10 Melhores Ferramentas de Software de Segurança de Dados para 2026

Avaliações do melhor software de segurança de dados

1. 

   1

   Strac

   Best for GenAI and MCP data leakage prevention

   • Free demo available
   • Pricing upon request

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   Strac is a data security platform built around AI-native discovery, classification, and DLP across SaaS, cloud, endpoints, browsers, and generative AI tools, including coverage for the Model Context Protocol (MCP) layer.

   Who Is Strac Best For?

   Strac is a strong fit for security teams at mid-market and enterprise companies rolling out AI tools and needing to control what sensitive data reaches GenAI apps, AI agents, and MCP-connected systems.

   Why I Picked Strac

   Strac earns its spot on my shortlist because no other platform I've evaluated matches its depth of coverage at the GenAI and MCP layers. I'm particularly impressed by how it intercepts MCP tool responses before they reach the AI model, redacting SSNs and credit card numbers in real time while also flagging prompt injection attempts. Its browser DLP scans every prompt and file upload across ChatGPT, Copilot, and Gemini without requiring a proxy or TLS interception, which keeps deployment clean. If your team is rolling out AI agents and losing sleep over what sensitive data they're touching, Strac is the tool I'd reach for first.

   Strac Key Features

   • OCR-powered data detection: Scans images, screenshots, and PDFs to identify sensitive data that text-based scanning would miss.
   • Strac Comply module: Maps live evidence to multiple compliance frameworks simultaneously, covering SOC 2, HIPAA, PCI DSS, and ISO 27001 from a single evidence stream.
   • Shadow AI discovery: Automatically identifies unsanctioned AI tools employees are using to access or process sensitive data across your environment.
   • SIEM streaming: Sends real-time policy violation alerts directly to Splunk, Microsoft Sentinel, and Datadog for integration with existing security operations workflows.

   Strac Integrations

   Strac offers 50+ integrations, including Slack, Gmail, Microsoft 365, Google Drive, SharePoint, Salesforce, Jira, Confluence, GitHub, and Snowflake. It also connects to AWS, Azure, GCP, SQL and Oracle databases, endpoints, browsers, and GenAI tools through OAuth-based APIs.

   Pros and Cons

   Pros:

   • Fast deployment with agentless architecture
   • AI-native discovery with OCR for images
   • GenAI and MCP data leakage controls

   Cons:

   • No insider risk analytics module
   • Customer-managed encryption keys not documented
   Learn more about Strac:

   • Check out Strac on their website
2. 

   2

   Ketch

   Best for data security compliance

   • Free demo available
   • Pricing upon request

   Visit Website

   Customer Rating:4.5/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   Ketch is a data privacy management platform designed to help businesses automate privacy compliance and data governance. By leveraging Ketch, your team can responsibly collect and utilize customer data, ensuring adherence to global privacy regulations. 

   Why I Picked Ketch:

   Ketch is unique in that it focuses on data security compliance instead of threat detection. For example, it offers consent management and data subject request automation. These features are crucial for ensuring your organization complies with regulations like GDPR and CCPA for the secure handling of information. Ketch also has data mapping tools that provide instant insights into personal data flowing across your entire business, helping you find and assess data risks with the power of AI.

   Standout Features & Integrations:

   Additionally, Ketch covers the complete lifecycle of data subject requests, from consumer intake to fulfillment in your data systems. This includes customizable intake forms and a drag-and-drop workflow builder, allowing your team to efficiently manage and respond to data access or deletion requests. Some integrations include Adobe Experience Platform, AdRoll, Google Analytics, HubSpot, Salesforce, Shopify, Snowflake, Facebook Ads, Google Ads, LinkedIn, Mailchimp, and Oracle.

   Pros and Cons

   Pros:

   • Provides clear data mapping for better visibility
   • Customizable workflows allow adaptation to specific business needs
   • Automates data subject request handling

   Cons:

   • Doesn't offer data threat prevention and protection
   • Potential learning curve during setup
   Learn more about Ketch:

   • Check out Ketch on their website
3. 

   3

   ESET

   Best for multi-layered malware protection

   • 30-day free trial
   • From $49.99/device/year

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   Customer Rating:4.6/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   ESET offers robust cybersecurity solutions that deliver multi-layered protection against various malware threats. As online threats become more advanced, businesses must have a defense mechanism like ESET that prioritizes comprehensive malware protection.

   Why I Picked ESET:

   While exploring cybersecurity tools, ESET consistently made its presence felt. After determining its capabilities and comparing it with other contenders, I formed an opinion: ESET truly differentiates itself through its multi-layered approach. Given its dedication to addressing malware threats from multiple angles, it's best for multi-layered malware protection.

   Standout Features & Integrations:

   ESET has advanced features like network security that monitors inbound and outbound traffic, ensuring any malicious activity is thwarted. The password manager is also a boon for users, centralizing and securing password-related operations. As for integrations, ESET can be integrated into various operating systems and platforms, ensuring wide-ranging device protection.

   Pros and Cons

   Pros:

   • Flexible integration options ensure protection across diverse platforms
   • Integrated password manager promotes secure password practices
   • Advanced network security capabilities protect against both known and emerging threats

   Cons:

   • Though comprehensive, it might be feature-rich for smaller teams with basic needs
   • Frequent updates may disrupt workflows for some users
   • Interface might be intimidating for non-tech savvy users
   Learn more about ESET:

   • Check out ESET on their website
   • Read my in-depth review of ESET
4. 

   4

   HashiCorp Vault

   Best for secrets management and data protection

   • Pricing upon request

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   Customer Rating:4.3/5This rating combines scores from multiple user review sites to reflect overall customer sentiment about the product.

   

   HashiCorp Vault is an advanced solution that manages secrets and protects sensitive data. Recognizing the increasing threats in today's digital environment, Vault's unique approach to secrets management makes it pivotal for businesses aiming for top-tier data protection.

   Why I Picked HashiCorp Vault:

   In the landscape of cybersecurity tools, Vault emerged as a clear standout when I was selecting the best. It wasn't just a snap judgment; rather, after comparing various options, assessing user testimonials, and relying on my experience, I chose Vault. It's unique, not just in its capability but also in its design. Vault is undeniably the best choice for businesses that prioritize secrets management and seek formidable data protection, Vault is undeniably the best choice.

   Standout Features & Integrations:

   HashiCorp Vault excels in dynamic secrets management, allowing temporary access, and reducing the risks associated with static passwords. It also integrates with numerous firewall systems, enhancing the protection against potential cyberattacks. Regarding integrations, Vault integrates well with various cloud-based providers, ensuring that secrets are consistently managed regardless of where your infrastructure resides.

   Pros and Cons

   Pros:

   • Enhanced protection against cyberattacks
   • Strong integrations with major cloud providers
   • Dynamic secrets management reduces risks

   Cons:

   • Documentation may be challenging for some to navigate
   • Requires consistent monitoring and management
   • Setup can be complex for beginners
   Learn more about HashiCorp Vault:

   • Check out HashiCorp Vault on their website
5. 

   5

   Oracle Data Safe

   Best for Oracle database risk assessment

   • Pricing upon request

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   Oracle Data Safe is a robust solution dedicated to the risk assessment of Oracle databases. With an all-in-one approach, it provides end-to-end security features, compliance reporting, and disaster recovery capabilities, making it essential for any business relying on Oracle's database ecosystem.

   Why I Picked Oracle Data Safe:

   In my quest for the most adept Oracle-specific database risk assessment tool, Oracle Data Safe surfaced as a top contender. I judged its capabilities against others and found its all-in-one, end-to-end approach distinctive. Given its specialized focus on Oracle databases and its vast features, it's no surprise that I see it as the best for Oracle database risk assessment.

   Standout Features & Integrations:

   Oracle Data Safe boasts a comprehensive suite of security and risk management tools. Its compliance reporting tools are particularly noteworthy, simplifying the often complex task of maintaining database compliance. Furthermore, its integrations within the Oracle ecosystem, including Oracle Cloud Infrastructure and Oracle Autonomous Database, ensure a smooth and connected operational environment.

   Pros and Cons

   Pros:

   • Tightly integrated with other Oracle services for a unified experience
   • Strong emphasis on compliance reporting, ensuring adherence to regulations
   • All-in-one platform that provides end to end risk assessment solutions

   Cons:

   • As a specialized tool, it might be seen as an added expense on top of other Oracle services
   • The depth of its features may present a machine learning curve for some users
   • Might be too Oracle-specific for businesses using a mix of database providers
   Learn more about Oracle Data Safe:

   • Check out Oracle Data Safe on their website
6. 

   6

   Oracle Data Masking and Subsetting

   Best for data redaction and cloning

   • Pricing upon request

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   Oracle Data Masking and Subsetting specializes in safeguarding sensitive data by utilizing data redaction and cloning techniques. This ensures that real data is shielded even in test environments, positioning it as an instrumental solution for organizations prioritizing data protection and efficient data management.

   Why I Picked Oracle Data Masking and Subsetting:

   In selecting tools for a definitive list, I meticulously compared various contenders. I chose Oracle Data Masking and Subsetting for its consistent reputation and robust capabilities in data redaction. Its proficiency in redaction and cloning makes it an obvious choice for organizations looking for these specific functionalities.

   Standout Features & Integrations:

   The strength of Oracle Data Masking and Subsetting lies in its comprehensive features for data protection. It offers ransomware protection that safeguards your data from potential threats and a permissions system that provides granular control over data access. Furthermore, it's designed with integrations that cater to a variety of mobile devices, expanding its utility and adaptability.

   Pros and Cons

   Pros:

   • Compatibility with a range of mobile devices broadens its applicability
   • Granular permissions system allows controlled data access
   • Advanced ransomware protection ensures data remains uncompromised

   Cons:

   • Some organizations might find its features excessive for simple tasks
   • Integration with existing infrastructure might require expert assistance
   • Potential complexity for new users due to its extensive feature set
   Learn more about Oracle Data Masking and Subsetting:

   • Check out Oracle Data Masking and Subsetting on their website
7. 

   7

   SAP SQL Anywhere

   Best for robust embedded database management

   • Pricing upon request

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   Databases are essential in today's complex technology environments, especially regarding strong embedded database management. This makes them an invaluable choice.

   Why I Picked SAP SQL Anywhere:

   Based on my research and analysis, SAP SQL Anywhere is the best solution for data management. It excels in embedded database management and has a reliable and efficient infrastructure. It's an ideal choice for businesses needing dependable data management.

   Standout Features & Integrations:

   SAP SQL Anywhere is designed to keep your data synchronized and consistent across different applications and platforms. It has advanced security features to protect your databases and an automation function that simplifies database tasks while maintaining high performance. SAP SQL Anywhere also integrates seamlessly with other SAP solutions, which makes it an essential component of a complete enterprise technology stack.

   Pros and Cons

   Pros:

   • Efficient automation of database tasks
   • Advanced authentication measures
   • Strong synchronization with multiple apps

   Cons:

   • The complexity might be overkill for smaller projects
   • Limited native integrations outside the SAP ecosystem
   • Might have a steeper learning curve for new users
   Learn more about SAP SQL Anywhere:

   • Check out SAP SQL Anywhere on their website
8. 

   8

   IBM Security Guardium Vulnerability Assessment

   Best for pinpointing data vulnerabilities

   • Pricing upon request

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   IBM Security Guardium Vulnerability Assessment offers a meticulous examination of your data environment to identify, classify, and prioritize vulnerabilities. With data breaches becoming more sophisticated, this tool's expertise in pinpointing exposures is pivotal for proactive protection.

   Why I Picked IBM Security Guardium Vulnerability Assessment:

   The journey of selecting the ideal vulnerability assessment tool was not trivial. Among numerous contenders, IBM Security Guardium set itself apart. I chose it for its reputable track record and IBM's history of consistent innovation. This tool is the best choice when it comes to precision in identifying vulnerabilities, especially in large-scale on-premises environments vulnerabilities, especially in large-scale on-premises environments, this tool stands as the best choice.

   Standout Features & Integrations:

   IBM's solution boasts advanced anti-malware integration, ensuring the detection and prevention of malicious intrusions. With support for multiple operating systems, it offers versatility in scanning different IT environments. Furthermore, its integrations extend to various data sources, from traditional databases to big data environments, covering a broad spectrum of potential vulnerabilities.

   Pros and Cons

   Pros:

   • Advanced anti-malware capabilities
   • Comprehensive support for multiple operating systems
   • Precision in vulnerability detection

   Cons:

   • Initial configuration can be intensive
   • Requires regular updates to stay current with threats
   • Might be overwhelming for small businesses
   Learn more about IBM Security Guardium Vulnerability Assessment:

   • Check out IBM Security Guardium Vulnerability Assessment on their website
9. 

   9

   Acra

   Best for cryptographic protection of database records

   • Pricing upon request

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   Acra offers specialized tools that prioritize the cryptographic protection of database records, ensuring that sensitive data remains confidential and unaltered. Recognizing the increasing threats to data integrity and the value of cryptographic safeguards, Acra emerges as a pertinent solution for organizations keen on enhanced data encryption.

   Why I Picked Acra:

   Choosing the right tools for a list requires an in-depth examination of the landscape. After deliberating, I decided Acra for its unique approach to data encryption. Its unwavering focus on cryptographic protection differentiates it from many other tools. This specific dedication convinced me that it is best suited for protecting database records.

   Standout Features & Integrations:

   Acra has a range of features aimed at robust data encryption and data loss prevention. Its data privacy measures are thorough, ensuring organizations can trust their records’ sanctity. Acra's integrations with popular databases also underline its versatility and applicability in various database environments.

   Pros and Cons

   Pros:

   • Wide-ranging integrations with popular databases
   • Effective data loss prevention (DLP) capabilities
   • In-depth cryptographic measures for database records

   Cons:

   • Might not be suitable for small-scale projects with minimal encryption needs
   • Integration might be complex depending on the existing infrastructure
   • Might require a learning curve for those unfamiliar with cryptographic tools
   Learn more about Acra:

   • Check out Acra on their website
10. 

    10

    BigID

    Best for personal data discovery and privacy

    • Free demo available
    • Pricing upon request

    Visit Website

    

    BigID specializes in helping organizations find and protect their most sensitive personal data across their entire data ecosystem. Its focus on personal data discovery and the increasing demand for privacy in today's GDPR-driven world make it an essential tool for businesses concerned about information security.

    Why I Picked BigID:

    During my exploration of data protection tools, BigID consistently stood out. I judged it against many tools and determined that its approach to personal data discovery was unparalleled. My opinion, formed through comparing its capabilities, is that it's unequivocally best for personal data discovery and privacy.

    Standout Features & Integrations:

    BigID's prowess lies in its advanced data discovery capabilities, which go beyond typical endpoint protection to offer a granular view of personal data. It also incorporates proactive measures to ensure information security and GDPR compliance. Integration-wise, BigID seamlessly connects with various data sources and platforms, ensuring comprehensive data oversight.

    Pros and Cons

    Pros:

    • Wide-ranging integrations ensure extensive data ecosystem coverage
    • Proactively addresses information security and GDPR concerns
    • Advanced data discovery capabilities cater to a detailed view of personal data

    Cons:

    • While comprehensive, its features may be overwhelming for small businesses
    • Depending on the scale, the implementation process might be time-consuming
    • Might have a learning curve for users new to data protection tools
    Learn more about BigID:

    • Check out BigID on their website