Based mostly on product focus areas and consumer experiences shared in overview platforms, listed below are the highest 10 delicate knowledge discovery software program that helps safety groups find delicate knowledge—resembling personally identifiable data (PII), and fee card {industry} (PCI) knowledge—saved throughout databases, functions, and consumer endpoints.

Knowledge safety posture administration (DSPM)

Cloud safety posture administration (CSPM) and compliance

Cloud content material collaboration

Encryption key administration

Knowledge safety posture administration (DSPM)

Knowledge privateness administration
Knowledge visibility and safety

Knowledge masking
Market presence
Device | Common ranking | # of workers |
---|---|---|
Sentra | 3.8 based mostly on 100 critiques | 458 |
Sprinto | 4.8 based mostly on 1340 critiques | 299 |
Egnyte | 4.4 based mostly on 1,108 critiques | 1,147 |
Druva Knowledge Safety Cloud | 4.6 based mostly on critiques 1,001 | 1,250 |
Thales | 4.3 based mostly on critiques 257 | 664 |
Varonis | 4.5 based mostly on 41 critiques | 2,371 |
OneTrust | 4.1 based mostly on 26 critiques | 2,628 |
ManageEngine DataSecurity Plus | 4.1 based mostly on 7 critiques | 387 |
Imperva | 4.7 based mostly on 7 critiques | 1,716 |
Satori Knowledge Safety Platform | 3.5 based mostly on 5 critiques | 27 |
Options
Device | DLP | DSPM | Knowledge classifiers |
---|---|---|---|
Sentra | ✅ | ✅ | 200+ |
Sprinto | ✅ | ✅ | – |
Egnyte | ✅ | ❌ | 400+ |
Druva Knowledge Safety Cloud | ✅ | ✅ | – |
Thales Knowledge Discovery and Classification | ❌ | ❌ | – |
Varonis | ✅ | ✅ | 400+ |
OneTrust Privateness & Knowledge Governance Cloud | ❌ | ✅ | 200+ |
ManageEngine DataSecurity Plus | ✅ | ❌ | – |
Imperva Knowledge discovery & classification | ✅ | ✅ | 250+ |
Satori Knowledge Safety Platform | ✅ | ✅ | – |
Software program with:
- Data loss prevention (DLP): Monitor detect and block delicate knowledge in movement, at relaxation, and in use. For extra: DLP software.
- DSPM: Present visibility into the place delicate knowledge is and who has entry to it. For extra: DSPM vendors.
- Excessive variety of knowledge classifiers provide a broad scope for categorizing knowledge based mostly on its sensitivity.
All software program help:
- AES-256 encryption is among the most safe encryption strategies. It’s extremely proof against brute-force assaults and meets strict regulatory standards resembling GDPR, HIPAA, and PCI-DSS.
- SOC 1, SOC 2, FedRAMP, and ISO27001 compliance, making certain a complete strategy to regulatory necessities.
Assessment insights come from our expertise with these options in addition to different customers’ experiences shared in Reddit, Gartner , and G2.
Prime 10 delicate knowledge discovery software program reviewed
Automated knowledge classification instruments label data in line with its class, degree of sensitivity, and the probability of knowledge loss. Knowledge categorization informs firms concerning the worth of their knowledge, identifies potential threats to that knowledge, and implements protections to cope with these threats.
To be thought-about as a delicate knowledge discovery software program, an answer must:
- Monitor knowledge repositories in real-time.
- Present contextual search options associated to file sort, sensitivity, consumer sort, location, and different metadata.
- Facilitate compliance with {industry} regulatory requirements (GDPR, CCPA, HIPAA, PCI DSS, ISO).
Sentra

Sentra is a knowledge safety posture administration (DSPM) platform that helps knowledge detection and response (DDR). Sentra’s DDR capabilities provide real-time monitoring and alerting to help safety groups in detecting and responding to potential threats whereas prioritizing points that put delicate knowledge in danger. Sentra:
- Discovers and classifies unstructured knowledge utilizing machine studying.
- Separates worker and buyer knowledge.
- Identifies poisonous mixtures of delicate knowledge.
- Identifies Unusual Private Identifiers to adjust to GDPR, HIPAA, PCI, and NIST. For extra: Data compliance.
- Adheres PII Jurisdiction to differentiate or hint a person’s identification
The platform helps petabyte-scale knowledge operations and provides 20 pre-built or customizable integrations, together with 200+ knowledge classifiers.
Sentra provides broad overage, permitting firms to realize visibility throughout their knowledge shops and restrict shadow knowledge. See Sentra’s protection:
- Azure/Microsoft 365: Azure, Microsoft 365, OneDrive, SharePoint, Workplace On-line, Groups
- AWS: Amazon AWS, S3, DynamoDB, MySQL Memcached, PostgreSQL, ElasticSearch, Open Search, Redis, SQL Server, Oracle EC2
- GCP: Google Cloud Storage, BigQuery, Cloud Bigtable, Cloud SQL, Cloud Spanner, Dataflow, Google Workspace
- Knowledge Warehouse: Snowflake, Databricks, BigQuery, Amazon Redshift, MongoDB Atlas
With petabyte-scalae help and in depth protection, Sentra is a helpful resolution for enterprises that deal with massive quantities of delicate knowledge in IaaS, and DBaaS environments.
Choose Sentra to secure and classify your cloud data.
Professionals
- No handbook connectors
- DLP integrations: Sentra successfully integrates with knowledge loss prevention (DLP) instruments to guard delicate knowledge on their endpoints.
- Customizations: Sentra’s DSPM may be successfully custom-made, for instance, by implementing customized classifiers and insurance policies.
Cons
- Knowledge belongings may be improved: Knowledge belongings are designed to point the place the identical knowledge happens in a number of contexts, nevertheless, customers haven’t discovered it as user-friendly as a number of the different instruments, significantly Sentras knowledge threats and discovery studies.
- Protection may very well be expanded: The platform can broaden past AWS/GCP/Azure and into SaaS functions.
Sprinto

Sprinto is a compliance automation device that permits cloud-based enterprises to categorize knowledge based mostly on their sensitivity, significance, and criticality and create studies for SOC2, ISO 27001, HIPAA, and GDPR compliance. It provides cloud, SaaS, and web-based deployments.
Based mostly on the general affect degree, firms utilizing Sprinto can assign a classification label to their knowledge:
- Excessive: Restricted
- Average: Confidential
- Low: Public
Professionals
- Knowledge discovery for compliance: Customers talked about that Sprinto was efficient for locating and classifying knowledge for ISO 27001, GDPR prep, and SOC 2
- Ease of use: Easy implementation course of for admins and different members.
Cons
- Misalignment with auditor necessities: Sprinto lacks alignment between its pre-built controls and the necessities of auditors, which may create confusion and frustration.
- Guide help limitations: Shoppers battle to navigate the answer throughout the audit course of.
- No penetration testing: A number of customers identified that Sprinto doesn’t embody penetration testing inside its SOC 2 package deal
Egnyte

Egnyte is a cloud-based file-sharing system that permits small and enormous enterprises to speak remotely and supply safe entry to confidential knowledge. Its options embody knowledge authentication, offline entry, file locking, and audit studies.
The answer features a content material intelligence engine that enables customers to categorize knowledge as dangerous, regulated, or proprietary, and scan information for uncommon consumer conduct or ransomware threats.
Egnyte synchronizes file adjustments in actual time and retains the newest variations according to {industry} knowledge laws. It additionally permits customers to avoid wasting cache information to native units.
Professionals
- Collaboration capabilities: Sturdy device for workforce collaboration and file sharing throughout Google Workspace and Microsoft 365.
- Knowledge safety capabilities: The device supplies safety measures (e.g., encryption, role-based entry) and complies with vital laws like GDPR and HIPAA.
Cons
- Cellular app limitations: The cellular model doesn’t provide the identical robustness or options because the desktop model.
- Complexity in integrations: Some customers discover the combination course of (e.g., with Google Workspace or Salesforce).
Druva Knowledge Safety Cloud

Druva Knowledge Safety Cloud supplies predefined knowledge sorts and the flexibility to generate customized delicate knowledge to satisfy your group’s mental property data.
For instance, you may assemble delicate knowledge for Mental Property (IP) data. This will comprise analysis knowledge (resembling personally identifiable or confidential knowledge), patent data, knowledge about third-party brokers and companions, system entry passwords, and many others.
Professionals
- Discovering knowledge: Discovering the info is sensible with date-specific backups and simple to drill down into file bushes.
- Backup performance: Backups and restores of M365, Entra, and Salesforce are dependable, and the platform ensures that knowledge integrity is maintained.
Cons
- Complicated options: Some options (like NAS proxy or Azure proxy) require technical data,
- File restore navigation: The interface for restoring information at a granular degree may very well be improved to make navigation extra intuitive.
Thales

Thales – CipherTrust Knowledge Safety Platform is a set of data-centric safety merchandise and options that mix knowledge discovery and classification, safety (encryption, tokenization, and key administration), and management (entry and coverage administration) in a single platform to be used on-premises or within the cloud.
Thales – CipherTrust Knowledge Discovery and Classification interfaces with knowledge repositories by way of brokers. The brokers may be put in both domestically or remotely within the knowledge shops. The brokers connect with knowledge sources by way of native protocols resembling NFS for Unix Share, SMB for Home windows Share, and HDFS for Hadoop.
Professionals
- Delicate knowledge discovery & classification: The device successfully discovers PII knowledge, serving to customers find knowledge sources, and gaining visibility into knowledge codecs.
- Integrations (JAVA, APK signing): Sturdy integration capabilities for Java and a safe APK signing course of for software safety.
- Safety features: Efficient HSM ({Hardware} Safety Module) and encryption companies for added safety
Cons
- Complexity: The platform feels cumbersome and probably troublesome to function.
- Integration challenges: Integration guides are generally described as poorly written
- Scalability points: There are issues relating to scalability in some environments, significantly about how the platform handles bigger knowledge units.
Varonis

Varonis supplies a hierarchical image of places with probably the most delicate and overexposed information. The device provides classification outcomes from petabytes of unstructured knowledge.
Key options:
- Knowledge classifiers: 400+ classification insurance policies to cowl compliance wants.
- Granular file counts: Report on the variety of delicate information somewhat than the variety of information.
- Secrets and techniques discovery: Uncover incorrectly saved and overexposed secrets and techniques (e.g., API keys, database credentials, encryption certificates, and many others.) in your knowledge repositories, and use the Automation Engine and Knowledge Transport Engine to routinely remediate entry.
Integrations: Salesforce, GitHub, Zoom, Lively Listing, Azure AD, Nasuni, NetApp, IBM QRadar, Panzura, NETGEAR, Splung, CorteXSOAR, CyberArk.
Deployment: Cloud, on-premise Home windows, on-premise Linux, Crimson Hat Enterprise Linux, Oracle Solaris.
Professionals
- Knowledge discovery and monitoring: Varonis supplies actionable insights, notifying customers of points like knowledge coverage violations or unauthorized entry, which permits faster remediation.
- Reporting and logging: The platform supplies detailed logs and complete studies.
- Actual-Time Alerts: Varonis’ alerting instruments are efficient for managing unstructured and structured knowledge.
Cons
- SaaS model reporting: Some customers have famous that the SaaS model has limitations in reporting.
- Useful resource intensive: Working Varonis successfully can require a high-performance infrastructure. Some customers have reported that it calls for a number of high-horsepower digital machines or further servers to make sure quick scanning.
- Complicated preliminary setup: The preliminary setup of Varonis may be difficult.
OneTrust

OneTrust Privateness & Knowledge Governance Cloud permits companies to monitor their knowledge and safety posture, enabling them to realize visibility of their:
- unstructured file shares
- structured databases
- massive knowledge storage
- SaaS functions
- cloud apps
The product additionally provides Optical character recognition (OCR) to scan structured knowledge throughout PDFs and ZIP information.
Professionals
- Complete privateness instruments for compliance: Knowledge mapping, cookie compliance, vendor administration, and privateness assessments successfully assist companies guarantee compliance with laws like GDPR, and CCPA.
- Helpful templates: OneTrust supplies in depth pre-built templates and out-of-the-box studies for documentation like Information of Processing Actions (RoPA) and Knowledge Safety Affect Assessments (DPIAs).
- Automated knowledge mapping: The info mapping device is especially praised for its capacity to automate the method of making and sustaining a knowledge map.
Cons
- Complicated and costly for small companies: The options are seen as resource-intensive and costly.
- Reporting and entry administration: The reporting options are seen as fundamental, they’ve entry administration Limitations.
- Lack of bulk deletion help: Some customers have identified the dearth of bulk deletion templates, which may make it extra cumbersome to delete information or private knowledge in massive portions.
ManageEngine DataSecurity Plus

ManageEngine DataSecurity Plus is a complete knowledge visibility and knowledge discovery device that focuses on file auditing, evaluation, danger evaluation, leak prevention, and cloud safety.
With ManageEngine DataSecurity Plus customers can execute a number of knowledge administration practices:
- Automate knowledge discovery, Use a number of filters, together with violated coverage, danger rating, and frequency of knowledge incidence to find and classify information and folders containing delicate data.
- Personalize classification labels: Create father or mother and sub-classification labels that finest fit your group (e.g., North division of Finance division, and catalog information based mostly on these labels).
- Use handbook knowledge classification: Manually classify information containing beneficial data into predefined labels, i.e., public, personal, confidential, or restricted.`
Professionals
- Complete reporting for compliance: The device is provided with options to assist with compliance reporting for numerous laws resembling SOX, HIPAA, GDPR, PCI, and FISMA.
- Sturdy visibility into knowledge utilization: Gives detailed visibility into file accesses, adjustments, and sharing,
- Knowledge safety: Contains particular protections in opposition to ransomware by figuring out and responding to malicious actions in real-time.
Cons
- Excessive pricing: Reviewers say that the licensing prices are too excessive.
- Lack of automation options: Customers have requested extra automation in duties, particularly when dealing with alerts and danger assessments.
- Restricted help for binary information: The device can solely observe binary file content material for sure sorts of information.
Imperva

Imperva Knowledge Safety Cloth (DSF) examines knowledge retailer contents for tag matches utilizing sample matching and predefined name-based or content-based knowledge discovery and classification.
Its predefined insurance policies allow compliance with guidelines resembling GDPR and CCPA. With Imperva Knowledge Safety Cloth (DSF) you may add customized, customer-specific knowledge classification classes. Imperva DSF makes use of its knowledge classification capabilities in a wide range of workflows:
- Defending delicate data in alerts: For instance, bank card numbers are masked in alert tables to forestall unauthorized administrative customers from seeing the info.
- Stopping knowledge leaks in database responses: Establish delicate knowledge in SQL solutions and both block them or present an alert.
- Auditing the extraction of delicate knowledge.
The device helps generally used file repositories together with:
- Microsoft Sharepoint
- Microsoft file servers
- CIFS community fileshares
- Workplace 365 Onedrive
- AWS S3 buckers
- Azure Blobs
- Google Workspace drives •
- Unix Mail archives
Professionals
- Low false positives: The device ensures that safety groups are alerted to precise threats.
- Database exercise monitoring (DAM): One of the vital praised options is its database exercise monitoring (DAM) capabilities, which permit for complete monitoring of database transactions.
Cons
- Excessive pricing: Imperva Knowledge Safety Cloth is famous as being costly.
- Complexity for freshmen: Some customers report that creating entry guidelines and configuring the system may be difficult for freshmen.
- Lack of pre-defined insurance policies: A standard suggestion is the addition of pre-defined insurance policies.
Satori Knowledge Safety Platform

Satori Knowledge Safety Platform identifies data relying on its sort, degree of sensitivity, and certain impact of knowledge loss. Satori Knowledge Safety Platform can classify your knowledge into three classes:
- Excessive-sensitivity knowledge: Information of economic transactions, mental property, and authentication knowledge, and many others.
- Medium sensitivity knowledge: Emails and papers that don’t embody delicate data, and many others.
- Low sensitivity knowledge: Content material of publicly accessible web sites, and many others.
Satori Knowledge Safety Platform aids an organization in assembly the next industry-specific compliance necessities:
- EU Common Knowledge Safety Regulation
- HIPAA
- PCI DSS
- ISO 27001
- NIST SP 800-53
Professionals
- Sturdy knowledge masking: Out-of-the-box masking and unmasking capabilities assist organizations handle knowledge entry with out requiring further configurations. It’s customizable to suit particular wants.
- Help for GraphQL: GraphQL help is extremely appreciated, offering flexibility and enabling extra dynamic queries.
- Sturdy communication all through setup: Prospects respect the robust communication from the seller all through the setup course of
Cons
- Lack of REST API Help for dynamic masking
- MongoDB dynamic masking: MongoDB dynamic masking is lacking.
- Costly exporting of audit logs: Exporting audit logs may be an costly operation inside Satori, significantly when making an attempt to filter logs on the service degree.
What’s delicate knowledge discovery classification?
Forrester defines knowledge discovery and categorization as “the flexibility to supply visibility into the place delicate knowledge is positioned, determine what delicate knowledge is and why it’s thought-about delicate, and tag or label knowledge based mostly on its degree of sensitivity.
Delicate knowledge discovery and classification is helpful as a result of it signifies what must be protected and make it simpler to implement knowledge safety insurance policies.
This knowledge visibility permits organizations to optimize knowledge use and dealing with insurance policies, and set up safety, privateness, and knowledge governance measures.
The perform of knowledge discovery and classification in safety
The significance of knowledge discovery and classification pertains to safety posture and regulatory compliance.
The brand new safety development often called DSPM seeks to reply a couple of issues relating to your knowledge and its safety, together with the next:
- The place is my delicate knowledge saved?
- What delicate data is in danger?
- What may be finished to restrict or remove that danger?
Your DSPM technique contains delicate knowledge discovery and classification, as proven within the diagram beneath:

Learn extra: DSPM vendors.
Advantages of delicate knowledge discovery software program
Improved compliance
Any well being or monetary knowledge, in addition to private shopper knowledge, that could be coated by such laws, may be promptly segmented and saved in a safe location.
Firms that fail to conform face rising fines. The EU’s GDPR permits the EU’s Knowledge Safety Authorities to impose fines of as much as €20M or 4% of annual international turnover.
The California Lawyer-Common started implementing the California Shopper Privateness Act (CCPA) and is now empowered to hunt a civil penalty in opposition to anybody who fails to adjust to the CCPA.
Decreased the probability of knowledge breaches
Knowledge discovery software program may show you how to defend knowledge and cut back its footprint. Actual-time monitoring lets you higher defend your shopper’s knowledge by incorporating every new dataset and level of seize into your system, classifying it, and routing it to the suitable protected area.
Enhanced risk detection and prevention
- Insider Threats: Delicate knowledge discovery instruments assist detect potential insider threats by monitoring and analyzing the entry to and motion of delicate knowledge inside the group.
- Stopping knowledge leakage: By realizing the place delicate knowledge resides, organizations can stop unauthorized knowledge leakage, whether or not intentional or unintentional, by implementing knowledge loss prevention (DLP) controls.