Top Free Data Masking Software

How Many Data Masking Software Products Does G2 Track?

Total Products under this Category: 91

Category Stats (Oct 2026)

  • Average Rating: 4.37/5 (↓0.01 vs Sep 2026) The average rating of products in this category, based on all submitted ratings

Last updated: October 01, 2026

How Does G2 Rank Data Masking Software Products?

Why You Can Trust G2's Software Rankings:

  • 30 Analysts and Data Experts
  • 5,500+ Authentic Reviews
  • 91+ 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 Masking Software

G2 Grid® for Data Masking Software plotting products by satisfaction and market presence

Highlighted products: Salesforce Platform, K2View, Oracle Data Masking and Subsetting, Oracle Data Safe, VGS Platform, Satori Data Security Platform, Tonic.ai, and Informatica Data & AI Governance, Privacy.

Underlying data: [Grid® JSON](https://www.g2.com/categories/data-masking/grids.json?focus%5B%5D=agentforce-360-platform-formerly-salesforce-platform&focus%5B%5D=k2view&focus%5B%5D=oracle-data-masking-and-subsetting&focus%5B%5D=oracle-data-safe&focus%5B%5D=very-good-security-vgs-platform&focus%5B%5D=satori-data-security-platform&focus%5B%5D=tonic-ai&focus%5B%5D=informatica-data-ai-governance-privacy)

VGS Platform

Very Good Security (“VGS”) makes it easy for customers to collect, protect and share sensitive financial data in a way that accelerates revenue, eliminates risk, ensures compliance, and drives profitability. VGS secures that information in an encrypted token vault; enabling our customers to de-risk their technical environment and achieve compliance certifications like PCI DSS, SOC 2, GDPR, and more, faster. VGS delivers a modern solution to collect, protect, and exchange sensitive data that spans from data privacy to payment acceptance and card issuance; providing businesses with tokenization, PCI compliance, data security, processor optionality, and the ability to operate on that data without compromising their security posture. VGS delivers a modern payments security solution that gives businesses ownership and control over critically valuable customer data, granting them maximum portability, operationality, and value extraction. VGS customers decouple the value and utility of data from the associated security and compliance risks and allow customers to achieve continuous PCI DSS compliance 16x faster, at 25% the cost of a DIY approach.

Average Rating: 4.7/5.0

Total Reviews: 46

How Do G2 Users Rate VGS Platform?

  • Ease of Admin: 9.3/10 (Category avg: 8.7/10)
  • Static Masking: 9.5/10 (Category avg: 8.5/10)
  • Dynamic Masking: 9.5/10 (Category avg: 8.6/10)
  • Sensitive Fields: 9.4/10 (Category avg: 8.8/10)

Who Is the Company Behind VGS Platform?

  • Seller: Very Good Security
  • Year Founded: 2015
  • HQ Location: San Francisco, California
  • Twitter: @getvgs
    1,437 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    501 employees on LinkedIn®

Who Uses This Product?

  • Who Uses This: Software Engineer
  • Top Industries: Financial Services, Banking
  • Company Size: 51% Medium, 45% Small

What Are Recent G2 Reviews of VGS Platform?

What Are G2 Users Discussing About VGS Platform?

Tonic.ai

Tonic.ai frees developers to build with safe, high-fidelity synthetic data to accelerate software and AI innovation while protecting data privacy. Through industry-leading solutions for data synthesis, de-identification, and subsetting, our products enable on-demand access to realistic structured, semi-structured, and unstructured data for software development, testing, and AI model training. The product suite includes: - Tonic Fabricate for AI-powered synthetic data from scratch - Tonic Structural for modern test data management - Tonic Textual for unstructured data redaction and synthesis. Unblock innovation, eliminate collisions in testing, accelerate your engineering velocity, and ship better products, all while safeguarding data privacy. Founded in 2018, with offices in San Francisco, Atlanta, New York, and London, the company is pioneering enterprise tools for data synthesis and de-identification in pursuit of its mission to unblock innovation with usable data. Thousands of developers use data generated with the Tonic.ai platform on a daily basis to build products and train models faster in industries as wide ranging as healthcare, financial services, insurance, logistics, edtech, and e-commerce. Working with customers like Comcast, eBay, UnitedHealthcare, and Fidelity Investments, Tonic.ai builds developer solutions to advance its goals of advocating for the privacy of individuals while enabling companies to do their best work. Be free to build with high-fidelity synthetic data for software and AI development.

Average Rating: 4.2/5.0

Total Reviews: 38

How Do G2 Users Rate Tonic.ai?

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

Who Is the Company Behind Tonic.ai?

  • Seller: Tonic.ai
  • Year Founded: 2018
  • HQ Location: San Francisco, California
  • Twitter: @tonicfakedata
    698 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    104 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Financial Services
  • Company Size: 45% Medium, 32% Small

What Are Recent G2 Reviews of Tonic.ai?

Accelario

Accelario enhances efficiency and excellence in software development with advanced AI-powered Anonymization and Database Virtualization technologies. By delivering real, compliant, and on-demand test data, our platform enables development teams to optimize workflows, cut costs, and boost productivity. Supporting faster development cycles, superior-quality releases, and strong data privacy, Accelario empowers organizations to meet the challenges of modern software innovation. Trusted by global enterprises, we offer scalable solutions that ensure seamless data provisioning, continuous compliance, and unmatched data security. Whether accelerating DevOps pipelines or improving application quality, Accelario provides the tools to innovate boldly and transform your software development process.

Average Rating: 4.8/5.0

Total Reviews: 30

How Do G2 Users Rate Accelario?

  • Ease of Admin: 9.4/10 (Category avg: 8.7/10)
  • Static Masking: 8.9/10 (Category avg: 8.5/10)
  • Dynamic Masking: 9.0/10 (Category avg: 8.6/10)
  • Sensitive Fields: 8.9/10 (Category avg: 8.8/10)

Who Is the Company Behind Accelario?

  • Seller: Accelario
  • Year Founded: 2017
  • HQ Location: New York NY
  • Twitter: @Accelario2
    33 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    18 employees on LinkedIn®

Who Uses This Product?

  • Top Industries: Computer Software, Information Technology and Services
  • Company Size: 43% Medium, 40% Small

What Do G2 Reviewers Say About Accelario?

AI-generated summary from verified user reviews

Pros
  • Users praise Accelario for its ease of use, highlighting its user-friendly interface and seamless integration with existing systems.
  • Users value the efficiency of Accelario, significantly reducing deployment time and enhancing productivity in data management.
  • Users value Accelario for its time-saving automation, which enhances productivity and optimizes the data lifecycle efficiently.
  • Users appreciate Accelario's automation capabilities, which enhance speed, security, and efficiency in test data management.
  • Users value Accelario for its efficient test data management, significantly enhancing speed and compliance in their workflows.
Cons
  • Users find the learning curve challenging, but acknowledge it leads to greater security and efficiency after initial effort.
  • Users find the pricing expensive, making it a concern for smaller organizations despite its effectiveness for larger enterprises.
  • Users find the integration issues with Accelario to be complex and time-consuming, impacting their overall experience.
  • Users find that Accelario's customization options are limited, particularly for managing complex data workflows effectively.
  • Users find the setup and database integration complex, leading to time-consuming processes that hinder efficiency.

What Are Recent G2 Reviews of Accelario?

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

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

How it works

Lenses

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: 8.7/10)
  • Static Masking: 8.6/10 (Category avg: 8.5/10)
  • Dynamic Masking: 8.3/10 (Category avg: 8.6/10)
  • Sensitive Fields: 8.6/10 (Category avg: 8.8/10)

Who Is the Company Behind Lenses?

  • Seller: Lenses.io Ltd
  • Company Website:
  • Year Founded: 2016
  • HQ Location: London, England
  • Twitter: @lensesio
    732 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    33 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 47% Large, 35% Medium

What Do G2 Reviewers Say About Lenses?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the ease of use of Lenses, finding it simplifies data visualization and stream management.
  • Users appreciate the simple and effective user interface of Lenses, making navigation and work enjoyable.
  • Users value the user-friendly interface of Lenses, appreciating its clear visualization and SQL querying for Kafka resources.
  • Users appreciate the intuitive design of Lenses, enhancing their productivity and making Kafka more accessible.
  • Users appreciate the dependable data management of Lenses, finding it simple and effective for their workflow.
Cons
  • Users are concerned about feature limitations leading to potential vendor lock-in and limited future flexibility.
  • Users express concern over the risk of vendor lock-in and stagnant development, limiting future flexibility and improvements.
  • Users feel that limited access to features leads to vendor lock-in, affecting flexibility and future interoperability.
  • Users find Lenses lacking essential features and improvements, resulting in a stagnant user experience over the years.
  • Users express concern over the product maturity of Lenses, citing unresolved bugs and a lack of documentation and innovation.

What Are Recent G2 Reviews of Lenses?

Okera

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: 8.7/10)
  • Static Masking: 7.8/10 (Category avg: 8.5/10)
  • Dynamic Masking: 7.9/10 (Category avg: 8.6/10)
  • Sensitive Fields: 8.9/10 (Category avg: 8.8/10)

Who Is the Company Behind Okera?

  • Seller: Okera
  • Year Founded: 2016
  • HQ Location: San Francisco, CA
  • Twitter: @okerainc
    379 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    21 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 60% Small, 30% Large

What Are Recent G2 Reviews of Okera?

Acra

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&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: 8.7/10)
  • Static Masking: 6.7/10 (Category avg: 8.5/10)
  • Dynamic Masking: 8.3/10 (Category avg: 8.6/10)
  • Sensitive Fields: 8.3/10 (Category avg: 8.8/10)

Who Is the Company Behind Acra?

  • Seller: Cossack Labs
  • Year Founded: 2014
  • HQ Location: London, England
  • Twitter: @cossacklabs
    2,514 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    44 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 43% Medium, 36% Small

What Are Recent G2 Reviews of Acra?

PrivacyScrubber

PrivacyScrubber is a 100% client-side, zero-trust PII sanitization and data masking platform for Generative AI workflows. It protects sensitive enterprise, legal, financial, and patient data before it ever reaches ChatGPT, Claude, Microsoft Copilot, Google Gemini, or internal LLMs. Unlike traditional cloud DLP proxies that intercept and store your confidential data on third-party servers, PrivacyScrubber executes entirely in your browser's local memory (RAM). Zero server calls. Zero data stored. Zero telemetry. Verified offline in Airplane Mode. HOW IT WORKS: 1. In-Place Sanitization: As you type in ChatGPT, Claude, or Copilot, the free Chrome Extension (or Web App) instantly replaces names, emails, phone numbers, national IDs, credit cards, IP addresses, and custom secrets with safe cryptographic tokens ([NAME_1], [EMAIL_1], [SECRET_1]). 2. Safe AI Processing: The LLM processes the sanitized prompt without learning confidential identities or trade secrets. 3. 1-Click Reverse Detokenization: When the AI responds, PrivacyScrubber automatically restores the original data locally in your browser memory — completely invisible to the AI provider. KEY CAPABILITIES: • Free Chrome Extension: Real-time prompt sanitization directly inside ChatGPT, Claude, Gemini, and Copilot via hotkey (Alt+Shift+X) or automated scrubber button. • Multi-Format Document Redaction: Sanitize PDF, Word (.docx), Excel (.xlsx), CSV, and text files directly in browser memory without server uploads. • Offline OCR Engine: Extracts and sanitizes scanned contracts, medical records, and receipts in local RAM without external cloud vision APIs. • 25 Specialized Industry Profiles: Pre-configured detection for HIPAA Safe Harbor (healthcare), Attorney-Client Privilege (legal), PCI DSS & GLBA (banking), Blind HR screening, and DevOps secrets (API keys, JWTs). • Cryptographic CISO & DPO Audit Receipts: Downloadable PDF compliance certificates with SHA-256 integrity proofs and regulatory defense mappings. • Zero-Server Team Session Handoff: Teams share sanitized prompts and restore tokens across colleagues using end-to-end client-side encryption (Argon2id + XChaCha20-Poly1305). • Developer SDK (@privacyscrubber/sdk): Headless Node.js and WebAssembly (WASM) engine with <1ms in-memory latency and zero network egress for backend pipelines and RAG architectures. SECURITY & COMPLIANCE (ZERO-DPA ARCHITECTURE): Because data never leaves the client device, PrivacyScrubber eliminates the need for Data Processing Agreements (DPAs) under GDPR Article 28 and satisfies HIPAA Safe Harbor (§ 164.514), SOC 2 Type II exemption, and ISO 27001 A.8.11 data masking requirements. Backed by academic research published on CERN/Zenodo (DOI: 10.5281/zenodo.22058770) and OSF. TRANSPARENT PRICING TIERS: • Free: $0 forever. Includes Chrome Extension, 15,000 characters/scrub for universal PII, and single document processing (PDF, Word, Excel). • Pro: $15/month or $110 Lifetime one-time payment. Unlimited characters, all 25 industry profiles, batch document processing (50+ files), offline OCR, and custom regex rules. • Teams: $99/month flat rate for unlimited users (zero per-seat tax), centralized compliance governance, and cryptographic team session handoff. • Developer SDK: $199/month for headless Node.js/WASM pipelines. • Enterprise: Custom on-premise and source code licensing for air-gapped environments.

Average Rating: 5.0/5.0

Total Reviews: 3

How Do G2 Users Rate PrivacyScrubber?

  • Ease of Admin: 10.0/10 (Category avg: 8.7/10)
  • Static Masking: 10.0/10 (Category avg: 8.5/10)
  • Dynamic Masking: 10.0/10 (Category avg: 8.6/10)
  • Sensitive Fields: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind PrivacyScrubber?

Who Uses This Product?

  • Company Size: 67% Small, 33% Medium

What Are Recent G2 Reviews of PrivacyScrubber?

DATAMIMIC

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: 8.7/10)
  • Static Masking: 8.3/10 (Category avg: 8.5/10)
  • Dynamic Masking: 8.3/10 (Category avg: 8.6/10)
  • Sensitive Fields: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind DATAMIMIC?

  • Seller: rapiddweller
  • Year Founded: 2019
  • HQ Location: Hamburg, DE
  • Twitter: @rapiddweller
    8 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    13 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 40% Small, 40% Large

What Do G2 Reviewers Say About DATAMIMIC?

AI-generated summary from verified user reviews

Pros
  • Users value the data generation capabilities of DATAMIMIC for effective performance testing across diverse models.
  • Users value the performance data generation capabilities of DATAMIMIC, enabling effective AI model testing.
Cons
  • Users face data restrictions with manual interventions needed for specific datasets, complicating the integration process.
  • Users find the cost and integration challenges of DATAMIMIC to be a significant drawback, especially for specific datasets.
  • Users often face integration challenges with DATAMIMIC, requiring manual handling of specific datasets for their use cases.

What Are Recent G2 Reviews of DATAMIMIC?

Ubiq Encryption Platform

Ubiq enables enterprises to encrypt, tokenize, and mask sensitive data at the individual record and file level and integrates with Identity Providers (Okta, Entra ID) to ensure only authorized users with appropriate permissions can access or manipulate sensitive data. This approach enables user-level context and enforces fine-grained, Zero Trust access controls. Delivered as a low-code/no-code solution, Ubiq integrates seamlessly into applications, databases, data warehouses, and API gateways without requiring agents, hardware, virtual machines, or proxies. Deployment is measured in hours, not days or weeks.

Average Rating: 4.8/5.0

Total Reviews: 4

How Do G2 Users Rate Ubiq Encryption Platform?

  • Ease of Admin: 10.0/10 (Category avg: 8.7/10)
  • Static Masking: 10.0/10 (Category avg: 8.5/10)
  • Dynamic Masking: 10.0/10 (Category avg: 8.6/10)
  • Sensitive Fields: 10.0/10 (Category avg: 8.8/10)

Who Is the Company Behind Ubiq Encryption Platform?

Who Uses This Product?

  • Company Size: 75% Small, 25% Large

What Do G2 Reviewers Say About Ubiq Encryption Platform?

AI-generated summary from verified user reviews

Pros
  • Users commend the ease of use of Ubiq Encryption Platform, highlighted by its straightforward implementation and effective performance.
  • Users praise the efficiency of Ubiq Encryption Platform, highlighting its ease of implementation and effective performance.
  • Users value the automation capabilities of Ubiq Encryption Platform, allowing seamless programmatic interfacing and performance.
  • Users praise the exceptional customer support from the Ubiq Encryption Platform team, ensuring effective implementation and user satisfaction.
  • Users value Ubiq's enhanced data protection features, including client-side encryption and tokenization for improved security.

What Are Recent G2 Reviews of Ubiq Encryption Platform?

Adaptive

Adaptive is a cloud security company with a modern approach to data protection with its unique control plane that safeguards data and brokers’ access to human and non-human identities. The Adaptive architecture protects data closer to the source, ensuring strict access control over every database connection and minimizing sensitive data exposure. Adaptive’s combined approach to data access and protection eliminates blind spots in data security, making it ideal for modern organizations where data is constantly in motion. Due to Adaptive’s agentless architecture, end users get faster and auditable access and data protection across infrastructure without changing existing workflows and tools.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind Adaptive?

Who Uses This Product?

  • Company Size: 100% Small

What Do G2 Reviewers Say About Adaptive?

AI-generated summary from verified user reviews

Pros
  • Users appreciate the speed and ease of implementation of Adaptive, streamlining access management with innovative solutions.
  • Users admire the speed and ease of implementation of Adaptive, streamlining access management without fragmented tools.
  • Users appreciate the customization features of Adaptive, enhancing their workflows with adaptable integrations and credential-less access.
  • Users value the data protection capabilities of Adaptive, enhancing security through innovative credential-less access and dynamic masking.
  • Users value the speed and ease of implementation of Adaptive, streamlining processes without fragmented tools.
Cons
  • Users note a need for improved data privacy, specifically requesting enhanced encryption alongside existing data masking features.
  • Users find the product expensive, noting it exceeds initial expectations but desires additional security features.

What Are Recent G2 Reviews of Adaptive?

EncryptRIGHT

EncryptRIGHT simplifies application-level data protection, delivering robust encryption, tokenization, dynamic data masking, and key management functionality, along with role-based data access controls and a data-centric security architecture, to secure sensitive data and enforce data privacy. EncryptRIGHT is architected to deploy quickly with very little integration effort and scale from a single application to thousands of applications and servers on premises or in the cloud.

Average Rating: 4.5/5.0

Total Reviews: 2

Who Is the Company Behind EncryptRIGHT?

  • Seller: Prime Factors
  • Year Founded: 1981
  • HQ Location: Eugene, US
  • Twitter: @Prime_Factors
    216 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    38 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Small

What Are Recent G2 Reviews of EncryptRIGHT?

What Are G2 Users Discussing About EncryptRIGHT?

IRI DarkShield

IRI DarkShield: Data Masking and PII Discovery for Structured, Semi-Structured, and Unstructured Data IRI DarkShield is self-hosted data masking and sensitive-data discovery software that helps organizations find, classify, de-identify, redact, encrypt, pseudonymize, and audit Personally Identifiable Information (PII) and other sensitive data—even when that data is hidden in unstructured and semi-structured sources. Unlike traditional data masking tools designed primarily for database columns, IRI DarkShield is built to protect the “dark data” that can be difficult to discover and secure: free-form text, documents, PDFs, images, logs, JSON/XML, healthcare files, NoSQL databases, relational databases, and other data repositories across on-premises and cloud-controlled environments. If you are asking, “How can I find PII in unstructured data?”, “How do I mask sensitive information in PDFs and documents?”, “What data masking tool supports NoSQL and unstructured data?”, or “How can I automate PII discovery and data anonymization across multiple data sources?”, IRI DarkShield is designed to address these challenges. Discover Hidden PII and Sensitive Data DarkShield combines data classification, automated discovery, search, extraction, and masking capabilities in one solution. Organizations can define reusable data classes and search rules to locate sensitive information across disparate data sources and then apply consistent protection policies. DarkShield supports multiple discovery techniques, including regular expression and pattern matching, exact and fuzzy dictionary or lookup matching, data-path and column filters, AI-enabled relational database classification, and handwriting recognition, machine-learning-assisted Named Entity Recognition (NER), facial and signature detection, image-region and bounding-box detection, and metadata and content-based matching. This makes DarkShield useful for discovering names, addresses, email addresses, phone numbers, identification numbers, financial information, healthcare information, and other forms of PII, PHI, confidential information, and sensitive business data. Mask Unstructured, Semi-Structured, and Structured Data DarkShield provides a broad range of data masking and data anonymization techniques, allowing organizations to select the appropriate protection method for each sensitive data class and use case. Available masking functions include redaction and obfuscation, encryption and format-preserving encryption, pseudonymization, hashing, encoding, randomization, scrambling, string and bit manipulation, fabrication and synthesis, blurring, and deletion. Deterministic masking can be used where consistent replacements are important for maintaining data relationships and usability across systems. Protect Data Across Many Formats and Repositories DarkShield is designed for environments where sensitive information exists beyond conventional database tables. Supported sources and formats include relational databases and .SQL files, NoSQL databases, free-form text and log files, JSON and XML, CSV and other flat files, Microsoft Word, Excel, and PowerPoint documents, PDF documents including documents containing images, Parquet and other data formats, HL7, X12, FHIR, and other healthcare/EDI data, DICOM medical studies, image files, audio, signatures and PII in handwriting), and cloud and network repositories. DarkShield can search data on-premises, across network file systems, and in cloud storage environments such as Amazon S3, Microsoft Azure Blob Storage, Google Cloud Storage, OneDrive, and SharePoint Online. Data Privacy, Compliance, and Risk Reduction Sensitive data discovery and masking can help organizations reduce the exposure of PII and other regulated information while supporting privacy and security initiatives. Common use cases include GDPR data protection and “Right to Be Forgotten” workflows, data portability and data-access requests, HIPAA and PHI de-identification, PCI DSS and payment-data protection, privacy compliance and data governance, data breach risk reduction, secure data sharing with vendors and partners, development and test-data masking, analytics and AI/ML data de-identification, data migration and application modernization, secure log and document handling, and eDiscovery and sensitive-data identification. DarkShield can generate search and masking results with associated metadata for auditing, reporting, investigation, and compliance workflows. Automate Data Masking With GUI, CLI, and API DarkShield provides options for both technical and non-technical users. Data discovery and masking jobs can be designed through a desktop or web UI, and executed through the GUI, command line, or API. You can automate recurring data masking operations, integrate DarkShield into existing workflows, and schedule jobs to process new or modified files. The DarkShield API can also be used to embed PII discovery and data masking into applications, data pipelines, DevOps processes, and enterprise data management workflows. Self-Hosted Data Protection IRI DarkShield is designed with a self-hosted architecture that gives organizations control over where their data is processed. It runs on-premises by default and can also be deployed in controlled container or cloud-VM environments. This approach is particularly useful for organizations with strict data-sovereignty, privacy, security, or regulatory requirements that prefer not to send sensitive source data to an external SaaS masking service. Consistent Data Masking Across the Enterprise DarkShield shares data classes and masking functions with other IRI data-protection technologies, including IRI FieldShield. This supports consistent policies for protecting sensitive data across structured databases, files, documents, and other repositories. DarkShield can also be used standalone or as part of the broader IRI Voracity data-management platform, providing organizations with options to combine data discovery, integration (including textual ETL), transformation, migration, masking, and test-data generation workflows. Who Uses IRI DarkShield? IRI DarkShield is designed for organizations that need to discover and protect sensitive information across complex, heterogeneous data environments, including: *Data security and privacy teams *Data governance and compliance teams *Database administrators and data engineers *IT and information security teams *DevOps and application-development teams *Healthcare organizations *AI / ML engineers *Financial services organizations *Government agencies *Enterprises managing large document and file repositories Why Choose IRI DarkShield? IRI DarkShield extends data masking beyond conventional database columns to help organizations protect sensitive information wherever it exists. Its combination of PII discovery, data classification, AI/ML-assisted search, unstructured data masking, document redaction, NoSQL masking, database masking, encryption, pseudonymization, automation, API integration, and self-hosted deployment makes it a flexible option for enterprise data privacy and de-identification programs. In short, IRI DarkShield helps organizations answer one of the hardest questions in data security: “Where is our sensitive data?” It then provides the tools to find it, understand it, mask it, and demonstrate that it has been protected.

Average Rating: 5.0/5.0

Total Reviews: 1

Who Is the Company Behind IRI DarkShield?

  • Seller: IRI
  • Year Founded: 1978
  • HQ Location: Melbourne, US
  • LinkedIn® Page: www.linkedin.com
    15 employees on LinkedIn®

Who Uses This Product?

  • Company Size: 100% Large

What Are Recent G2 Reviews of IRI DarkShield?

Basis Theory

Build the payments stack fit for your business. Basis Theory offers a fully programmable vault to create engaging commerce flows, connect with any partner, effortlessly manage compliance, and keep control of payments data. Standing at the intersection of technology and commerce, Basis Theory’s PCI Level 1, SOC2 type 2, and ISO 27001-compliant vault revolutionizes the way fintechs and merchants build their payment infrastructure by providing unparalleled flexibility and customization. This enables businesses to tailor their payment stacks to their unique needs. From emerging fintech startups to established merchants, Basis Theory provides the tools and support necessary for each to craft a payment stack that perfectly aligns with their business model.

Who Is the Company Behind Basis Theory?

  • Seller: Basis Theory
  • Year Founded: 2020
  • HQ Location: Global, US
  • Twitter: @basistheory
    420 Twitter followers
  • LinkedIn® Page: www.linkedin.com
    39 employees on LinkedIn®

CamoText

CamoText is fully offline software for detecting and masking sensitive text or entire directories of files, with an easy human-in-the-loop final review interface.

Who Is the Company Behind CamoText?

DataMasker

Datamasker masks/erase sensitive information from salesforce sandboxes and mitigates data privacy risk with automated & consistent processes. It can mask 99m records in 24 hours. Salesforce sandboxes carry real production data. Often, users have excessive data access in sandboxes that risks Personal Information (PI) exposure & breaches. DataMasker® masks or erases all sensitive information and mitigates data privacy risks with an automated and consistent process.

Who Is the Company Behind DataMasker?

Lauren Worth
LW
Researched and written by Lauren Worth
Updated October 3, 2024