14-day free trial of Redgate Data Masker: https://www.red-gate.com/products/data-masker/trial/


**Average Rating:** 3.8/5.0
**Total Reviews:** 5
**How Do G2 Users Rate Redgate Data Masker?**

- **Ease of Admin:** 10.0/10 (Category avg: 8.6/10)
- **Static Masking:** 10.0/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 10.0/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind Redgate Data Masker?**

- **Seller:** [Redgate Software](https://www.g2.com/sellers/redgate-software)
- **Year Founded:** 1999
- **HQ Location:** Cambridge, United Kingdom
- **Twitter:** @redgate (16,100 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/39481/ (547 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 60% Small-Business, 40% Mid-Market



#### What Are Recent G2 Reviews of Redgate Data Masker?

**"[DAta masker - easier than creating your own data set for QA](https://www.g2.com/survey_responses/redgate-data-masker-review-10486322)"**

**Rating:** 5.0/5.0 stars
*— neil f.*

[Read full review](https://www.g2.com/survey_responses/redgate-data-masker-review-10486322)

---

**"[Redgate: How to protect your data](https://www.g2.com/survey_responses/redgate-data-masker-review-8631879)"**

**Rating:** 5.0/5.0 stars
*— Massimo S.*

[Read full review](https://www.g2.com/survey_responses/redgate-data-masker-review-8631879)

---



### 11. [Thales data tokenization](https://www.g2.com/products/thales-data-tokenization/reviews)
Vormetric Tokenization and related solutions dramatically reduce the cost and effort of meeting compliance mandates such as GDPR and PCI DSS. Vormetric Tokenization with Dynamic Data Masking protects data at the application level with simple RESTful API calls to replace sensitive data with a comprehensive range of data transformation mechanisms.


**Average Rating:** 4.0/5.0
**Total Reviews:** 5
**How Do G2 Users Rate Thales data tokenization?**

- **Ease of Admin:** 6.7/10 (Category avg: 8.6/10)
- **Static Masking:** 5.6/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 5.8/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 6.7/10 (Category avg: 8.7/10)

**Who Is the Company Behind Thales data tokenization?**

- **Seller:** [Thales Group](https://www.g2.com/sellers/thales-group)
- **HQ Location:** Austin, Texas
- **Twitter:** @ThalesCloudSec (6,935 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/thalessoftwaremonetization/ (1,470 employees on LinkedIn®)
- **Ownership:** EPA:HO
- **Total Revenue (USD mm):** $15,854

**Who Uses This Product?**
- **Company Size:** 33% Mid-Market, 33% Enterprise


#### What Are Thales data tokenization's Pros and Cons?

**Pros:**

- Ease of Use (1 reviews)

**Cons:**

- Expensive (1 reviews)


### What Do G2 Reviewers Say About Thales data tokenization?
*AI-generated summary from verified user reviews*

**Pros:**

- Users appreciate the **ease of use** of Thales data tokenization, effectively protecting important data effortlessly.

**Cons:**

- Users find Thales data tokenization **expensive for small businesses** , which may limit its accessibility and affordability.

#### What Are Recent G2 Reviews of Thales data tokenization?

**"[Review of Thales Data Tokenization](https://www.g2.com/survey_responses/thales-data-tokenization-review-10370978)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/thales-data-tokenization-review-10370978)

---

**"[ESET EDR](https://www.g2.com/survey_responses/thales-data-tokenization-review-7789186)"**

**Rating:** 4.0/5.0 stars
*— Dolly C.*

[Read full review](https://www.g2.com/survey_responses/thales-data-tokenization-review-7789186)

---



### 12. [Thales Vormetric Tokenization with Dynamic Data Masking](https://www.g2.com/products/thales-vormetric-tokenization-with-dynamic-data-masking/reviews)
Vormetric Vaultless Tokenization with Dynamic Data Masking dramatically reduces the cost and effort required to comply with security policies and regulatory mandates like PCI DSS.


**Average Rating:** 4.3/5.0
**Total Reviews:** 4
**How Do G2 Users Rate Thales Vormetric Tokenization with Dynamic Data Masking?**

- **Ease of Admin:** 8.9/10 (Category avg: 8.6/10)
- **Static Masking:** 8.3/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 8.3/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 8.9/10 (Category avg: 8.7/10)

**Who Is the Company Behind Thales Vormetric Tokenization with Dynamic Data Masking?**

- **Seller:** [Thales Group](https://www.g2.com/sellers/thales-group)
- **HQ Location:** Austin, Texas
- **Twitter:** @ThalesCloudSec (6,935 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/thalessoftwaremonetization/ (1,470 employees on LinkedIn®)
- **Ownership:** EPA:HO
- **Total Revenue (USD mm):** $15,854

**Who Uses This Product?**
- **Company Size:** 80% Mid-Market, 20% Enterprise



#### What Are Recent G2 Reviews of Thales Vormetric Tokenization with Dynamic Data Masking?

**"[Easy to Deploy and Scale](https://www.g2.com/survey_responses/thales-vormetric-tokenization-with-dynamic-data-masking-review-10251416)"**

**Rating:** 5.0/5.0 stars
*— Neeraj R.*

[Read full review](https://www.g2.com/survey_responses/thales-vormetric-tokenization-with-dynamic-data-masking-review-10251416)

---

**"[Safe solution for data masking challenges in business - Thales Vormetric Tokenization](https://www.g2.com/survey_responses/thales-vormetric-tokenization-with-dynamic-data-masking-review-7853506)"**

**Rating:** 4.0/5.0 stars
*— Aswath V.*

[Read full review](https://www.g2.com/survey_responses/thales-vormetric-tokenization-with-dynamic-data-masking-review-7853506)

---


#### What Are G2 Users Discussing About Thales Vormetric Tokenization with Dynamic Data Masking?

- [What is Thales Vormetric Tokenization with Dynamic Data Masking used for?](https://www.g2.com/discussions/what-is-thales-vormetric-tokenization-with-dynamic-data-masking-used-for)

### 13. [Acra](https://www.g2.com/products/cossack-labs-acra/reviews)
Acra security suite is the first choice proactive security toolbox for preventing real-world data leakage risks, encrypting and decrypting data between application and database, and complying to encryption-demanding regulations that large and small companies face nowadays. Acra builds data defense in depth layers and serves to transform companies’ infrastructure into Zero Trust infrastructure for data security. It prevents data breaches by encryption, firewalling, IDS, gives searchable data encryption without changing app code, and works with modern cloud. Acra is best suited for corporate infrastructures and applications working for large enterprises, startups, and tech-savvy SMEs from healthcare, traditional and embedded financing, as well as unbundled banking, modern fintech, critical infrastructures, and other industries. Acra is a flagship data security software product created by Cossack Labs, a British company, headquartered in London, with R&amp;D in Kyiv, Ukraine.


**Average Rating:** 4.4/5.0
**Total Reviews:** 14
**How Do G2 Users Rate Acra?**

- **Ease of Admin:** 8.3/10 (Category avg: 8.6/10)
- **Static Masking:** 6.7/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 8.3/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 8.3/10 (Category avg: 8.7/10)

**Who Is the Company Behind Acra?**

- **Seller:** [Cossack Labs](https://www.g2.com/sellers/cossack-labs)
- **Year Founded:** 2014
- **HQ Location:** London, England
- **Twitter:** @cossacklabs (2,514 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/10959787 (41 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 43% Mid-Market, 36% Small-Business



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

**"[Evaluating ACRA: An Annual Corporate Report Analysis](https://www.g2.com/survey_responses/acra-review-10022851)"**

**Rating:** 4.5/5.0 stars
*— Vinayak B.*

[Read full review](https://www.g2.com/survey_responses/acra-review-10022851)

---

**"[Best DLP tool](https://www.g2.com/survey_responses/acra-review-10012636)"**

**Rating:** 5.0/5.0 stars
*— Naveen  V.*

[Read full review](https://www.g2.com/survey_responses/acra-review-10012636)

---



### 14. [Cloud Test Data Management](https://www.g2.com/products/cloud-test-data-management/reviews)
We help you discover, create, and subset test data; visualize test data coverage; and protect data so you can focus on development.


**Average Rating:** 4.3/5.0
**Total Reviews:** 3
**How Do G2 Users Rate Cloud Test Data Management?**

- **Ease of Admin:** 8.3/10 (Category avg: 8.6/10)
- **Static Masking:** 8.3/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 10.0/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 8.3/10 (Category avg: 8.7/10)

**Who Is the Company Behind Cloud Test Data Management?**

- **Seller:** [Informatica](https://www.g2.com/sellers/informatica)
- **Year Founded:** 1993
- **HQ Location:** Redwood City, CA
- **Twitter:** @Informatica (99,643 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/3858/ (2,802 employees on LinkedIn®)
- **Ownership:** NYSE: INFA

**Who Uses This Product?**
- **Company Size:** 67% Mid-Market, 33% Small-Business



#### What Are Recent G2 Reviews of Cloud Test Data Management?

**"[Test data management](https://www.g2.com/survey_responses/cloud-test-data-management-review-7096044)"**

**Rating:** 4.5/5.0 stars
*— Mohammed Irfan A.*

[Read full review](https://www.g2.com/survey_responses/cloud-test-data-management-review-7096044)

---

**"[Great Experience in data masking to maintain customer data privacy](https://www.g2.com/survey_responses/cloud-test-data-management-review-7115171)"**

**Rating:** 4.0/5.0 stars
*— Shahezad S.*

[Read full review](https://www.g2.com/survey_responses/cloud-test-data-management-review-7115171)

---



### 15. [Mage Static Data Masking](https://www.g2.com/products/mage-static-data-masking/reviews)
Mage™ Static Data Masking module has been designed to deliver complete protection to sensitive data while simultaneously integrating seamlessly with an organization’s existing IT framework without the requirement of any additional architectural changes.


**Average Rating:** 3.8/5.0
**Total Reviews:** 3
**How Do G2 Users Rate Mage Static Data Masking?**

- **Ease of Admin:** 7.5/10 (Category avg: 8.6/10)
- **Static Masking:** 7.2/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 8.9/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 7.2/10 (Category avg: 8.7/10)

**Who Is the Company Behind Mage Static Data Masking?**

- **Seller:** [Mage](https://www.g2.com/sellers/mage-9e06db3d-e432-4799-9fcf-e9d9c898f1dd)
- **Year Founded:** 2014
- **HQ Location:** New York, NY
- **LinkedIn® Page:** https://www.linkedin.com/company/217968 (82 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Small-Business, 33% Enterprise



#### What Are Recent G2 Reviews of Mage Static Data Masking?

**"[Mask with Ease](https://www.g2.com/survey_responses/mage-static-data-masking-review-7119491)"**

**Rating:** 4.0/5.0 stars
*— Hiren m.*

[Read full review](https://www.g2.com/survey_responses/mage-static-data-masking-review-7119491)

---

**"[Mage Static Data Masking Review](https://www.g2.com/survey_responses/mage-static-data-masking-review-7095643)"**

**Rating:** 4.5/5.0 stars
*— Faizal V.*

[Read full review](https://www.g2.com/survey_responses/mage-static-data-masking-review-7095643)

---



### 16. [BENERATOR](https://www.g2.com/products/benerator/reviews)
BENERATOR is a leading solution for generating synthetic data, anonymizing, and obfuscating production data, leveraging a model-driven approach for safe, GDPR-compliant use in development, testing, and training. Founded in Hamburg in 2019, our global team at rapiddweller is equipping developers with the tools they need to accelerate development cycles while ensuring data privacy. From our offices in Vietnam and Germany, we&#39;ve become a front-runner in the fields of Data Masking Software, Data De-Identification Tools, and Synthetic Data Software, serving customers across diverse industries. Experience the power of BENERATOR and &quot;Shape Your Test Data Universe&quot; — secure, useful data that fuels efficient delivery, syncing perfectly with your developers&#39; pace.


**Average Rating:** 3.0/5.0
**Total Reviews:** 2
**How Do G2 Users Rate BENERATOR?**

- **Static Masking:** 6.7/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 6.7/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 9.2/10 (Category avg: 8.7/10)

**Who Is the Company Behind BENERATOR?**

- **Seller:** [rapiddweller](https://www.g2.com/sellers/rapiddweller-1f2f7004-87af-448c-bde0-c8a67062cda1)
- **Year Founded:** 2019
- **HQ Location:** Hamburg, DE
- **Twitter:** @rapiddweller (8 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/rapiddweller/ (15 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Small-Business


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

**Pros:**

- Features (1 reviews)

**Cons:**

- Complex Setup (1 reviews)
- Expensive (1 reviews)


### What Do G2 Reviewers Say About BENERATOR?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **synthetic data generation feature** for its effectiveness in mimicking real-world scenarios for testing.

**Cons:**

- Users find the **complex setup** challenging, especially if they&#39;re unfamiliar with XML-based data modeling.
- Users find the **cost of BENERATOR** to be significantly higher than competing platforms, impacting its overall affordability.



### 17. [DATAMIMIC](https://www.g2.com/products/datamimic/reviews)
DATAMIMIC is a deterministic test data platform specializing in enterprise-grade synthetic generation, policy-based anonymization, and complex JSON and XML handling. Teams define data requirements as reusable models — not brittle scripts — and generate reproducible, PII-safe datasets on demand. Built for regulated industries, every generation run is logged, replayable, and aligned with GDPR, DORA, BCBS 239, and PCI DSS requirements. Founded in Hamburg in 2019, rapiddweller builds tools that help engineering teams accelerate delivery without exposing production data. From our offices in Germany and Vietnam, we serve banks, insurers, payment processors, and public-sector organizations across Europe and beyond — combining deep domain expertise with a platform engineered for the most demanding compliance environments. DATAMIMIC puts your team in control: define your data model once, generate across any environment, test with confidence. Model. Generate. Test.


**Average Rating:** 4.1/5.0
**Total Reviews:** 5
**How Do G2 Users Rate DATAMIMIC?**

- **Ease of Admin:** 6.7/10 (Category avg: 8.6/10)
- **Static Masking:** 8.3/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 8.3/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind DATAMIMIC?**

- **Seller:** [rapiddweller](https://www.g2.com/sellers/rapiddweller-1f2f7004-87af-448c-bde0-c8a67062cda1)
- **Year Founded:** 2019
- **HQ Location:** Hamburg, DE
- **Twitter:** @rapiddweller (8 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/rapiddweller/ (15 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 40% Small-Business, 40% Enterprise


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

**Pros:**

- Data Management (1 reviews)
- Performance (1 reviews)

**Cons:**

- Data Restrictions (1 reviews)
- Expensive (1 reviews)
- Integration Issues (1 reviews)


### What Do G2 Reviewers Say About DATAMIMIC?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **data management capabilities** of DATAMIMIC, especially for performance testing and diverse data models.
- Users value the **data generation capabilities** of DATAMIMIC for performance testing across various data models.

**Cons:**

- Users express concerns over **data restrictions** requiring manual handling of specific datasets and integration challenges with DATAMIMIC.
- Users find DATAMIMIC **expensive** , facing integration challenges and high costs for specific dataset management.
- Users often face **integration challenges** with DATAMIMIC, requiring manual handling of specific datasets for their use cases.

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

**"[Best tool to generate relevant data sets, speed up model testing and deployment](https://www.g2.com/survey_responses/datamimic-review-9940568)"**

**Rating:** 4.5/5.0 stars
*— Pankaj G.*

[Read full review](https://www.g2.com/survey_responses/datamimic-review-9940568)

---

**"[Very much recommended platform to test generation faster AI powered Development](https://www.g2.com/survey_responses/datamimic-review-9937169)"**

**Rating:** 5.0/5.0 stars
*— AFZAL R D.*

[Read full review](https://www.g2.com/survey_responses/datamimic-review-9937169)

---



### 18. [Dlpify.io](https://www.g2.com/products/dlpify-io/reviews)
The ultimate Data Leakage Prevention (DLP) solution to effortlessly anonymize, hide or remove sensitive data from any source. Say goodbye to the struggle of figuring out what to search for, edit it manually or how to automate it


**Average Rating:** 4.3/5.0
**Total Reviews:** 2

**Who Is the Company Behind Dlpify.io?**

- **Seller:** [Dlpify](https://www.g2.com/sellers/dlpify)
- **HQ Location:** N/A
- **LinkedIn® Page:** https://www.linkedin.com/company/No-Linkedin-Presence-Added-Intentionally-By-DataOps (1 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Small-Business, 50% Mid-Market



#### What Are Recent G2 Reviews of Dlpify.io?

**"[Simple and usefull product for GDPR &amp; ISO27001](https://www.g2.com/survey_responses/dlpify-io-review-9645200)"**

**Rating:** 4.0/5.0 stars
*— Verified User in Events Services*

[Read full review](https://www.g2.com/survey_responses/dlpify-io-review-9645200)

---

**"[Dlpify for hiding sensitive data](https://www.g2.com/survey_responses/dlpify-io-review-9646127)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Consulting*

[Read full review](https://www.g2.com/survey_responses/dlpify-io-review-9646127)

---



### 19. [HushHush Sensitive Data Discovery Tool (SDDT)](https://www.g2.com/products/hushhush-sensitive-data-discovery-tool-sddt/reviews)
Find and de-identify sensitive information within your data sets. Simplify data protection compliance for your entire organization, including your technical teams and auditors. Satisfy the requirements of all statutes applicable to healthcare, finance, science, e-commerce, government, and education.


**Average Rating:** 4.0/5.0
**Total Reviews:** 2
**How Do G2 Users Rate HushHush Sensitive Data Discovery Tool (SDDT)?**

- **Static Masking:** 6.7/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 6.7/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 8.3/10 (Category avg: 8.7/10)

**Who Is the Company Behind HushHush Sensitive Data Discovery Tool (SDDT)?**

- **Seller:** [HushHush](https://www.g2.com/sellers/hushhush)
- **Year Founded:** 2013
- **HQ Location:** LAS VEGAS, NV
- **Twitter:** @HushHush_vm (44 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/hush-hush (12 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Enterprise, 50% Mid-Market



#### What Are Recent G2 Reviews of HushHush Sensitive Data Discovery Tool (SDDT)?

**"[HushHush Review](https://www.g2.com/survey_responses/hushhush-sensitive-data-discovery-tool-sddt-review-7655676)"**

**Rating:** 4.0/5.0 stars
*— Christie L.*

[Read full review](https://www.g2.com/survey_responses/hushhush-sensitive-data-discovery-tool-sddt-review-7655676)

---

**"[A great avenue for data security](https://www.g2.com/survey_responses/hushhush-sensitive-data-discovery-tool-sddt-review-7370970)"**

**Rating:** 4.0/5.0 stars
*— Hussain A.*

[Read full review](https://www.g2.com/survey_responses/hushhush-sensitive-data-discovery-tool-sddt-review-7370970)

---



### 20. [IRI FieldShield](https://www.g2.com/products/iri-fieldshield/reviews)
Nullify data breaches by masking PII in your DBs and files. Automatically find and classify it, then encrypt, pseudonymize, redact, and more while preserving its referential integrity.


**Average Rating:** 4.5/5.0
**Total Reviews:** 2
**How Do G2 Users Rate IRI FieldShield?**

- **Static Masking:** 6.7/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 5.0/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 5.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind IRI FieldShield?**

- **Seller:** [IRI](https://www.g2.com/sellers/iri)
- **Year Founded:** 2023
- **HQ Location:** Chicago, Illinois, United States
- **Twitter:** @iriworldwide (7,355 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/wearecircana/ (6,105 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 50% Small-Business, 50% Mid-Market



#### What Are Recent G2 Reviews of IRI FieldShield?

**"[Powerful and convenient data masking tool.](https://www.g2.com/survey_responses/iri-fieldshield-review-7119693)"**

**Rating:** 4.5/5.0 stars
*— Krishna K.*

[Read full review](https://www.g2.com/survey_responses/iri-fieldshield-review-7119693)

---

**"[IRI FieldShielf review](https://www.g2.com/survey_responses/iri-fieldshield-review-7187895)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Accounting*

[Read full review](https://www.g2.com/survey_responses/iri-fieldshield-review-7187895)

---



### 21. [Mage Dynamic Data Masking](https://www.g2.com/products/mage-dynamic-data-masking/reviews)
Mage™ Static Data Masking has been developed working alongside our customers, to address the specific needs and requirements they have. Mage™ Static Data Masking has been designed to deliver adequate protection to sensitive data while simultaneously integrating seamlessly with an organization&#39;s existing IT framework without the requirement of any additional architectural changes.​


**Average Rating:** 4.5/5.0
**Total Reviews:** 2
**How Do G2 Users Rate Mage Dynamic Data Masking?**

- **Ease of Admin:** 10.0/10 (Category avg: 8.6/10)
- **Static Masking:** 10.0/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 10.0/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind Mage Dynamic Data Masking?**

- **Seller:** [Mage](https://www.g2.com/sellers/mage-9e06db3d-e432-4799-9fcf-e9d9c898f1dd)
- **Year Founded:** 2014
- **HQ Location:** New York, NY
- **LinkedIn® Page:** https://www.linkedin.com/company/217968 (82 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Small-Business



#### What Are Recent G2 Reviews of Mage Dynamic Data Masking?

**"[Mage Magic!](https://www.g2.com/survey_responses/mage-dynamic-data-masking-review-6960319)"**

**Rating:** 4.5/5.0 stars
*— KIRAN B.*

[Read full review](https://www.g2.com/survey_responses/mage-dynamic-data-masking-review-6960319)

---

**"[Mage - Your trust partner in data masking](https://www.g2.com/survey_responses/mage-dynamic-data-masking-review-8146193)"**

**Rating:** 4.5/5.0 stars
*— Rakesh S.*

[Read full review](https://www.g2.com/survey_responses/mage-dynamic-data-masking-review-8146193)

---



### 22. [OpenText Data Privacy &amp; Protection Foundation](https://www.g2.com/products/opentext-data-privacy-protection-foundation/reviews)
SecureData provides a flexible range of native interfaces, REST and Simple APIs, to enable easy integration across applications and systems, from legacy databases to mobile, web, and IoT.


**Average Rating:** 4.3/5.0
**Total Reviews:** 3

**Who Is the Company Behind OpenText Data Privacy &amp; Protection Foundation?**

- **Seller:** [OpenText](https://www.g2.com/sellers/opentext)
- **Year Founded:** 1991
- **HQ Location:** Waterloo, ON
- **Twitter:** @OpenText (21,565 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/2709/ (23,048 employees on LinkedIn®)
- **Ownership:** NASDAQ:OTEX

**Who Uses This Product?**
- **Company Size:** 33% Small-Business, 33% Enterprise



#### What Are Recent G2 Reviews of OpenText Data Privacy &amp; Protection Foundation?

**"[Save and control all content.](https://www.g2.com/survey_responses/opentext-data-privacy-protection-foundation-review-6823318)"**

**Rating:** 4.0/5.0 stars
*— liset R.*

[Read full review](https://www.g2.com/survey_responses/opentext-data-privacy-protection-foundation-review-6823318)

---

**"[Review for Micro Focus Voltage SecureData Enterprise](https://www.g2.com/survey_responses/opentext-data-privacy-protection-foundation-review-6801889)"**

**Rating:** 4.0/5.0 stars
*— Soumi G.*

[Read full review](https://www.g2.com/survey_responses/opentext-data-privacy-protection-foundation-review-6801889)

---



### 23. [Original Software](https://www.g2.com/products/original-software/reviews)
Our testing platform has been helping businesses deliver better quality software for over 25 years. Original Software allows the centralized automation, capture and management of testing across your ERP and any other integrated application out-of-the-box. It’s super easy to start using with pre-built test case templates, and 100% code-free so it’s painless for business users to run. No technical knowledge needed: your business users can capture tests effortlessly. Original Software is able to bring immediate efficiencies over spreadsheets and screenshots: typically reducing testing time by 50%, while AI-enabled test automation is ready for when you want to take the time-savings to the next level and build full automated regression capability without needing to code. Are you running an on-premise, cloud, custom app or green screen application? No drama. The Original Software platform tests across any and all of them.


**Average Rating:** 4.8/5.0
**Total Reviews:** 15
**How Do G2 Users Rate Original Software?**

- **Ease of Admin:** 8.9/10 (Category avg: 8.6/10)
- **Static Masking:** 10.0/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 10.0/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 10.0/10 (Category avg: 8.7/10)

**Who Is the Company Behind Original Software?**

- **Seller:** [Original Software](https://www.g2.com/sellers/original-software)
- **Year Founded:** 1997
- **HQ Location:** Hampshire, United Kingdom
- **LinkedIn® Page:** https://www.linkedin.com/company/42985 (30 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 47% Small-Business, 33% Mid-Market


#### What Are Original Software's Pros and Cons?

**Pros:**

- Integrations (3 reviews)
- Ease of Use (2 reviews)
- Efficiency (2 reviews)
- Efficiency Improvement (2 reviews)
- Features (2 reviews)

**Cons:**

- User Difficulty (2 reviews)
- Access Restrictions (1 reviews)
- Complex Configuration (1 reviews)
- Complex Setup (1 reviews)
- Difficult Learning Curve (1 reviews)


### What Do G2 Reviewers Say About Original Software?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **integrations** offered by Original Software, enhancing testing efficiency and streamlining processes effectively.
- Users praise the **user-friendly interface** of Original Software, enabling quick onboarding and efficient testing processes.
- Users praise the **efficiency** of Original Software, enhancing testing processes and reducing the burden on stakeholders.
- Users note the **significant efficiency improvement** with Original Software, enhancing testing processes while minimizing training needs.
- Users commend the **ease of use and comprehensive features** of Original Software, enhancing efficiency in testing processes.

**Cons:**

- Users find the **naming conventions confusing** and struggle with assigning tests due to the emphasis on surnames.
- Users face challenges with **access restrictions** as Test Assist is not compatible with MS Teams.
- Users find the **complex configuration** of advanced features and limited CI/CD integration challenging and cumbersome.
- Users find the **complex setup** of Original Software challenging, especially for advanced features and integrations.
- Users note a **difficult learning curve** , but support can help overcome initial challenges for a better experience.

#### What Are Recent G2 Reviews of Original Software?

**"[Looking to Automate a Mainframe Application especially IBMi? Close your eyes and go for TestDrive.](https://www.g2.com/survey_responses/original-software-review-10865205)"**

**Rating:** 4.5/5.0 stars
*— Kiran S.*

[Read full review](https://www.g2.com/survey_responses/original-software-review-10865205)

---

**"[Seamless Workflow and Excellent Features!](https://www.g2.com/survey_responses/original-software-review-11199679)"**

**Rating:** 5.0/5.0 stars
*— Verified User in Computer Software*

[Read full review](https://www.g2.com/survey_responses/original-software-review-11199679)

---



### 24. [PK Protect Platform](https://www.g2.com/products/pk-protect-platform/reviews)
If you&#39;re evaluating data security platforms, here&#39;s what separates PK Protect from everything else on this grid: it secures the data itself, not just the perimeter around it. Most tools on this list rely on access controls and permissions. That works until a credential is compromised, a file gets moved, or someone copies data somewhere it doesn&#39;t belong. PK Protect takes a fundamentally different approach. Protection is embedded directly into the data, so it stays protected at rest, in motion, and even after it leaves your environment. Trusted by 21 of the top 25 U.S. commercial banks and 30% of the Fortune 100, PK Protect is the platform enterprise security and compliance teams reach for when the stakes are high and fragmented tools have failed them. What the platform does: PK Protect unifies data discovery, classification, and protection in a single automated platform across endpoints, servers, Microsoft 365, cloud repositories, databases, data lakes, and IBM Z mainframe. No third-party dependencies. No vendor sprawl. One platform that sees everything and acts on policy automatically. Protection actions include encryption, redaction, masking, classification, quarantine, and deletion, all centrally managed and applied without relying on end-user behavior. Who it&#39;s built for: Security teams, compliance officers, and data privacy leaders in regulated industries including financial services, healthcare, retail, and government who need to demonstrate control over sensitive data at enterprise scale. Compliance coverage: PK Protect simplifies audit readiness for PCI DSS, HIPAA, GDPR, CCPA, GLBA, SOX, FISMA, CMMC, FINRA, CJIS, and ITAR with centralized reporting that makes proving compliance faster and less painful. The bottom line: You&#39;re not buying another point solution. You&#39;re replacing the stack. One platform, automated protection, and security that doesn&#39;t break when data moves.


**Average Rating:** 4.5/5.0
**Total Reviews:** 2

**Who Is the Company Behind PK Protect Platform?**

- **Seller:** [PKWARE](https://www.g2.com/sellers/pkware)
- **Year Founded:** 1986
- **HQ Location:** Milwaukee, WI
- **Twitter:** @PKWARE (1,122 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/23724 (158 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 100% Mid-Market



#### What Are Recent G2 Reviews of PK Protect Platform?

**"[Securing Data Using PK Masking](https://www.g2.com/survey_responses/pk-protect-platform-review-7181021)"**

**Rating:** 4.0/5.0 stars
*— Yuvaraj S.*

[Read full review](https://www.g2.com/survey_responses/pk-protect-platform-review-7181021)

---

**"[Gain Authority over delicate data.](https://www.g2.com/survey_responses/pk-protect-platform-review-6961630)"**

**Rating:** 5.0/5.0 stars
*— Manik K.*

[Read full review](https://www.g2.com/survey_responses/pk-protect-platform-review-6961630)

---



### 25. [Privacera Data Security Platform](https://www.g2.com/products/privacera-data-security-platform/reviews)
Privacera, based in Fremont, CA, was founded in 2016 by the creators of Apache Ranger™ and Apache Atlas. Delivering trusted and timely access to data consumers, Privacera provides data privacy, security, and governance through its SaaS-based unified data security platform. Privacera’s latest innovation, Privacera AI Governance (PAIG), is the industry’s first AI data security governance solution. Privacera serves Fortune 500 clients across finance, insurance, life sciences, retail, media, consumer, and government entities. The company achieved AWS Data and Analytics Competency Status, and partners with and supports leading data sources, including AWS, Snowflake, Databricks, Azure and Google. Visit www.privacera.com for more information.


**Average Rating:** 4.2/5.0
**Total Reviews:** 6
**How Do G2 Users Rate Privacera Data Security Platform?**

- **Ease of Admin:** 6.7/10 (Category avg: 8.6/10)
- **Static Masking:** 8.3/10 (Category avg: 8.5/10)
- **Dynamic Masking:** 4.2/10 (Category avg: 8.4/10)
- **Sensitive Fields:** 4.2/10 (Category avg: 8.7/10)

**Who Is the Company Behind Privacera Data Security Platform?**

- **Seller:** [Privacera  Inc](https://www.g2.com/sellers/privacera-inc)
- **Company Website:** https://privacera.com/
- **Year Founded:** 2016
- **HQ Location:** Newark, California, United States
- **Twitter:** @privacera (464 Twitter followers)
- **LinkedIn® Page:** https://www.linkedin.com/company/privacera/ (110 employees on LinkedIn®)

**Who Uses This Product?**
- **Company Size:** 67% Enterprise, 33% Small-Business


#### What Are Privacera Data Security Platform's Pros and Cons?

**Pros:**

- Access Control (1 reviews)
- Access Management (1 reviews)
- Backup Ease (1 reviews)
- Centralized Management (1 reviews)
- Cloud Computing (1 reviews)

**Cons:**

- Complex Coding (1 reviews)
- Complex Implementation (1 reviews)
- Complexity (1 reviews)
- Complexity Management (1 reviews)
- Complex Setup (1 reviews)


### What Do G2 Reviewers Say About Privacera Data Security Platform?
*AI-generated summary from verified user reviews*

**Pros:**

- Users value the **fine-grained access control** offered by Privacera for authorizing sensitive data securely.
- Users value the **fine-grained access control** in Privacera, enhancing security for sensitive data management.
- Users value the **backup ease** of Privacera, appreciating its seamless data management and robust compliance features.
- Users value the **centralized management** offered by Privacera, enhancing control and governance over sensitive data access.
- Users value the **seamless multi-cloud support** of Privacera, enhancing their data management across platforms.

**Cons:**

- Users face a **complex coding challenge** when implementing Privacera, especially for those unfamiliar with similar systems.
- Users find the **complex implementation** of Privacera challenging, especially for those unfamiliar with similar systems like Apache Ranger.
- Users find the **complexity of implementation** challenging, particularly for those unfamiliar with similar tools like Apache Ranger.
- Users find the **complexity of implementation** challenging, especially within diverse data ecosystems, due to steep learning curves.
- Users find the **complex setup** of Privacera challenging, requiring significant effort to navigate and learn effectively.

#### What Are Recent G2 Reviews of Privacera Data Security Platform?

**"[Enterprise Review and Experience with Privacera](https://www.g2.com/survey_responses/privacera-data-security-platform-review-12803927)"**

**Rating:** 4.5/5.0 stars
*— Verified User in Airlines/Aviation*

[Read full review](https://www.g2.com/survey_responses/privacera-data-security-platform-review-12803927)

---

**"[User-Friendly Interface, Frequent Updates Need Tuning](https://www.g2.com/survey_responses/privacera-data-security-platform-review-13030433)"**

**Rating:** 4.0/5.0 stars
*— Aditya P.*

[Read full review](https://www.g2.com/survey_responses/privacera-data-security-platform-review-13030433)

---




## What Is Data Masking Software?

[Data Security Software](https://www.g2.com/categories/data-security)

## What Software Categories Are Similar to Data Masking Software?

- [Database Security Software](https://www.g2.com/categories/database-security)
- [Data De-Identification Tools](https://www.g2.com/categories/data-de-identification)
- [Sensitive Data Discovery Software](https://www.g2.com/categories/sensitive-data-discovery)


---

## How Do You Choose the Right Data Masking Software?

### What You Should Know About Data Masking Software

### What is Data Masking Software?

Data masking is a technique used by organizations to protect sensitive data from unintended exposure. Data masking is also sometimes referred to as data obfuscation. There are a number of masking techniques, including data substitution, data shuffling, translating numbers into number ranges, nulling or deletion, character scrambling, and more. Companies use data masking software to shield sensitive data such as personally identifiable information (PII) or sensitive customer information while maintaining the data’s functional value.&amp;nbsp;

Data masking software ensures that unauthorized people do not have visibility into real, sensitive data records by masking the data. Companies commonly utilize data masking to limit the sensitive data visible to their employees. This protects against both employee mistakes in handling sensitive data and malicious insider threat actors seeking to steal sensitive information.

For example, credit card numbers in a database can be redacted or replaced with false data in a billing software application so that the real numbers are not exposed and visible to frontline employees. A masked credit card number would be structurally similar and maintain the sixteen-digit credit card number format of &quot;xxxx-xxxx-xxxx-xxxx&quot; that the company’s billing software application expects this data to be in, while not providing the actual credit card number.&amp;nbsp;

A common use case for data masking is providing non-production but realistic data for software development and testing. Applications must be developed and tested using real data to ensure the software meets the company or customer’s needs, but providing sensitive data to a development team exposes the data to people who don’t need to be authorized to view it. For example, if an educational software company is developing a solution to manage student testing data, having specific individuals’ testing information like real names, addresses, test scores, academic grades, and so on is not necessary to develop the tool. Having data based on real data but scrambled or obfuscated is sufficient to test the software. As long as the data is functionally correct, the software developers don’t need to know the precise, sensitive data to develop and test the software solution.&amp;nbsp;

Data masking is most often for non-production purposes like software development and testing mentioned above, but it can also be used in production environments to control which users have access to sensitive information. For example, employees in a call center may need to look up a customer’s account information in a CRM software to process a payment but do not need access to the customer’s exact payment details like bank account and routing numbers to complete the transaction. The company must retain the actual bank account information to process the transaction, but this sensitive information does not need to be visible to the call center employee, so the company masks that data for the call center employee in their call center software application.

Other use cases for using masked data include:

- Sales demonstrations of software programs
- User training modules
- Sandbox experiments

### What Types of Data Masking Software Exist?

**Static data masking**

Static data masking solutions allow sensitive datasets to be masked while the data is at rest. This usually entails a complete copy of a masked dataset. Most commonly, this is used for non-production use cases like providing datasets for software development and testing purposes.

**Dynamic data masking**

Dynamic data masking solutions allow sensitive data to be masked while the data is in use, and the masking can be based on the attributes of the person viewing it. Most commonly, this is used for in-production use cases. For example, frontline employees or employees in a specific geographic area can view the sensitive dataset dynamically masked based on their role type in real time. This software can be particularly beneficial for customer service use cases.

### What are the Common Features of Data Masking Software?

The following are some core features within data masking software that can help users achieve their business goals:

**Performance with large datasets:** Data masking software must be able to meet the scale and speed of masking large datasets, whether the masking is performed on the database level itself, between application layers, or within the application itself. This is especially important for masking enterprise data and big datasets.

**Preserving data characteristics:** Some applications expect data to be in a specific format, such as a 16-digit credit card number. For masked data to be utilized in the application, the masked data must also conform to these data characteristics like number length.

**Deterministic masking:** Deterministic masking allows for the masked data to be consistently masked across multiple tables and applications. For example, if a data record has a first name of “Joan” then the masked name of “Claire” will appear consistently and uniformly across the masked dataset and applications it is used in. This is important especially for in-production customer service use cases where company employees interact with multiple applications like CRMs and billing applications to assist customers. Having consistently matching masked data in those disparate applications can aid in providing the best customer assistance.

**Cloud-compatible data masking** : Today, many companies are shifting from on-premises data stores to the cloud and are utilizing infrastructure as a service, platform as a service, and software as a service tools. Many data masking tools offer solutions to protect data regardless of where it is used.

### What are the Benefits of Data Masking Software?

**Reduce unintended data exposure:** The main purpose of using data masking software is to protect the data from unintended exposure while maintaining the data’s usability. Data masking software obfuscates the data for audiences that are not authorized to view the data.&amp;nbsp;

**Improve access control to data** : Data masking software enables companies to only expose data on a need-to-know basis. Using dynamic data masking, in particular, can assist a company with enabling role-based data visibility. So a frontline worker may not be able to see specific customer data like their billing address or phone number within a CRM application, but their manager would have the authorization to do so.

**Meet data protection compliance regulations** : Data protection regulations and data privacy laws require businesses to safeguard data such as personally identifiable information. Data masking is a technique used to limit unintended data exposure and meet data protection by design and default requirements. Data masking can assist in meeting industry or governmental regulations such as GDPR, PCI DSS, or HIPAA.

### Who Uses Data Masking Software?

**InfoSec and IT professionals** : Information security (InfoSec) and IT professionals implement and manage data masking tools to achieve their company’s data security, data privacy, and data usage goals.

**Software developers** : Software developers are the end users of data masked using data masking software. Using masked data allows software developers to use test data based on real data but without the risk of using plain text.

**Frontline employees** : Frontline and other employees use masked data in their day-to-day interactions in the business applications necessary to complete their work. Having masked data in their applications protects them from accidentally viewing, sharing, or using data they are not authorized to use.

### What are the Alternatives to Data Masking Software?

Alternatives to data masking software can replace this type of software, either partially or completely:

[Data de-identification and pseudonymity software](https://www.g2.com/categories/data-de-identification-and-pseudonymity): De-identification and pseudonymity software is similar to data masking software in that it focuses on anonymization by replacing real data with artificial data. However, the difference shows in the end states; data masking obfuscates the data while retaining the original data, while de-identified data is not masked but de-identified through pseudonymization to prevent re-identification.

[Synthetic data software](https://www.g2.com/categories/synthetic-data): Synthetic data software helps companies create artificial datasets, including images, text, and other data from scratch using computer-generated imagery (CGI), generative neural networks (GANs), and heuristics. Synthetic data is most commonly used for testing and training machine learning models.

[Encryption software](https://www.g2.com/categories/encryption) **:** Encryption software protects data by converting plaintext into scrambled letters known as ciphertext, which can only be decrypted using the appropriate encryption key. Most commonly, encrypted data cannot be used within applications and must first be decrypted prior to use within applications (with some exceptions with homomorphic encryption techniques).&amp;nbsp;

#### Software Related to Data Masking Software

Related solutions that can be used together with data masking software include:

[Sensitive data discovery software](https://www.g2.com/categories/sensitive-data-discovery): To determine what data to protect using data masking software, companies must first identify their sensitive data. Companies can use sensitive data discovery software to assist in and automate that process. These solutions search structured, unstructured, and semi-structured data stored in on-premises databases, cloud, email servers, websites, applications, etc.

### Challenges with Data Masking Software

Software solutions can come with their own set of challenges.&amp;nbsp;

**Sensitive data discovery** : To protect data using data masking techniques, the data a company wants to protect must first be identified. The type of data that companies seek to mask can include personally identifiable information (PII), protected health information (PHI), payment card industry (PCI) data, intellectual property (IP), and other important business data. Often, this data is stored across multiple company systems, including databases, applications, and user endpoints.&amp;nbsp;

**Defining role-based-access policies:** Using dynamic masking that modifies what data is masked or visible based on a viewer’s role type requires those roles to be defined by company policy. This requires companies to invest in defining those roles for the data masking software to be effective.

**Re-identification:** A common concern of using masked data is the risk of it being re-identified using other context clues resulting in a data breach. This could be by combining the data with other datasets to re-identify it or simply by not masking enough data. For example, in a CRM system, if a customer’s first and last name is redacted, but not their email address, which is often a person’s first and last name, it can be easy to infer who the customer is.

### How to Buy Data Masking Software

#### Requirements Gathering (RFI/RFP) for Data Masking Software

Users must determine their specific needs to prepare for data masking. They can answer the questions below to get a better understanding:

- What is the business purpose?&amp;nbsp;
- Does the user need static data masking solutions, or do they need dynamic data masking solutions?
- What kind of data is the user trying to mask?&amp;nbsp;
- Is it financial information, classified information, proprietary business information, personally identifiable information, or other sensitive data?
- Have they identified where those sensitive data stores are--on-premises or in the cloud?
- What specific software applications is that data used in?&amp;nbsp;
- What APIs do they need?&amp;nbsp;
- Who within the company should have the authorization to view sensitive data, and who should be served masked data?&amp;nbsp;

#### Compare Data Masking Software Products

**Create a long list**

Buyers can visit g2.com’s[](https://www.g2.com/categories/data-masking)[Data Masking Software](https://www.g2.com/categories/data-masking) category, read reviews about data masking products, and determine which products fit their businesses’ specific needs. They can then create a list of products that match those needs.

**Create a short list**

After creating a long list, buyers can review their choices and eliminate some products to create a shorter, more precise list.

**Conduct demos**

Once a user has narrowed down their software search, they can connect with the vendor to view demonstrations of the software product and how it relates to their company’s specific use cases. They can ask about the masking methods--from substitution to shuffling and more, and where their solution sits--at the database level, between the application and the database, or within the application. Buyers can also ask about integrations with their existing tech stack, licensing methods, and pricing—whether fees are based on the number of projects, databases, executions, etc.

#### Selection of Data Masking Software

**Choose a selection team**

Buyers must determine which team is responsible for implementing and managing this software. Often, that may be someone from the IT team and the InfoSec team. They should also include end users on their selection team, such as software developers or frontline employees. It is important to have a representative from the financial team on the selection committee to ensure the license is within budget.&amp;nbsp;

**Negotiation**

Buyers should get specific answers to the cost of the license and how it is priced, and if the data masking software is based on database size, features, or execution. They must keep in mind the company’s data masking needs for today and the future.

**Final decision**

The final decision will come down to whether the software solution meets the technical requirements, the usability, the implementation, other support, expected return on investment, and more. Ideally, the final decision will be made by the IT team in conjunction with InfoSec or data privacy teams, alongside input from other stakeholders like software development teams.




