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lightbeam.ai
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lightbeam.ai
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Title
DSPM Security, Privacy, & Data Access Governance | Lightbeam
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Protect the Human Behind the Data
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LightBeam unifies DSPM, data discovery, classification, governance, and privacy automation to protect sensitive data and reduce risk at scale.
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Today’s data environment is stacked against you
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An identity-centric approach to data security
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Use Cases That Turn Chaos Into Accountability
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Compliance Accelerated
Full Extracted Text Corpus 423,519 chars · 60,953 words · 69 pages · Law I
Everything lightbeam.ai said about itself — extracted verbatim from 69 pages, 60,953 words total. No editorial layer. No inference. Law III — the text is the measurement. Meaning is the reader's. Minted: 2026-05-12T18:53:07Z
◈ Homepage — https://www.lightbeam.ai/SOLUTIONS PLATFORM WHY LIGHTBEAM RESOURCES COMPANY GET A DEMO Protect the Human Behind the Data Simplify data security, enforce governance, and protect privacy at scale GET A DEMO FIND YOUR USE CASE THE RISKS ARE BIGGER THAN YOU THINK Today’s data environment is stacked against you WHAT WE DO An identity-centric approach to data security We connect data to the people it represents, securing sensitive data, protecting privacy, and reducing risk in real time. . DISCOVERY Scan for Sensitive Data Lightbeam scans structured, unstructured, and semi-structured sources to uncover hidden sensitive data across your cloud, SaaS, and on-prem environments. CLASSIFICATION AI-Powered Data Identity Graph Using its Data Identity Graph, Lightbeam classifies sensitive data, maps it to people, applies labels, and scores risk for focused remediation. REMEDIATION Automated Risk Reduction at Scale Lightbeam applies AI-driven remediation across data security use cases like DLP, DSPM, and breach protection, reducing risk at scale. EXPLORE HOW IT WORKS THE SOLUTIONS WE DELIVER Use Cases That Turn Chaos Into Accountability From data discovery to remediation, we give you clarity and control across your security, privacy, and governance workflows, powered by AI. SOLUTIONS OVERVIEW REGULATIONS WE HELP YOU MEET Compliance Accelerated Proving compliance shouldn’t slow you down. We enforce regulations with automated data security controls, streamlined privacy workflows, and enforcement of compliance requirements. . CUSTOMERS Why Leaders Choose Lightbeam   RESOURCES Key Resources & Upcoming Events VIEW ALL RESOURCES . BLOG Why Your Risk Score Should Be Your First Security Metric Security teams are burning out. Not because they lack skill, strategy, or commitment, but because they're stuck fighting a rigged game. LEARN MORE . REPORT Unlocking the Power of AI AI fuels growth, but 72% cite data exposure as the top risk, demanding better security, governance, and privacy controls. READ REPORT G2 CROWD Read what others are saying "Lightbeam is an excellent data privacy automation platform I've used for a few months. What I like best is its ability to help me automate privacy compliance and security tasks, and provide a 360-degree view of sensitive data sprawl. The platform's user interface is also easy to use and navigate, even for someone who's not very tech-savvy like myself." Sudesh R. Competitive Programming Lead READ REVIEWS . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners YOUR PRIVACY Privacy Policy Trust Center ©2026 Lightbeam.ai All rights reserved Terms of Service ◈ Interior Pages — 69 pages crawledDSPM, Privacy & Governance Solutions Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Unify Data Security, Privacy and Governance Discover, govern, and protect sensitive data at speed and scale. Get a Demo Read Customer Case Studies Why Lightbeam Stands Apart in Data Security Lightbeam unites data security, access governance, and privacy in one identity-centric platform. We automate discovery, risk remediation, and compliance to deliver faster results with unmatched accuracy. Identity-Centric Discovery Map every data point to the person it belongs to for precision in protection. Automated Risk Remediation Detect and fix overexposed or risky data access before threats escalate. Compliance at Any Scale Automate audits, DSRs, and reporting for multiple regulations worldwide. 96% Discovery accuracy using contextual AI to find sensitive data without false positives. 80% Faster risk remediation across all systems and data types. 40% Cost reduction by consolidating multiple tools into one platform. Use Cases That Turn Data Chaos Into Accountability From data discovery to remediation, we give you clarity and control across your security, privacy, and governance workflows, powered by AI. . Data Security Posture Management Discover and classify structured and unstructured data, surface risk and reduce exposure at scale. Learn More . Data Access Governance Enforce least privilege by ensuring only the right people access the right data, with full context. Learn More . Privacy Operations Map personal data to people so you can automate DSRs, consent, and other privacy workflows with precision. Learn More . Data Classification Use AI to classify data by identifying the person it belongs to, content type, and business context. Learn More . Breach & Ransomware Prevent breaches & ransomware by spotting abnormal behavior, mapping data exposure, and enforcing least privilege. Learn More . Data Retention Automate retention policy enforcement to reduce legal liability, breach risk, and storage costs. Learn More . Insider Threats Boost DLP accuracy by applying native labels through precise data discovery and classification. Learn More . AI Security Lock down sensitive data before Copilot and AI tools can expose it to the wrong eyes. Learn More Data security built for Your Business Many industries, one platform. Discover sensitive data, link it to the people it represents, govern access in real time, and generate audit-ready proof without extra tools or headcount. . Financial Services Map PII to identities, automate PCI and GLBA evidence, and rein in access enterprise-wide. Learn more . Retail & Hospitality Find payment data and loyalty PII, fix risky access, and automate PCI and privacy operations fast. Learn more . Technology Unify DSPM, privacy, and governance, surface shadow data, and ship without losing control of data. Learn more . Healthcare Map PHI to identities, automate HIPAA workflows, and cut breach response time to prevent and mitigate breaches and ransomware. Learn more . Education Discover student PII and research data, meet FERPA regulations, and lock down LMS and cloud data. Learn more Simplify and Automate Your Regulatory Compliance Program GDPR, CCPA, PCI DSS, Quebec Law 25, HIPAA, and more. The Lightbeam platform finds data, maps it to identities, and automates RoPA, DSR, consent, and audit-ready reporting. Prove compliance, fast. . . GDPR Simplify GDPR: discover whose data you hold, automate RoPA and DSRs, prove compliance. Learn more . CCPA Automate discovery, DSR, retention, and audit reporting to sustain CCPA compliance. Learn more . PCI-DSS Speed PCI-DSS compliance via identity-centric discovery, least-privilege control, and automated evidence collection. Learn more . Québec Law 25 Automate Québec Law 25 compliance with identity-centric discovery, PIAs, DSRs, and governance. Learn more . HIPAA Discover PHI, slash risky access, and automate HIPAA reporting with identity-centric DSPM. Learn more Others Stop at Files. We Find and Eliminate Risk “We chose Lightbeam because it offered us granular control and unique insights into our sensitive data, including the ability to figure out the identities associated with sensitive data, something no other solution matched. Lightbeam ' s responsiveness and innovation were the primary reasons we selected Lightbeam over Varonis. ” David Hanna Director of Security, Veridian Read the Case Study RESOURCES Browse Key Resources . Case Study Veridian Credit Union Selects Lightbeam over Varonis to Protect Member Data and Streamline PCI Compliance Learn More . Blog Top 10 DSPM (Data Security Posture Management) Best Practices for 2025 Learn More . Blog What is Data Security Posture Management (DSPM), and what can it do for you? Learn More Ready to see what matters? Book time to see the Lightbeam platform and leave with clear next steps. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Privacy Policy - www.lightbeam.ai Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Privacy Policy Introduction We take your privacy seriously and are committed to safeguarding your personal information. At Lightbeam (“Company”, “we” or “us” or “Lightbeam”) we value you as our customer, respect your privacy and are committed to protecting it through our compliance with this policy. This policy describes the sources of your personal information that we may collect from you or that you may provide to us, our purposes for collecting and processing your information, and our practices for collecting, using, maintaining, retaining, protecting and disclosing that information. Please read this policy carefully to understand our policies and practices regarding your information and how we will treat it. If you do not agree with our policies and practices, your choice is not to use our platforms. By accessing or using our platforms, you agree to this privacy policy. We may update this policy from time to time and, if we make any material changes, we will notify you when we do so. What data do we collect? The personal information we collect through our platforms may include: Information that you provide by filling in forms. This may include information provided at the time of registering to use our Website (www.lightbeam.ai), subscribing to our services, registering for newsletters, reporting a problem with our Website or services, such as your name, email, company name, address, phone number, etc. Records and copies of your correspondence (including e-mail addresses) when you contact us, your messages and comments you make on our forums. Technical information and analytics, such as browser types, usage details, and time of requests, operating system, IP addresses, information from Google Analytics and similar tools and information collected through cookies, and other tracking technologies. Aggregated statistical data. How do we collect your data? We may collect your personal information through a variety of methods including; Registering online for a demo or to get information about our products. Voluntarily completing a customer survey or providing feedback on any of our message boards or via emails. Collecting browser cookies when you view our website. We work closely with third parties and receive information about you from them as well. This may include third-party services such as Google Analytics, online payment processing services, and other trusted third parties. How will we use your personal data? Any of the information we collect from you may be used for one or more of the following purposes: to provide you with authorization to login and use your user account; to verify your identity and age; to maintain correct and up-to-date information about you; to identify you as a contracting party; to improve our website; to enable automated handling of the subscriptions; to otherwise be able to provide the services to you according to this policy. Legal basis for processing From the consent you provide through the use of our website.collected) Disclosure and sharing of personal data We may share personal data with: Service providers & subprocessors who help us provide the service (e.g. cloud hosts, data storage, analytics, customer support) Affiliates or corporate groups in connection with centralized operations Professional advisors (e.g. legal, audit) Prospective acquirers or investors in transactions (merger, acquisition, financing) Law enforcement, regulators, or courts where required by law or to protect rights Third parties as directed by you (e.g. integrations, third-party connectors) When we share data with third parties, we require appropriate contractual safeguards (e.g., data processing agreements) and limit their use to the purposes we authorize. International transfers Because Lightbeam may operate globally, data may be transferred across borders . Where required by applicable law, we use safeguards such as: Data Protection Addendums with specific data transfer clauses Adequacy decisions Encryption and other security controls We take steps to ensure that such transfers comply with applicable data protection law. Storage and retention Our company securely stores your data within our repositories situated globally. We retain your records in accordance with best practice guidance and we only process your personal data as long as it is necessary for the purpose it was collected for. After its purpose has been fulfilled, all information is anonymized or erased by us. Where your personal data is processed by us on the basis of your consent we will delete or anonymize your data if you withdraw your consent. Marketing Our company would like to send you information about our products and services that we think you might like. If you have agreed to receive marketing, you may always opt out at a later date. You have the right at any time to stop our company from contacting you for marketing purposes. If you no longer wish to be contacted for marketing purposes, you can click on the unsubscribe link any time. Data Subject Rights Our company would like to make sure you are fully aware of all of your data protection rights. Whenever we process your personal data, you have the right to withdraw your consent at any time by contacting us at: [email protected] Every user is entitled to the following rights: The right to access- understand and request a copy of the information we hold about you. The right to rectification-ask us to correct any incorrect information about you; The right to erasure- you have the right to request that our company erase your personal data under certain circumstances. The right to restrict processing-ask us to restrict the processing of your personal data where you believe such data to be inaccurate; our processing is unlawful; or we no longer need to process such data for a particular purpose The right to object to processing-object to the processing of your personal data where we will abide by your request unless we have compelling legitimate grounds for the processing which override your interests and rights, or if we need to continue to process the data for the establishment, exercise or defence of a legal claim. The right to data portability- request that your personal data be moved to another controller of personal data by receiving your personal data, to the extent it has been provided by you, in an electronic format which is generally used in order to be able to transfer it to another party. The ri Contact - www.lightbeam.ai Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Contact Us We’d love to hear from you! Have a question about data security, privacy, or governance? Our team can help with demos, partnerships, and customer support. . General inquiries For questions about technology, channel partnerships, or PR. [email protected] . Headquarters Office Location 4950 Hamiltion Avenue Suite 201 San Jose 95130 . Phone Mon - Fri | 8am to 5pm PST +14086671431 . Customers that trust Lightbeam “Lightbeam now covers 90% of processes we ran across four tools, letting us cut spend and focus the team on mission-critical work.” Kiran Sharma Director of Security, Snap Finance Read the Case Study “Lightbeam gives us peace of mind by doing the heavy lifting behind the scenes and strengthening client trust.” David Eddings President, InfoObjects Read the Case Study A day in the life at Lightbeam See it in action Discover how identity-first security brings clarity, control, and confidence. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Lightbeam Platform | Data Security, Privacy, and Governance Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Lightbeam: Secure Data. Protect People. Unify Data Security, Privacy, and Governance in a single identity-centric platform Get a Demo Find Your Use Case Overview Capabilities Technologies Integrations Resources Overview Overview Capabilities Technologies Integrations Resources Where Data Security Meets Human Context Lightbeam links every piece of sensitive data to the person it belongs to, enabling precise discovery, governance, and remediation while automating compliance across your entire data estate. Identity-Centric Data Protection Map every data point to its owner for precise classification, risk detection, and remediation. Automated Risk Remediation Detect and fix overexposed data or risky access instantly to reduce breach risk. Compliance Without the Burden Automate reporting, DSRs, and retention to meet global regulations at scale. 90% Reduction in manual data security and privacy operations 75% Faster remediation of risky data access 80% Less time needed to prepare audit reports capabilities Many Problems Solved. One Powerful Platform Lightbeam integrates eight powerful capabilities to protect sensitive data, reduce risk, and automate compliance at scale. Explore the Data Identity Graph . Data Security Posture Management (DSPM) Continuously monitor and improve your security posture to prevent breaches before they happen. Learn More . Data Classification Classify data by identity, content, and context with AI for unmatched accuracy and precision. Learn More . Risk Scoring Prioritize threats with context-aware scoring so teams fix the riskiest issues first. Learn More . Automated Remediation Resolve security and privacy risks instantly with policy-driven automation. Learn More . Privacy at Scale Meet global privacy obligations with workflows that slash manual effort by up to 90%. Learn More . Access Governance See and control who can access sensitive data, enforcing least privilege automatically. Learn More . Ransomware Protection Detect and contain ransomware threats early to protect critical data and operations. Learn More . User Entity Behavior Analytics (UEBA) Spot insider threats and suspicious activity by understanding normal user and entity behavior patterns. Learn More OUR TECHNOLOGY Lightbeam Data Identity Graph: The Power of Human Context Connect Data and People Map every file or record to the person or entity it describes for unmatched accuracy. Intelligent Access Governance Track and analyze access paths for all human and service accounts in real time. Contextual Risk Analysis Combine data, identity, and access history to detect and fix high-risk exposures. Read about Data Identity Graph Connect to Any Data Source Lightbeam supports API-based integrations with hundreds of structured, unstructured, and semi-structured data sources, ensuring complete coverage across your data estate. View All Integrations "They have been very helpful with getting everything set up and have gone above and beyond to meet the needs of our organization and security posture. They continue to make changes and improvements based on feedback." Manager, Legal and Compliance Education Gartner Peer Insights Customers That Trust Lightbeam View All Customers "We chose Lightbeam for its granular control and unique insights into sensitive data, including identifying linked identities—something no other solution matched. Its responsiveness and innovation set it apart from Varonis." David Hanna, IT Security Specialist, Veridian Credit Union Read Case Study RESOURCES Browse Key Resources . Case Study A California Bank Replaces Legacy Tech with Lightbeam’s AI-Driven Data Classification Learn More . Blog The Ultimate Guide to Data Governance in 2025: Frameworks, Tools, and Real ROI Learn More . Blog The State of Consumer Data Privacy Laws in the US (And why it matters) Learn More Get a Free Risk Assessment to Secure Your Environment See how quickly you can cut data risk. Let Lightbeam scan, pinpoint issues, and give you an action plan to secure sensitive data. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Data Identity Graph | Map Sensitive Data to People | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Lightbeam Data Identity Graph Map data to people, access, and risk for precise, automated protection. Get a Demo Overview Technology Advantages Use Case Overview Overview Technology Advantages Use Case What is the Data Identity Graph? The Lightbeam Data Identity Graph links sensitive data attributes, the identities they describe, and the users who access it, delivering context for precise security, governance, and compliance. Explore the Platform Map Data to Real Identities Connect every file or record to the customer, employee, or partner it contains for precise classification and protection. Visualize and Manage Access Paths See who can access sensitive data, how they got access, and track usage history to detect risks. Pinpoint and Remediate Threats Identify high-risk situations based on data sensitivity, user access, and relationships, then remediate automatically. Technology AI-Powered Intelligence for Precise, Context-Aware Data Security Advanced AI, ML, and entity resolution create an unparalleled, identity-aware view of sensitive data and access. At the core of Lightbeam’s Data Identity Graph is a sophisticated AI/ML pipeline that extracts, classifies, and links sensitive data to the identities it describes and the people or systems that can access it. Using advanced entity resolution, the platform merges fragmented data into accurate identity profiles, even across structured, unstructured, and semi-structured sources. The result: precise, context-rich risk detection and remediation. Entity Resolution That Understands Data Relationships at Scale The Lightbeam entity resolution engine applies sensitivity, cardinality, and context rules to connect attributes, like SSNs, emails, and addresses, to the right individuals, organizations, or devices. By mapping these relationships globally and locally, the platform detects hidden risks, removes false positives, and enables policy enforcement that is both highly accurate and fully automated across your environment. Advantages Advanced AI and Entity Resolution Power Identity-Centric Security Entity Resolution Engine Connects fragmented attributes like SSNs, emails, and addresses to the correct individuals or organizations, enabling accurate identity mapping across all data sources. NLP for Sensitive Data Uses advanced natural language processing to detect and classify sensitive data, even in unstructured documents, chat logs, or AI-generated content. LLM-Powered Context Leverages large language models to understand business context, reducing false positives and prioritizing risks based on data relevance. RAG for Policy Precision Retrieval-augmented generation delivers precise, policy-aligned responses for data discovery, access governance, and compliance workflows. Real-Time Risk Scoring Continuously evaluates data sensitivity, identity relationships, and access patterns to assign dynamic risk scores and trigger automated remediation. How Customers Use the Data Identity Graph . Data Security Posture Management Leverage the Data Identity Graph, AI, and entity resolution to find sensitive data, map it to identities, score risk, and automate remediation for a stronger security posture. Explore DSPM Data Access Governance Use the Data Identity Graph, NLP, and real-time risk scoring to see and control who can access sensitive data, enforce least privilege, and auto-revoke risky access. Explore DAG How Customers Use the Data Identity Graph "We chose Lightbeam for granular control and unique insights into sensitive data, including identifying linked identities—something no other solution matched." David Hanna, IT Security Specialist, Veridian Credit Union. Read Case Study "Lightbeam can cover 90% of processes we were doing with four different tools, meaning we can cut back on the tools and resources needed to perform and scale." Kiran Sharma, Director Cybersecurity and Privacy, Snap Finance Read Case Study "The alternative to not having a solution like Lightbeam would have been to hire 10 people to perform all of the functions it provides manually." Martin Parent, Vice President of Operations, AGA Read Case Study Everything You Need to Know About the Data Identity Graph Technology FAQs How is Lightbeam’s discovery different from regex-based tools? Regex-based discovery relies on static patterns and keywords, often producing false positives and missing sensitive data in complex contexts. The Data Identity Graph uses AI, NLP, and entity resolution to link data to real-world identities, understand its business context, and accurately classify it across structured, unstructured, and semi-structured sources. Explore Platform Can the Data Identity Graph handle unstructured data? Yes. The Data Identity Graph is designed to process structured, semi-structured, and unstructured data. Using NLP and AI, it can identify sensitive information inside documents, images, chat logs, and other formats, then map it to the individuals or entities it describes for precise risk detection and governance. Explore Integrations How does the Data Identity Graph improve risk remediation? By combining data sensitivity, identity mapping, and access history, the Data Identity Graph pinpoints the highest-risk exposures. This context allows Lightbeam to apply policy-driven automation to remediate risks instantly, revoking access, redacting sensitive content, or enforcing retention rules with confidence and speed. Explore Risk Scoring RESOURCES . Blog June 02, 2025 How to Comply with GDPR Articles 5 & 30 Using Identity-Centric DSPM (Data Security Posture Management) Learn More . Blog A Risk Based Approach to Consumer Health Data Learn More Browse Key Resources Sign up for a live demo to see how the Data Identity Graph can improve your data security. . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service DSPM Security, Privacy, & Data Access Governance | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Protect the Human Behind the Data Simplify data security, enforce governance, and protect privacy at scale Get a Demo Find Your Use Case The Risks Are Bigger Than You Think Today’s data environment is stacked against you Sensitive data is everywhere Data sprawl makes it harder to find and secure what matters, especially sensitive data. Shadow data escapes detection Unknown, untracked data create blind spots that legacy tools simply can’t account for. Regulations outpace control Regulations evolve quickly, outpacing static tools and creating unseen compliance gaps. WHAT WE DO An identity-centric approach to data security We connect data to the people it represents, securing sensitive data, protecting privacy, and reducing risk in real time. Your data isn’t just files. It’s people, context, risk. Our platform maps structured and unstructured data to business context and human identity, then automates protection, governance, and privacy. . Discover and map sensitive data to identities . Enforce access and governance with precision . Automate privacy workflows and compliance . DISCOVERY Scan for Sensitive Data Lightbeam scans structured, unstructured, and semi-structured sources to uncover hidden sensitive data across your cloud, SaaS, and on-prem environments. CLASSIFICATION AI-Powered Data Identity Graph Using its Data Identity Graph, Lightbeam classifies sensitive data, maps it to people, applies labels, and scores risk for focused remediation. REMEDIATION Automated Risk Reduction at Scale Lightbeam applies AI-driven remediation across data security use cases like DLP, DSPM, and breach protection, reducing risk at scale. Explore How it Works DISCOVERY Scan for Sensitive Data Lightbeam scans structured, unstructured, and semi-structured sources to uncover hidden sensitive data across your cloud, SaaS, and on-prem environments. CLASSIFICATION AI-Powered Data Identity Graph Using its Data Identity Graph, Lightbeam classifies sensitive data, maps it to people, applies labels, and scores risk for focused remediation. REMEDIATION Automated Risk Reduction at Scale Lightbeam applies AI-driven remediation across data security use cases like DLP, DSPM, and breach protection, reducing risk at scale. Explore How it Works The solutions we deliver Use Cases That Turn Chaos Into Accountability From data discovery to remediation, we give you clarity and control across your security, privacy, and governance workflows, powered by AI. Solutions Overview . Data Security Posture Management Discover and classify structured and unstructured data, surface risk and reduce exposure at scale. Learn More . Data Access Governance Enforce least privilege by ensuring only the right people access the right data, with full context. Learn More . Privacy Operations Map personal data to people so you can automate DSRs, consent, and other privacy workflows with precision. Learn More . Data Classification Improve classification by using AI to understand data context, not just patterns or keywords. Learn More . Breach & Ransomware Prevent breaches & ransomware by spotting abnormal behavior, mapping data exposure, and enforcing least privilege. Learn More . Data Retention Automate retention policy enforcement to reduce legal liability, breach risk, and storage costs. Learn More . Insider Threat Boost DLP accuracy by applying native labels through precise data discovery and classification. Learn More . AI Security Lock down sensitive data before Copilot and AI tools can expose it to the wrong eyes. Learn More "They have been very helpful with getting everything set up and have gone above and beyond to meet the needs of our organization and security posture. They continue to make changes and improvements based on feedback." Manager, Legal and Compliance Education Gartner Peer Insights Regulations we help you meet Compliance Accelerated Proving compliance shouldn’t slow you down. We enforce regulations with automated data security controls, streamlined privacy workflows, and enforcement of compliance requirements. . . PCI-DSS . GDPR . CCPA . HIPAA . Québec Law 25 Customers Why Leaders Choose Lightbeam   . FinTech Financial Services Technology Healthcare . 99 % Data discovery accuracy 40 % Reduction in data security TCO “Lightbeam can cover 90% of processes we were doing with four different tools… Productivity dramatically improved and our team’s time can be used for more mission critical responsibilities and less manual work.” Kiran Sharma Director Cybersecurity & Privacy, Snap Finance Read Case Study 300 K Members’ data protected 200 + Data sources secured “We chose Lightbeam because it offered us granular control and unique insights into our sensitive data— including the ability to figure out the identities associated with sensitive data—something no other solution matched.” David Hanna Director of Security, Veridian Read Case Study 75 % Faster GDPR compliance 2 Security tools consolidated “Lightbeam provides the utmost peace of mind for our team, because we know it’s doing all the hard work for us behind the scenes.” David Eddings President of InfoObjects Read Case Study 10 x Productivity improvement 200 Million sensitive attributes discovered “The alternative to not having a solution like Lightbeam would have been to hire 10 people to perform all of the functions it provides manually.” Martin Parent VP of Operations, AGA Read Case Study Resources Key Resources & Upcoming Events View All Resources . Upcoming Event October 30, 2025 | San Diego, CA IAPP Privacy. Security. Risk. 2025 IAPP Privacy. Security. Risk. focuses on the intersection of technology, privacy, artificial intelligence governance and cybersecurity law. Visit Lightbeam at booth #219 Visit the Event Website . Blog Why Your Risk Score Should Be Your First Security Metric --> Security teams are burning out. Not because they lack skill, strategy, or commitment, but because they're stuck fighting a rigged game. Learn More . Report Unlocking the Power of AI --> AI fuels growth, but 72% cite data exposure as the top risk, demanding better security, governance, and privacy controls. Read Report G2 Crowd Read what others are saying "Lightbeam is an excellent data privacy automation platform I've used for a few months. What I like best is its ability to help me automate privacy compliance and security tasks, and provide a 360-degree view of sensitive data sprawl. The platform's user interfac Summer Release 2025: Stop Ransomware & Spot Insider Risk Faster Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Wes Kennedy Table of Contents Ransomware Protection – Turn blast radius into near zero UEBA – Anomaly detection that knows what is at stake Access Review – Prove least privilege, without spreadsheets Microsoft Copilot Sensitive Data Governance – Visibility where AI meets your data Cookie Consent with Google Tag Manager – Faster deployment, consistent compliance Small but mighty additions that remove friction See it in action Ransomware crews do not kick in the front door anymore, they borrow a badge and move like insiders. AI assistants can surface regulated data in a blink. And sprawling permissions make even basic audit questions hard to answer. The Summer Release arriving August 12 adds a sharper answer from the LightBeam platform: real time ransomware containment, adaptive User Entity Behavior Analytics, and scalable Access Review that ties people, content, and permissions together. Add visibility for Microsoft Copilot activity and faster, cleaner consent control through Google Tag Manager, and you get a release built to turn noisy alerts into action. The through line is identity centric security. Discover sensitive data, map it to real humans, govern access, and automate privacy work in one place, with context that travels from detection to decision to audit evidence. That is how you prevent issues from becoming incidents. It is the job LightBeam was built for. Ransomware Protection – Turn blast radius into near zero The problem is simple to describe and brutal to handle. Encryption or deletion bursts roll across SMB shares and collaboration drives in minutes. Individual tools fire one size fits all alerts with little user context. Analysts pivot between consoles while data disappears. Ransomware Protectio n adds a behavioral shield. The platform learns the everyday cadence of each user across sources like SharePoint, Google Drive, and Azure File Share, then flags the spike that signals mass encryption, mass deletion, or silent exfiltration. The moment that spike hits, analysts can cut off the attack in seconds, pausing active sessions, revoking permissions, or isolating compromised identities automatically or with a single click. The Data Identity Graph preserves context, so you see who was affected, which files were touched, and which devices and groups sit in the blast radius. Ransomware often looks like business as usual until it is too late. Per user behavioral baselines plus one click containment in the same console move teams from alert fatigue to provable resilience. UEBA – Anomaly detection that knows what is at stake Most teams drown in low context alerts while privilege sprawl gives insiders and compromised accounts cover. Traditional anomaly tools treat all files the same and stop at “alert,” which forces manual triage across multiple systems. The new UEBA module builds adaptive baselines for every workforce identity and service account across connected data sources. It flags significant deviations, for example a five fold spike in file writes. Every event is enriched with data classification, sensitivity, and entitlement context, so analysts immediately see who introduced risk and who was affected. From that same panel, policy playbooks can suspend sessions, revoke permissions, or quarantine files. Analysts move from hunt to decision without changing tools, and high risk anomalies get attention first. Access Review – Prove least privilege, without spreadsheets Enterprises need a reliable way to answer “who has access to whose or what sensitive data, and why.” Roles change, nested groups stack up, and open shares proliferate, which turns quarterly audits into firefights. Access Review introduces streamlined, audit ready attestations for any drive, folder, group, or user across SharePoint, Google Drive, and SMB shares. After a scan, reviewers see a familiar spreadsheet style view that lists every internal, nested, and external identity with access. From there, data owners and security teams can investigate flagged permissions, initiate remediation, or mark the review complete. Every decision is captured with reviewer, timestamp, and follow up action in an immutable log, and a one click CSV export aligns to SOC 2 and ISO 27001 evidence requirements. The differentiator is context. The module resolves data accessed to real people through the Data Identity Graph, then overlays sensitive data tags. That means reviewers can finally answer “who exactly can open this salary file and why,” and they can close the loop with remediation in the same console. This is Data Access Governance in practice: determine, manage, and monitor who has access to which data in file repositories, fix oversharing quickly, and maintain an audit trail of permission activity and review outcomes. Microsoft Copilot Sensitive Data Governance – Visibility where AI meets your data As employees ask Copilot to analyze customer spreadsheets or summarize roadmaps, entitlement tools lose sight of what AI actually surfaced. The Copilot data source adds that missing pane of glass. The platform ingests every prompt, every AI response, and any document a user references, for example Excel workbooks, CSV exports, source code, PowerPoint decks, or contracts. The LightBeam platform tags sensitive attributes, checks entitlements, and routes alerts into existing governance and privacy workflows. Security teams get user level insight into where regulated data appears in Copilot conversations, can filter by time range or data type, and can act from the same console. Cookie Consent with Google Tag Manager – Faster deployment, consistent compliance Consent breaks when triggers are wired by hand and logs are scattered across properties. Native Google Tag Manager support fixes that. Teams can install a pre-packaged Lightbeam Cookie Consent tag from GTM, configure category based triggers, and stream consent states, with timestamps, back into the platform for centralized reporting and automation. Vendor tags fire only when the visitor permits it. Privacy officers get a unified consent audit trail, marketing teams get fewer misfires, and developers get out of brittle custom code. Small but mighty a Resources | Brochures, Blogs & Case Studies | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . RESOURCES Resource Center Filter By: All Types Blogs Brochures Case Studies Ebooks Events News Press Reports Videos Webinars Whitepapers All Categories Artificial Intelligence (AI) Data Governance Data Privacy Data Security Webinars Blog Jan 21, 2026 What Is AI TRiSM? Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Learn More May 19, 2026 - May 19, 2026 Events Sheraton Centre Toronto Hotel Cybersecurity Summit, Toronto View Event May 20, 2026 - May 20, 2026 Events Atlanta, GA · Virtual AI Data Security Working Group Discussion Register May 28, 2026 - May 28, 2026 Events Hyatt Regency Phoenix, Phoenix AZ SecureWorld Phoenix Conference View Event Jun 11, 2026 - Jun 11, 2026 Events NAAB Building Kean University, Union NJ Secon New Jersey 2026 View Event Subscribe to Our Newsletter Insights that respect your time: one monthly email with product updates, expert tips, and real outcomes from teams like yours. . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Data Security Posture Management (DSPM) Platform | Lightbeam - www.lightbeam.ai Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Data Security Posture Management (DSPM) See Every Risk Hiding in Your Data, Then Eliminate It Fast. Read Brochure Overview How We Help Lightbeam Advantage How it Works Resources Overview Overview How We Help Lightbeam Advantage How it Works Resources Shadow data and open access create blind spots legacy tools miss Exposure You Can’t Explain Finding sensitive data is easy. Understanding whose data it is, who can reach it, and why access exists is where most programs stall. Risk Spreads Across Modern Systems Sensitive data sprawls across SaaS, cloud, and file-based environments, including systems with layered permission models like Salesforce and Amazon S3. Too Much Manual Follow-Through If policies aren’t operationalized, discovery doesn’t change reality. Work piles up in tickets, ownership gets fuzzy, and reducing exposure at scale becomes slow and inconsistent. Business Outcomes Delivered DSPM that turns noisy data into real-time risk decisions 96%+ Sensitive data discovery accuracy Accuracy rises from 10% to 96%+, revealing every critical record in hours. 90% Faster remediation Automation cuts exposure from days to minutes, preventing breaches. 40% Reduction in total cost of ownership Lightbeam replaces point tools with an integrated platform, freeing up budget. "Lightbeam’s responsiveness and innovation were the primary reasons we selected Lightbeam over Varonis.” David Hanna IT Security, Veridian Read the Story THE LIGHTBEAM ADVANTAGE Built for today’s fast-moving, multicloud and SaaS environments Complete Control Lightbeam deploys in your cloud with complete control over your data, integrating with existing infrastructure through APIs. No agents required. Explore the Platform Automated Discovery Lightbeam automatically discovers shadow data across structured, unstructured, and semi-structured data sources. Explore Data Discovery AI-Powered Classification Lightbeam maps data to people, business context, and risk. The Data Identity Graph shows whose data you hold, where it lives, and who has access, removing blind spots. Explore Data Classification Visual Risk Scoring Dynamic scoring highlights hotspots by density and sensitivity, so teams focus on the 20% of data driving 80% of exposure. Weightings can be tuned to match your business impact. Explore Risk Scoring Automated Remediation Policy playbooks automatically remediate risks by revoking excessive access, redacting PII, or archive stale files, without tickets. Every action is logged for audit confidence. Explore Automation How it works Protect Your Most Sensitive Data with Ease Lightbeam deploys in SaaS, your cloud, or on-prem. It scans all your data, classifies it with AI, builds the Data Identity Graph, scores risk, and eliminates gaps in data security. How Lightbeam Solves Other Data Security Use Cases . Data Access Governance Enforce least privilege by ensuring only the right people access the right data at the right time. Learn More . Data Classification Improve classification by using AI to understand business context, not just patterns or keywords. Learn More . Data Retention Automate data retention policy enforcement to reduce legal liability, breach risk, and storage costs. Learn More Security leaders trust lightbeam . “Lightbeam now covers 90% of processes we ran across four tools, letting us cut spend and focus the team on mission-critical work.” Kiran Sharma, Director of Security, Snap Finance Read Case Study “Lightbeam gives us peace of mind by doing the heavy lifting behind the scenes and strengthening client trust.” David Eddings, President, InfoObjects Read Case Study Common questions about DSPM with Lightbeam Frequently Asked Questions Do I have to give Lightbeam access to my sensitive data to use the platform? No, Lightbeam can be deployed in your own cloud environment or on-premises with no external access to any of the data. Additional all training of the Data Identity Graph model is local to your deployment and not re-used for other customers. Our Platform Will Lightbeam impact performance of our production systems? Lightbeam uses vendor-approved APIs for cloud and SaaS, pulling metadata and only analyzing content when deep inspection is needed. For on-prem assets, connectors run in separate containers with configurable rate limits and schedules to minimize impact on systems. View Our Integrations Can we customize risk scores to match our unique data sensitivity levels? Yes. The risk engine lets you adjust weightings for each sensitive attribute, like card numbers or medical records, and add custom attributes critical to your business. You can also tweak scores using volume, location, or access levels. Updates apply instantly to dashboards, reports, and automated policies, keeping the metric aligned with regulatory and business priorities. Risk Scoring Resources Browse Key Resources . Blog April 09, 2025 What is Data Security Posture Management (DSPM), and what can it do for you? Learn More . Blog DSPM (Data Security Posture Management) vs. CSPM (Cloud Security Posture Management): Key Differences Learn More . Blog How Does Data Security Posture Management (DSPM) Relate to Data Governance? Learn More Start Eliminating Blind Spots See Lightbeam map data, score risk, and enforce policy, all in one demo. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Careers at Lightbeam | Join Our Team Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Work with us We are here to make an impact on people's lives, by providing them with flexible work, the opportunity to learn new skills, and the ability to prioritize the important things in their life. We want you to be part of this journey! Sales And Marketing Position Location Type Enterprise Account Executive – Northern California & Pacific Northwest USA – CA (San Francisco Bay Area), Remote Full-time ↗ Want to apply but don't see an opportunity listed? Apply here to grow your future Get In Touch A Day in the Life at Lightbeam LightBeam We're here to create a world where all human identity information is protected, private, and secure. Converged Platform Brings together security, privacy, and governance into a unified solution for seamless data protection. Simplifies compliance, mitigates risks, and empowers organizations to seamlessly control and protect sensitive data with precision. Patented Data Identity Graph Maps sensitive data to human identities with unparalleled precision. By understanding the context of data ownership and usage, it empowers organizations to prevent breaches, automate privacy tasks, and comply with regulations effortlessly. AI-Driven Insights Employs advanced AI to detect, classify, and protect sensitive data across structured and unstructured sources, delivering actionable insights that enhance security posture and operational efficiency. Committed to Trust and Compliance Dedicated to safeguarding data and building trust. By automating complex privacy workflows and aligning with global standards, we enable businesses to meet compliance demands without compromising innovation. Why Work at Lightbeam? At Lightbeam, we build the tools that redefine data security and privacy. Join our team to create AI-driven solutions that stop breaches, automate compliance, and tackle the toughest challenges in data protection. Innovate, grow, and shape the future with us. 360° Data Security Build tools with unparalleled accuracy, mapping identities to data for full visibility and protection against vulnerabilities. Automated Privacy Automate privacy tasks like DSRs, PIAs, and consent management with ease. LightBeam streamlines compliance, cutting costs and ensuring fast adherence to regulations. Integrated Governance Design access control tools powered by context-driven automation. Leverage identity insights to secure data, prevent unauthorized actions, and enable seamless governance. Subscribe to Our Newsletter Stay in the loop and keep up with all our news and updates! . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Resources | Brochures, Blogs & Case Studies | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . RESOURCES Resource Center Filter By: All Types Blogs Brochures Case Studies Ebooks Events News Press Reports Videos Webinars Whitepapers All Categories Artificial Intelligence (AI) Data Governance Data Privacy Data Security Webinars Blog Jan 21, 2026 What Is AI TRiSM? Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Learn More Apr 13, 2026 Reports SANS Product Review of Lightbeam: The Next Generation of Data Security Read the Report Sep 01, 2025 Reports Unlocking the Power of AI Survey Report Read the Report Subscribe to Our Newsletter Insights that respect your time: one monthly email with product updates, expert tips, and real outcomes from teams like yours. . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Customer Success with Data Security & Compliance | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Customers Customer results that matter See how customers cut spend, speed compliance, and scale data security. Featured Customer Read Case Study “The accuracy was dead on. Lightbeam showed us where our sensitive data was right away, and the ROI came very quickly.” Patrick McKinney Vice President Security Invisible Technologies secures sensitive data at AI scale, strengthens access governance, and maintains full control with in-tenant Lightbeam deployment. Read Case Study 01/15/2026 Case Studies DSPM on Google Cloud – Hypergrowth AI Company Ensures Data Security at Scale Read Case Study 08/31/2025 Case Studies A California Bank Replaces Legacy Tech with Lightbeam’s AI-Driven Data Classification Read Case Study 08/26/2023 Case Studies Veridian Credit Union Selects Lightbeam over Varonis to Protect Member Data and Streamline PCI Compliance Read Case Study 08/26/2023 Case Studies MonetizeNow Automates GDPR Readiness with Lightbeam Read Case Study 08/26/2023 Case Studies InfoObjects Builds Strong Customer Trust and Strengthens Data Security Posture with Lightbeam Learn More 08/26/2023 Case Studies Infinite Investment Systems proactively navigates data risk management with Lightbeam Read Case Study 08/26/2023 Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study 08/26/2023 Case Studies AGA Group Complies with Québec Law 25 and Modernizes Data Security Posture with Lightbeam Read Case Study Real customer outcomes Real customer outcomes "Lightbeam can cover 90% of processes we were doing with four different tools, meaning we can cut back on the tools and resources needed to perform and scale." Kiran Sharma Director Cybersecurity and Privacy, Snap Finance Read Case Study “It was very important for us to easily see in real-time where our sensitive data was and make sure it stayed in the right places, especially as we expanded our use of AI.” Patrick McKinney Vice President Security, Invisible Technologies Read Case Study "We chose Lightbeam for granular control and unique insights into sensitive data, including identifying linked identities—something no other solution matched." David Hanna IT Security Specialist, Veridian Credit Union. Read Case Study "The alternative to not having a solution like Lightbeam would have been to hire 10 people to perform all of the functions it provides manually." Martin Parent Vice President of Operations, AGA Read Case Study 40% Reduced Privacy & Security Spend Snap cut 40% of spend by consolidating tools and automating tasks, boosting productivity. 75% Faster Remediation of Risk Automated policies and access reviews cut triage-to-fix time by 75% on exposure issues. 96%+ Data Classification Accuracy Customers consistently hit 96%+ classification accuracy, echoing customer-reported accuracy gains. Experience Lightbeam Live Discover how Lightbeam drives real cost savings, risk reduction, and accelerates compliance. Get A Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service UEBA Capability | Insider Threat & Anomaly Detection | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . User Entity Behavior Analytics (UEBA) Detect insider risk and ransomware with identity‑centric behavior analytics. Get a Demo FIND YOUR USE CASE Overview Capabilities Key Benefits Use Cases Overview Overview Capabilities Key Benefits Use Cases Insider threat protection with real context Legacy UEBA floods teams with noise. Lightbeam learns norms, links anomalies to whose data is at risk and then acts in one console. The Lightbeam Advantage Identity-centric baselines Per‑user norms enriched with sensitivity and access policies to cut false alarms. From alert to action, fast and precise outcomes Suspend sessions or revoke access via automated policy playbooks in the same console. Ransomware early warning Detect write spikes and encryption bursts; auto‑contains compromised user accounts. Access context, instantly See whose data is touched and the blast radius to target response. Traditional Industry Approach Static thresholds One‑size alerts miss intent and bury teams in manual triage. Siloed detection tools delay action and evidence Separate UEBA and governance delay action and lose audit trails. Missing identity context and intent clarity Events ignore people and permissions behind risky file activity. Manual containment Analysts script fixes while damage spreads across shares and apps. UEBA that knows whose data is at risk, and fixes it fast Detect true anomalies with sensitivity‑weighted scores and identity context. Lightbeam builds per‑entity baselines for reads, writes, and access, then scores deviations by data sensitivity and effective entitlements. Alerts show who, what, and whose data is at risk, shrinking investigation time. Trigger playbooks to suspend sessions, revoke access, or quarantine files, without leaving the UI. From insider exfiltration to ransomware, contain the blast radius in minutes. Detect mass downloads, odd‑hour access to sensitive folders, or encryption bursts. Because UEBA is tied to Access Governance, response is decisive: lock accounts, revoke shares, or snapshot impacted paths with an audit trail leaders trust. Identity‑centric context shows exactly whose data is at risk, turning chaos into closed‑loop control. KEY BENEFITS Cut noise, see impact, and remediate in one click, automatically Detect what matters Sensitivity‑weighted scoring elevates real threats first, not routine spikes, so teams focus fast Know the blast radius now Each alert shows whose data, which files, and effective rights, so impact and intent are immediately clear Act without friction Suspend sessions, revoke access, or quarantine files from the same console with audit‑ready logs. Stop ransomware fast Spot write surges and encryption fingerprints; auto‑contain compromised identities in seconds. Prove least privilege now UEBA connects to Access Governance and reviews, turning behavior into enforceable policy and proof. Explore Related Capabilities . Ransomware Protection Detect and contain ransomware threats early to protect critical data and operations. Explore . Access Governance See and control who can access sensitive data, enforcing least privilege automatically. Explore . Risk Scoring Prioritize threats with context‑aware scoring so teams fix the riskiest issues first. Explore What customers say . “The alternative to not having a solution like Lightbeam would have been to hire 10 people to perform all of the functions it provides manually.” Martin Parent VP of Operations, AGA Benefit Solutions Read Case Study FAQs Frequently Asked Questions How is Lightbeam UEBA different from traditional anomaly detection tools ? Traditional tools stop at alerts. Lightbeam enriches anomalies with identity, sensitivity, and effective‑access context, then triggers policy playbooks to suspend sessions, revoke access, or quarantine files, closing the loop with audit‑ready evidence. See UEBA in action right now Can Lightbeam detect ransomware behavior across SMB and collaboration apps? Yes. The platform learns normal write/delete cadence per user and flags velocity spikes and encryption fingerprints across SMB, SharePoint, OneDrive, and more, enabling one‑click or automated containment. Explore Ransomware How does UEBA support least‑privilege and com pliance initiatives? UEBA signals flow into Access Governance and scheduled reviews, so anomalous behavior leads to rights cleanup and provable attestations. Exportable logs and reports help with SOC 2, ISO, and PCI evidence. Read the Summer Release Blog RESOURCES Browse Key Resources . Blog August 08, 2025 Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Learn More . Brochures Breach & Ransomware Protection Learn More See Lightbeam UEBA live Get a fast walkthrough tailored to your risks and data sources. Book today . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Resources | Brochures, Blogs & Case Studies | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . 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Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Resources | Brochures, Blogs & Case Studies | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . RESOURCES Resource Center Filter By: All Types Blogs Brochures Case Studies Ebooks Events News Press Reports Videos Webinars Whitepapers All Categories Artificial Intelligence (AI) Data Governance Data Privacy Data Security Webinars Blog Jan 21, 2026 What Is AI TRiSM? Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Learn More Aug 31, 2025 Brochures Data Access Governance View Brochure Aug 31, 2025 Brochures AI Security View Brochure Aug 31, 2025 Brochures Breach & Ransomware Protection View Brochure Aug 31, 2025 Brochures Data Classification View Brochure Aug 31, 2025 Brochures Data Retention View Brochure Aug 31, 2025 Brochures Data Security Posture Management View Brochure Aug 31, 2025 Brochures Identity-Centric Data Protection View Brochure Aug 31, 2025 Brochures Insider Threat View Brochure Aug 31, 2025 Brochures Privacy Operations View Brochure Subscribe to Our Newsletter Insights that respect your time: one monthly email with product updates, expert tips, and real outcomes from teams like yours. . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Data Retention Policy & Automated Minimization | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Data Retention and Minimization Automated retention deletes unneeded data to cut risk, cost, and liability. Read Brochure Overview how we help Lightbeam advantage HOW IT WORKS Resources Overview Overview how we help Lightbeam advantage HOW IT WORKS Resources Old Data Is a Breach Waiting to Happen, Take Control Today Breach Exposure Old, forgotten data with stale ownership expands your attack surface and increases breach risk. Increasing Legal Liability Over-retained data outlives business need and policy intent, increasing legal exposure in litigation. Expanding Storage Costs Storing data past its useful life drives up cloud and infrastructure expenses, especially at scale. Business Outcomes Delivered Lightbeam Reads Every Byte to Delete Data the Moment it Expires 50% Smaller breach attack surface Archiving ROT data cuts exposure and breach risk in half. 70% Fewer legal vulnerabilities Data cleanup reduces liability, penalties, and litigation risk. 40% Lower storage costs Eliminating or archiving outdated data reduces storage spend. “The alternative to not having a solution like Lightbeam would have been to hire 10 people to perform all of the functions it provides manually.” Martin Parent VP Operations, AGA Benefits Read Story THE LIGHTBEAM ADVANTAGE Automated Retention Rooted in Identity and Context Identity-Aware Retention Lightbeam maps sensitive data to identities, so retention decisions are tied to people, not just files, ensuring defensible deletion and regulatory compliance. Automated Retention Enforcement Lightbeam continuously enforces retention rules, archiving, masking, or deleting sensitive data when it violates policy or exceeds time thresholds. Explore Automated Remediation Reduce Risk and Cost By eliminating unnecessary sensitive data, Lightbeam reduces breach risk, legal exposure, and storage costs, without manual audits or complex scripting. Explore Risk Scoring HOW IT WORKS AI-Driven Retention, Mapped to Identity and Policy Lightbeam finds expired sensitive data, maps it to policy and identity, then auto-archives, masks, or deletes it, reducing risk, cost, and legal liability without manual effort. Find Related Use Cases To Improve Data Security and Privacy . Data Security Posture Management (DSPM) Discover and classify data everywhere, surface risk, and reduce exposure at scale. Learn More . Data Access Governance (DAG) Enforce least privilege by ensuring only the right people access the right data, with full context. Learn More . Data Classification Improve classification by using AI to understand data context, not just patterns or keywords. Learn More Customers Reducing Risk & Storage Waste . “If a data breach occurred, it could have been a $100,000 issue. Now, using Lightbeam, the cost of potential data breaches becomes zero.” Chris O’Leary COO, Infinite Investment Systems Read the Case Study “Lightbeam can cover 90% of processes we handled with four tools, freeing the team for strategic work.” Kiran Sharma Director of Security, Snap Finance Read the Case Study “Lightbeam was the easy answer to provide accurate information quickly and stay ahead of Quebec’s Law 25.” Martin Parent, VP Operations, AGA Benefits Read the Case Study Common questions about Data Retention and Minimization Frequently Asked Questions How does Lightbeam find and act on expiration dates hidden inside files? Lightbeam scans document text and metadata, automatically extracting dates like contract start and end. Your policies reference these values so archival, redaction, or deletion occurs exactly when obligations expire, without regex or scripts. Our Platform Can the Lightbeam platform revoke access automatically when risk thresholds are exceeded? Yes. Policies watch for open, external, or excessive access. When triggered, the platform changes the permissions at the source, notifies owners, logs the action, and verifies closure. Automation enforces consistency and cuts exposure time drastically. Explore Automation Can automated deletion risk removing data under legal hold or analytics? Before any destructive action, Lightbeam checks for legal-hold tags, classifications, and custom attributes. If a conflict exists, it can quarantine data, providing defensible preservation while eliminating exposure. Many customers also choose to archive and/or remove access to data rather than deleting it. Explore Automated Remediation Capabilities What evidence does Lightbeam provide auditors on retention compliance? Every action is logged with timestamp, user, policy, and object details. Exportable reports show before-and-after snapshots, giving auditors full audit trails. Read the Data Retention Brochure Resources Browse Key Resources . Blog July 12, 2025 The Ultimate Guide to Data Governance in 2025: Frameworks, Tools, and Real ROI Learn More . Blog How Does Data Security Posture Management (DSPM) Relate to Data Governance? Learn More . Blog CFPB Rule 1033: What Financial Institutions Must Know to Stay Compliant Learn More Start Lowering Risk, Liability, and Storage Costs Today See how Lightbeam can automatically delete or archive over-retained data across all your data sources. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Partners | Lightbeam Data Security Partner Ecosystem Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Partner With Lightbeam We are a channel-first company enabling partners to deliver data security, privacy, and governance at scale. Become a Partner Read About Lightbeam in ChannelE2E Channel-First Commitment Lightbeam is a channel-first company. Every program, incentive, and resource is designed to help partners succeed, drive recurring revenue, and build trusted relationships with our customers Read About Lightbeam in ChannelE2E Explore Full Platform Turnkey Security, Privacy & Governance Lightbeam delivers a complete data security, governance, and privacy solution. Partners can offer sensitive data protection and compliance automation without building or managing their own platform. Explore Full Platform See What Use Cases Lightbeam Enables High-Margin, High-Value Services Our platform enables partners to package AI security, DSPM, governance, compliance, and breach protection services at high margins. Stand out with solutions every CIO and CISO is actively searching for. See What Use Cases Lightbeam Enables Read Lightbeam Customers Stories Unlock New Revenue Streams Lightbeam helps partners grow by offering data security, governance, and privacy services across Microsoft 365, Google Workspace, and beyond—creating new recurring revenue opportunities. Read Lightbeam Customers Stories What Our Partners Are Saying “Lightbeam gives us a turnkey way to offer AI security without reinventing our service model. It plugs into our existing Microsoft 365 management workflows and lets us deliver a high-value, high-margin solution. Every CIO and CISO we speak to wants Copilot’s productivity gains but fears the compliance and data exposure risks. Until now, we did not have a dedicated tool to address those concerns.” Jim Finn Vice President of the Cyber Practice, Presidio Read the ChannelE2E Article Ready to Grow With Lightbeam? Join our partner ecosystem and start delivering data security, privacy, and governance today. Fill out the form and our team will connect with you to align on program benefits, technical enablement, and next steps. . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Resources | Brochures, Blogs & Case Studies | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . RESOURCES Resource Center Filter By: All Types Blogs Brochures Case Studies Ebooks Events News Press Reports Videos Webinars Whitepapers All Categories Artificial Intelligence (AI) Data Governance Data Privacy Data Security Webinars Blog Jan 21, 2026 What Is AI TRiSM? Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Learn More Mar 06, 2026 News Channel Leader Interview Series – Matthew Kelly Read Article Feb 10, 2026 News An approach to finding and securing sensitive data at petabyte scale Read Post Dec 06, 2025 News Changes in the Channel: People Moves and Shakeups December 01 – December 05 Read More Oct 10, 2025 News Shadow AI: Agentic Access and the New Frontier of Data Risk Read Article Aug 21, 2025 News LightBeam Brings its AI Security and Governance Capabilities to Microsoft Copilot Read More Aug 11, 2025 News LightBeam.ai provides monitoring for sensitive data usage in Microsoft Copilot with latest updates Read More Jan 20, 2025 News The 2025 Themes on Data GPS Read More Aug 12, 2023 News Simplifying Data Security: Insights from Lightbeam.ai’s CEO Himanshu Shukla Read More Subscribe to Our Newsletter Insights that respect your time: one monthly email with product updates, expert tips, and real outcomes from teams like yours. . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Privacy Operations Automation - DSR, Consent & RoPA - www.lightbeam.ai Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Automate Privacy Operations Simplify compliance with privacy regulations using AI-powered automation. Read Brochure Overview How We Help Lightbeam Advantage How it Works Resources Overview Overview How We Help Lightbeam Advantage How it Works Resources Manual privacy work is slow and costly, automation fixes both Regulatory Maze Global laws keep shifting, so tracking rights, RoPAs, and consent manually simply cannot scale. Shadow Data Risk Personal data hides in emails, PDFs, and chats, keeping teams blind to breaches and fines. Hidden Team Costs Manual searching for PII costs hours per request, pulling resources from privacy and legal teams. HOW WE HELP Identity-Centric automation makes privacy compliance easy 90% DSR cost reduction Automated discovery and reports cut handoffs and slash costly outsourcing fees. 75% Faster Request turnaround Data Identity Graph cuts search time to minutes, satisfying users and auditors. 100% Streamlined Compliance Automated workflows provide DSRs, RoPAs, and manage consent without manual intervention. “Lightbeam can cover 90% of the processes we were doing with four different tools. Productivity dramatically improved and our team’s time can be used for more mission-critical work.” Kiran Sharma Director of Security, Snap Finance Read the Story THE LIGHTBEAM ADVANTAGE Automated Privacy Compliance and Scale Automate DSR Workflows Fulfill data subject access requests instantly with AI-driven identity mapping across structured and unstructured sources, no manual searches, no delays. Simplify Consent Management Track, manage, and enforce granular consent policies across systems with full audit trails, ensuring compliance without adding operational burden. Streamline RoPA & PIA Tasks Automatically generate Records of Processing Activities and conduct Privacy Impact Assessments with prebuilt templates powered by contextual data intelligence. How it works Automate Privacy with Identity-Aware Intelligence Lightbeam maps data to identities and context, automating DSRs, RoPAs, and consent tasks, cutting manual effort, reducing risk, and ensuring scalable compliance. Explore more uses cases that help privacy & compliance teams . Data Classification Improve classification by using AI to understand business context, not just patterns or keywords. Learn More . Data Retention Automate retention policy enforcement to reduce legal liability, breach risk, and storage costs. Learn More Trusted by privacy leaders across industries . “Achieving GDPR certification in just 45 days was like hitting the fast-forward button on our growth strategy.” Sandeep Jain, CEO, MonetizeNow Read the Case Study “The bottom line for us is, we absolutely need to provide accurate information quickly. Lightbeam was the easy answer.” Martin Parent, VP of Operations, AGA Benefits Read the Case Study Resources Frequently Asked Questions How does Lightbeam automate data subject requests without exposing data externally? Lightbeam Data Identity Graph links sensitive data to real people across all connected sources. When a rights request hits, Lightbeam verifies identity, auto-discovers every related record (even in shadow data), builds a report, and logs each phase for audit. Workflows run inside your environment, so no data is copied out, and responses arrive in minutes, not weeks. Explore Privacy at Scale Can the platform generate Records of processing Activities (RoPA) automatically? Yes. Continuous scanning captures what data your business processes, why, and who can access it. Lightbeam synthesizes this into a live RoPA dashboard and exportable report that aligns with GDPR Article 30 and similar requirements. Changes, like a new data source or purpose, trigger an update, so compliance teams no longer chase spreadsheets each quarter. Explore Privacy at Scale How does Lightbeam handle consent and preference management across multiple applications? Lightbeam offers a comprehensive consent module that links each user’s preferences to the underlying Data Identity Graph. APIs and ready-made connectors push updated choices downstream to systems like Salesforce Marketing Cloud, ensuring campaigns honor current consent states. Geo-aware banners and preference centers are configurable without code, and every change is timestamped for regulator-proof audit trails. Explore Privacy at Scale Resources Browse Key Resources . Blog July 24, 2025 TDPSA 2025: Texas Data Privacy Law Explained for Businesses & Consumers Learn More . Blog Privacy Considerations while Third Party Risk Management Learn More . Blog Key Takeaways of the NIST Privacy Framework Learn More Automate your privacy workflows today See Lightbeam automate DSRs, simplify consent management, and enforce data retention policies. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Resources | Brochures, Blogs & Case Studies | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . RESOURCES Resource Center Filter By: All Types Blogs Brochures Case Studies Ebooks Events News Press Reports Videos Webinars Whitepapers All Categories Artificial Intelligence (AI) Data Governance Data Privacy Data Security Webinars Blog Jan 21, 2026 What Is AI TRiSM? Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Learn More Apr 17, 2026 Blog Access Audit Automation: The 3 A’s to Strengthen Data Access Control Learn More Apr 09, 2026 Blog NIST 800-53 Compliance: What it is, How to Operationalize it, and Where Lightbeam Can Help Learn More Mar 31, 2026 Blog How to Secure Sensitive Data Across Hybrid Environments Learn More Mar 23, 2026 Blog AI Data Exposure Starts Before the First Prompt. Here’s How to Prevent It Learn More Mar 18, 2026 Blog Data Access Governance – How to Control Who Has Access to Sensitive Data Learn More Feb 26, 2026 Blog The Data Identity Graph: A New Blueprint for Scalable, Identity-Centric Data Security Learn More Feb 24, 2026 Blog CMMC Compliance Guide: Protecting FCI and CUI With Verified Controls Learn More Feb 18, 2026 Blog Do Not Sell Has Regulatory Teeth Learn More Feb 11, 2026 Blog Winter Release 2026: reduce data risk faster, streamline audits, and operationalize data security governance Learn More Feb 10, 2026 Blog Discovering Shadow Data Across SQL, SharePoint, and S3 with DSPM Learn More Feb 04, 2026 Blog Law Firm Data Security for 2026: Discover, Classify, Minimize, and Govern AI Risk With Lightbeam Learn More Jan 30, 2026 Blog Automating Least-Privilege and Data Minimization with DSPM Learn More 1 2 3 … 10 Next Subscribe to Our Newsletter Insights that respect your time: one monthly email with product updates, expert tips, and real outcomes from teams like yours. . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Resources | Brochures, Blogs & Case Studies | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . RESOURCES Resource Center Filter By: All Types Blogs Brochures Case Studies Ebooks Events News Press Reports Videos Webinars Whitepapers All Categories Artificial Intelligence (AI) Data Governance Data Privacy Data Security Webinars Blog Jan 21, 2026 What Is AI TRiSM? Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Learn More May 19, 2026 - May 19, 2026 Events Sheraton Centre Toronto Hotel Cybersecurity Summit, Toronto View Event May 20, 2026 - May 20, 2026 Events Atlanta, GA · Virtual AI Data Security Working Group Discussion Register May 28, 2026 - May 28, 2026 Events Hyatt Regency Phoenix, Phoenix AZ SecureWorld Phoenix Conference View Event Jun 11, 2026 - Jun 11, 2026 Events NAAB Building Kean University, Union NJ Secon New Jersey 2026 View Event Apr 20, 2026 Webinars SANS Webinar | The Next Generation of Data Security View Webinar Apr 17, 2026 Blog Access Audit Automation: The 3 A’s to Strengthen Data Access Control Learn More Apr 13, 2026 Reports SANS Product Review of Lightbeam: The Next Generation of Data Security Read the Report Apr 10, 2026 Video Securing Sensitive Data in Microsoft Copilot with Lightbeam Learn More Apr 09, 2026 Blog NIST 800-53 Compliance: What it is, How to Operationalize it, and Where Lightbeam Can Help Learn More Mar 31, 2026 Blog How to Secure Sensitive Data Across Hybrid Environments Learn More Mar 23, 2026 Press Lightbeam Delivers End-to-End AI Information Governance and AI Usage Control for Copilot, ChatGPT Enterprise, and Gemini Read More Mar 23, 2026 Blog AI Data Exposure Starts Before the First Prompt. Here’s How to Prevent It Learn More 1 2 3 … 20 Next Subscribe to Our Newsletter Insights that respect your time: one monthly email with product updates, expert tips, and real outcomes from teams like yours. . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Customer Success with Data Security & Compliance | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Customers Customer results that matter See how customers cut spend, speed compliance, and scale data security. Featured Customer Read Case Study “The accuracy was dead on. Lightbeam showed us where our sensitive data was right away, and the ROI came very quickly.” Patrick McKinney Vice President Security Invisible Technologies secures sensitive data at AI scale, strengthens access governance, and maintains full control with in-tenant Lightbeam deployment. Read Case Study 01/15/2026 Case Studies DSPM on Google Cloud – Hypergrowth AI Company Ensures Data Security at Scale Read Case Study 08/31/2025 Case Studies A California Bank Replaces Legacy Tech with Lightbeam’s AI-Driven Data Classification Read Case Study 08/26/2023 Case Studies Veridian Credit Union Selects Lightbeam over Varonis to Protect Member Data and Streamline PCI Compliance Read Case Study 08/26/2023 Case Studies MonetizeNow Automates GDPR Readiness with Lightbeam Read Case Study 08/26/2023 Case Studies InfoObjects Builds Strong Customer Trust and Strengthens Data Security Posture with Lightbeam Learn More 08/26/2023 Case Studies Infinite Investment Systems proactively navigates data risk management with Lightbeam Read Case Study 08/26/2023 Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study 08/26/2023 Case Studies AGA Group Complies with Québec Law 25 and Modernizes Data Security Posture with Lightbeam Read Case Study Real customer outcomes Real customer outcomes "Lightbeam can cover 90% of processes we were doing with four different tools, meaning we can cut back on the tools and resources needed to perform and scale." Kiran Sharma Director Cybersecurity and Privacy, Snap Finance Read Case Study “It was very important for us to easily see in real-time where our sensitive data was and make sure it stayed in the right places, especially as we expanded our use of AI.” Patrick McKinney Vice President Security, Invisible Technologies Read Case Study "We chose Lightbeam for granular control and unique insights into sensitive data, including identifying linked identities—something no other solution matched." David Hanna IT Security Specialist, Veridian Credit Union. Read Case Study "The alternative to not having a solution like Lightbeam would have been to hire 10 people to perform all of the functions it provides manually." Martin Parent Vice President of Operations, AGA Read Case Study 40% Reduced Privacy & Security Spend Snap cut 40% of spend by consolidating tools and automating tasks, boosting productivity. 75% Faster Remediation of Risk Automated policies and access reviews cut triage-to-fix time by 75% on exposure issues. 96%+ Data Classification Accuracy Customers consistently hit 96%+ classification accuracy, echoing customer-reported accuracy gains. Experience Lightbeam Live Discover how Lightbeam drives real cost savings, risk reduction, and accelerates compliance. Get A Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service FAQs - www.lightbeam.ai Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Frequently Asked Questions Platform Discovery & Classification Governance Remediation Privacy Overview Platform Discovery & Classification Governance Remediation Privacy Platform How is Lightbeam’s DSPM different from traditional data security tools that focus on assets and alerts? Most tools inspect files and fire alerts; we connect data to people and rights. Lightbeam’s Data Identity Graph links sensitive content to human identities, then adds risk scoring and governance so you can act. You get visibility, automated access revocation, file‑type controls, and audit evidence in one console, DSPM that measures and fixes posture continuously. Read More What risk score does Lightbeam provide, and how is it calculated exactly for files and applications? Lightbeam generates a dynamic score per file and data source by analyzing the presence and volume of sensitive data, plus contextual signals like identity and access. Scores surface the highest‑risk items, help benchmark posture, and drive automated playbooks when thresholds are crossed, so teams prioritize with evidence, not hunches. Scores update as content and permissions change. Read More How does Lightbeam help with audits and least‑privilege access at scale today without adding tools? Access Review certifies permissions by drive, folder, group, or user with a three‑state workflow and immutable logging; one‑click CSV export makes SOC 2 and ISO 27001 evidence simple. From the same UI, policies revoke excessive access, quarantine files, or suspend accounts, closing the loop. It’s identity‑centric governance that sustains least privilege and shortens audits. Read more How does Lightbeam know when to remediate automatically versus requiring review? Policies define conditions (e.g., open or excessive access, PHI in shared folders, file‑type rules, or behavior anomalies) and actions. High‑risk violations can trigger automatic revocation, redaction, archival, or deletion; medium‑risk events route to review with one‑click fixes. Risk Scores, UEBA signals, and identity context ensure precision and auditability. How does Lightbeam detect ransomware quickly without creating more alert noise? The platform learns each identity’s normal cadence across reads, writes, deletes, and encrypts. Velocity spikes or unusual access to sensitive folders trigger alerts enriched with sensitivity and data context, so analysts see impact and can auto‑contain in seconds. Read more Can Lightbeam actually stop an active ransomware attack automatically? Yes. Policy playbooks can suspend live sessions, revoke permissions, or quarantine compromised identities the moment thresholds are exceeded. Actions happen in the same console and are fully logged, preserving a defensible audit trail for post‑incident reporting. How is this different from traditional DLP or signature‑based tools we already use? Traditional tools rely on periodic scans and static rules, which miss insider‑style surges. Lightbeam ties behavior to identity and access rights, then acts immediately with no scripts or extra consoles, reducing dwell time and delivering executive‑ready incident reports by default. How is Lightbeam UEBA different from traditional anomaly detection tools? Traditional tools stop at alerts. Lightbeam enriches anomalies with identity, sensitivity, and effective‑access context, then triggers policy playbooks to suspend sessions, revoke access, or quarantine files, closing the loop with audit‑ready evidence. Read more Can Lightbeam detect ransomware behavior across SMB and collaboration apps? Yes. The platform learns normal write/delete cadence per user and flags velocity spikes and encryption fingerprints across SMB, SharePoint, OneDrive, and more, enabling one‑click or automated containment. How does UEBA support least‑privilege and compliance initiatives? UEBA signals flow into Access Governance and scheduled reviews, so anomalous behavior leads to rights cleanup and provable attestations. Exportable logs and reports help with SOC 2, ISO, and PCI evidence. Read more How does Lightbeam detect a breach faster than traditional DLP? Unlike DLP tools that look only at content patterns, the Lightbeam Data Identity Graph maps every sensitive element to its owner and typical access context. When an unusual movement or sharing event occurs, the platform raises an alert within minutes and can trigger automated remediation workflows. This contextual approach spots breaches early while reducing false positives. Can we deploy the platform on-premises to keep data and metadata inside our own walls? Yes. Lightbeam supports SaaS, private cloud, and fully on-premises deployments. With private cloud and on-premises deployments, your data never leaves your control. Do I have to give Lightbeam access to my sensitive data to use the platform? No, Lightbeam can be deployed in your own cloud environment or on-premises with no external access to any of the data. Additional all training of the Data Identity Graph model is local to your deployment and not re-used for other customers. Will Lightbeam impact performance of our production systems? Lightbeam uses vendor-approved APIs for cloud and SaaS, pulling metadata and only analyzing content when deep inspection is needed. For on-prem assets, connectors run in separate containers with configurable rate limits and schedules to minimize impact on systems. Can we customize risk scores to match our unique data sensitivity levels? Yes. The risk engine lets you adjust weightings for each sensitive attribute, like card numbers or medical records, and add custom attributes critical to your business. You can also tweak scores using volume, location, or access levels. Updates apply instantly to dashboards, reports, and automated policies, keeping the metric aligned with regulatory and business priorities. How does Lightbeam UEBA cut false positives compared to legacy tools? Lightbeam learns per‑user baselines for reads, writes, deletes, and access frequency, then flags deviations weighted by data sensitivity and accessibility. Alerts arrive enriched with ownership, access‑rights, and identity context so analysts see who was affected and why. From the same console, you can suspend sessions, revoke access, or quarantine files, shrinking investigation time and ending alert ping‑pong. Which data sources and users does UEBA monitor for insider risk? UEBA continuously ingests events across SharePoint, SMB, Azure File Share, SaaS apps, a Company Overview | Lightbeam Data Security & Privacy Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Lightbeam: Protecting Data and People Lightbeam is built for those who believe data should be respected, not just regulated. Join Us Respecting Data, Protecting People, Building Trust Mission: Protect people by securing sensitive data with clarity, context, and automated governance. Our mission is to restore the human dimension to data security by treating sensitive data as identity. Lightbeam unifies data security, privacy, and governance in one AI-powered platform that connects every file, record, and attribute to the people it represents. We eliminate blind spots, reduce breach risk, and automate compliance so organizations protect people, not just data, with clarity and confidence. Vision: A future where businesses protect people, not just files, and build trust through stewardship. We envision a world where data should be respected, not just managed. Behind every byte is a person with rights, dignity, and expectations. Lightbeam’s vision is to secure digital environments where innovation thrives, privacy is honored, and governance is effortless. By linking data to human identity, we redefine security as an ethical responsibility, one that builds lasting trust between organizations and the people they serve. How Lightbeam Began From Nutanix to Lightbeam: A Journey of Convergence Lightbeam’s founders set out to solve a problem they faced firsthand at Nutanix: the struggle to definitively discover, accurately classify, and automate the process of securing sensitive data. Inspired by Nutanix’s converged model, they built Lightbeam to converge DSPM, Privacy, and Governance in one AI-powered platform, eliminating blind spots, reducing risk, and automating compliance. Leadership Team Social Himanshu Shukla Co-founder, CEO Social Aditya Ramesh Co-founder, Chief Architect and R&D Social Mike Gesnaldo CRO Social Seth Knox CMO Social Jimmy Phipps Head of Sales (Americas) Social Kilol Surjan Head of Sales Engg and Customer Success Investors & Advisors Sandeep Bhadra Vertex Ventures US Ben Casnocha Village Global Dheeraj Pandey DevRev Priyadarshi Prasad Lightbeam Co-Founder Venktesh Shukla Monta Vista Capital Amit Sinha DigiCert Rishi Bhargava Descope Join the Lightbeam Team Be part of the journey: help us protect data, reduce risk, and build trust. View Careers . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Resources | Brochures, Blogs & Case Studies | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . RESOURCES Resource Center Filter By: All Types Blogs Brochures Case Studies Ebooks Events News Press Reports Videos Webinars Whitepapers All Categories Artificial Intelligence (AI) Data Governance Data Privacy Data Security Webinars Blog Jan 21, 2026 What Is AI TRiSM? Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Why Venture Capitalists Are Pouring $1.7 Billion Into This Category Learn More Jan 15, 2026 Case Studies DSPM on Google Cloud – Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Aug 31, 2025 Case Studies A California Bank Replaces Legacy Tech with Lightbeam’s AI-Driven Data Classification Read Case Study Aug 26, 2023 Case Studies Veridian Credit Union Selects Lightbeam over Varonis to Protect Member Data and Streamline PCI Compliance Read Case Study Aug 26, 2023 Case Studies MonetizeNow Automates GDPR Readiness with Lightbeam Read Case Study Aug 26, 2023 Case Studies InfoObjects Builds Strong Customer Trust and Strengthens Data Security Posture with Lightbeam Learn More Aug 26, 2023 Case Studies Infinite Investment Systems proactively navigates data risk management with Lightbeam Read Case Study Aug 26, 2023 Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Aug 26, 2023 Case Studies AGA Group Complies with Québec Law 25 and Modernizes Data Security Posture with Lightbeam Read Case Study Subscribe to Our Newsletter Insights that respect your time: one monthly email with product updates, expert tips, and real outcomes from teams like yours. . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Why Lightbeam | Identity-Centric Data Security Platform Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Why Lightbeam? When organizations can see the people behind the data, they protect it differently. Data Security Starts with Identity Explore Data Identity Graph Human-Centric Security Lightbeam treats data security as a responsibility to the individuals behind the data, protecting human identity, not just data. Explore Data Identity Graph Explore Data Classification Contextual Visibility Link sensitive data to identity and business context, revealing who has access to whose data, instantly and accurately. Explore Data Classification Explore Automated Remediation Effortless Vigilance Lightbeam continuously remediates excessive access and risky exposure without manual effort, turning insights into action. Explore Automated Remediation Explore the Unified Platform Unified Governance Bring together data security, privacy automation, and governance in one AI-powered platform, with identity at the core. Explore the Unified Platform . About Us Decades of Experience. One Vision for Data Security Built by security veterans who’ve solved real-world data challenges. About Us Challenging the status quo Real Outcomes. Not Just Promises. 96% Data Classification Accuracy Unmatched accuracy for precise discovery, classification, and labeling. 40% Data Security Cost Reduction Boost efficiency by automating data security, privacy, and access governance. 90% Reduction of Unauthorized Access Enforce least privilege with automated access insights and controls. Real Results, Real Customers “From a cost perspective, Snap cut 40% of spend across teams, reducing the number of tools the team uses and doing more with less.” Kiran Sharma Director of Security, Snap Finance “We chose Lightbeam because it offered us granular control and unique insights into our sensitive data, including the ability to figure out the identities associated with sensitive data, something no other solution matched.” David Hanna IT Security, Veridian Ready to see it in action? Discover what effortless, identity-first data security really looks like. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Insider Threat | UEBA & Anomaly Detection | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Expose Insider Threats in Real Time, Then Shut Them Down UEBA learns each user’s normal behavior, flags anomalies, and remediates in one console. Read Brochure Overview how we help THE LIGHTBEAM ADVANTAGE How it Works Resources Overview Overview how we help THE LIGHTBEAM ADVANTAGE How it Works Resources Insider Threat Protection Requires Understanding Identity and Access Detect and stop insider threats Sensitivity‑weighted scoring surfaces risk across SaaS, SMB, and M365, so analysts respond fast. See the impact instantly Every alert links people, access, and sensitivity, shrinking triage from days to minutes. Stop Threats Before Breaches Suspend sessions, revoke permissions, or quarantine files with policy playbooks, with no scripts. Identity‑centric UEBA + Governance: from anomaly to action Per‑user baselines, rich context, and one‑click remediation 95% Faster containment of ransomware. Automatically shut down accounts and file access when ransomware is detected. 80% Reduction in insider risk Use UEBA respond quickly to abnormal user behavior 40% Lower TCO for insider threat tools Consolidate tools for data security, governance, and insider threat to save cost. “If a data breach occurred, it could have been a $100,000 dollar issue. Now, using Lightbeam, the cost of potential data breaches becomes zero.” Chris O’Leary COO, Infinite Investment Systems Read Story THE LIGHTBEAM ADVANTAGE Behavior meets governance: detect, decide, remediate fast Behavioral intelligence Per‑user baselines adapt over time to spot stealthy insiders beyond simple velocity checks, then feed policy actions for decisive response. See UEBA in action Identity‑centric context Every anomaly is enriched with ownership, sensitivity, and access‑rights context, so you know whose data is at risk and why, instantly. Data Identity Graph One‑click containment Suspend live sessions, revoke permissions, or quarantine files automatically with Policy Playbooks, with no scripts or extra consoles required. Read About Automated Remediation Access governance built‑in Tie anomalies to real entitlements. Review and fix excessive or open access in the same console with audit‑ready evidence and CSV exports. See Access Governance How it Works Baselines, anomalies, context, automated response Lightbeam builds per‑user baselines, ingests events from SharePoint, SMB, Azure File Share, and SaaS apps, flags deviations, shows timelines, and auto‑triggers policy actions. Related use cases . Breach & Ransomware Prevent breaches & ransomware by spotting abnormal behavior, mapping data exposure, and enforcing least privilege. Learn More . Data Classification Improve classification by using AI to understand data context, not just patterns or keywords. Learn More . Privacy Operations Map personal data to people so you can automate DSRs, consent, and other privacy workflows with precision. Learn More What customers say about Lightbeam . “Lightbeam dramatically improved our PCI compliance processes, enabling accurate, efficient audits, and rapid response to potential compliance risks.” David Hanna IT Security, Veridian Read the Case Study “The alternative to not having a solution like Lightbeam would have been to hire 10 people to perform all of the functions it provides manually.” Martin Parent VP Operations, AGA Benefits Group Read the Case Study “With Lightbeam, we achieved custom document classification with just one click, a feature that would have likely been prohibitively manual and expensive with other tools.” David Eddings President, InfoObjects Read the Case Study FAQs Frequently Asked Questions How does Lightbeam UEBA cut false positives compared to legacy tools? Lightbeam learns per‑user baselines for reads, writes, deletes, and access frequency, then flags deviations weighted by data sensitivity and accessibility. Alerts arrive enriched with ownership, access‑rights, and identity context so analysts see who was affected and why. From the same console, you can suspend sessions, revoke access, or quarantine files, shrinking investigation time and ending alert ping‑pong. Read more about UEBA Which data sources and users does UEBA monitor for insider risk? UEBA continuously ingests events across SharePoint, SMB, Azure File Share, SaaS apps, and other data sources. It profiles workforce users, service accounts, and external collaborators to build adaptive baselines. When activity veers, like a five‑fold spike in writes or first‑time access to a sensitive folder, the anomaly is flagged with timeline and file‑level detail for drill‑down and response. Read more about UEBA Can Lightbeam automate containment and tie it to actual user rights? Yes. UEBA is integrated with Access Governance and Playbooks. You can auto‑suspend sessions, revoke permissions, remove group membership, or quarantine files in one click, with all actions immutably logged for auditors. Reviews and attestations live in the same console, so least‑privilege enforcement and incident response reinforce each other. See Automated Remediation Resources Browse Key Resources . Webinars Insider Risk Exposed: How to Detect and Contain Threats Before The Breach Learn More . Blog Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Learn More End alert fatigue now? See how UEBA turns insider‑risk noise into action with identity‑centric context. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Terms of services - www.lightbeam.ai Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . 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Promotions Privacy at Scale with DSR & Consent Automation | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Privacy at Scale Meet global privacy obligations with workflows that eliminate manual work data gathering. Get a Demo FIND YOUR USE CASE Overview Capabilities Key Benefits Use Cases Overview Overview Capabilities Key Benefits Use Cases Privacy that scales itself Legacy privacy requires chasing tickets and manual data gathering. Lightbeam links data to people, automates DSRs, consent, cookies, and unifies privacy operations with data security and governance, so compliance scales with growth. The Lightbeam Advantage End‑to‑end DSR automation, from intake to close Intake, data gathering, and fulfillment are completely automated. Centralized consent & cookie, unified across regions, teams Native consent, geo‑aware cookie banners, simplified deployment, with one audit trail. Identity ‑ centric mapping to people and purpose Data Identity Graph ties records to people for lawful fulfillment. Automated discovery of privacy data Scan and discover data continuously across structured, unstructured, and semi-structures sources so you have privacy data before you get requests. Traditional Industry Approach Ticket mazes & spreadsheets slow every request Manual intake and data gathering drives up cost and frustrates users.. Multiple systems with siloed consent and cookie management ACL‑centric tools miss people and purpose, leaving impact unclear. Complex privacy information with fragment audit trails Consent & cookie tools in silos fragment logs and create audit gaps. Manual tickets, legacy regex tools, and chasing of internal data Fulfilling privacy request requires chasing down manual tickets to find data on an individual. Automate privacy workflows from intake to verifiable evidence Privacy at Scale unites identity, consent, and access in one engine, across SaaS, cloud, and on-premises. Start with automation, not forms. Self‑service DSRs route to owners by default, use dynamic forms, and close with end‑to‑end evidence. Native consent management links preferences to identities and data in real time. Location‑aware cookie banners adapt by region, and SaaS integration streamlines deployment and logging. Govern consent and cookies globally, no extra platforms to buy, manage, or reconcile. Deploy once and manage everywhere. Deploy geo‑aware banners that respect regional law, then drive triggers through Google Tag Manager with category‑level control. Stream consent decisions back to one audit log and tie them to identities for rapid proof. From preference centers to third‑party tag gating, Lightbeam centralizes privacy signals so your team ships features without risking fines. All changes are recorded and exportable for regulators. KEY BENEFITS Cut privacy operations costs by up to 90% and prove compliance faster End‑to‑end DSR automation Automate intake, discovery, validation, and closure. Assign by request type, filter at speed, and export proofs instantly, shrinking response times and per‑request cost. Less chasing. Trusted consent at scale Capture and enforce user preferences natively, link them to identities, and keep one audit trail. No pricey add‑ons, just real‑time consent that scales with you. Updates keep audits clean. Audit‑ready evidence, fast Bulk RoPA, PIA, and DSR reports, plus object insights and immutable logs, make audits fast and defensible, even when regulators ask hard questions. Export one‑click evidence for reviewers. Identity‑centric precision Tie every decision to a person, purpose, and policy. Resolve owners, see access paths, and act without switching tools or losing context. Close the loop with playbooks and audit logs. Global, geo‑smart banners Serve the right cookie experience everywhere, EU, US, or elsewhere, then route consent states into GTM systems to control tags with certainty and zero code. Prove consent states for auditors. Explore Related Use Cases today . Data Access Governance See and control who can access sensitive data, enforcing least privilege automatically. Explore . Risk Scoring Prioritize threats with context‑aware scoring so teams fix the riskiest issues first. Explore . Data Retention and Minimization Find and enforce over retained or obsolete data and archive or delete it to reduce legal liability, risk, and storage costs. Explore Proof that privacy scales without extra headcount . “Achieving GDPR certification in just 45 days was like hitting fast‑forward on our growth. Lightbeam made the process seamless and efficient.” Sandeep Jain CEO, MonetizeNow Read Case Study FAQs Frequently Asked Questions How does Privacy at Scale cut costs up to 90% across DSRs, consent, and cookies? Automation replaces tickets and spreadsheets. Self‑service DSRs complete automatically; dynamic forms adapt per request; advanced filters speed closure. Native consent links preferences to identities, while geo‑aware banners and GTM triggers handle regional rules automatically. All actions are logged for audit, with typical DSR cost reductions and faster SLAs reported by teams. See Data Identity Graph Can Lightbeam adapt quickly to new regulations like GDPR, CCPA/CPRA, and Québec Law 25? Yes. Dynamic DSR forms, policy playbooks, and self‑service DPO controls update without code. RoPA, PIA, consent, and cookie workflows generate continuous proof. Case studies show teams meeting Law 25 requirements and achieving GDPR certification on tight timelines—without hiring sprees—thanks to automation and identity‑aware context. Explore Access Governance Does Lightbeam discover data in structured and unstructured data? Yes. LightBeam discovers sensitive data across structured, semi-structured, and unstructured sources. Using AI, NLP, and the Data Identity Graph, it scans databases, cloud apps, SaaS platforms, collaboration tools, and file shares. Unlike regex-only tools, LightBeam links data to the identities it describes and the users who can access it, delivering complete coverage and accurate risk detection. Discover Integrations RESOURCES Browse Key Resources . Video September 02, 2025 How to Automate Data Subject Requests (DSRs) with Lightbeam | DSR Compliance Made Easy Learn More . Blog DSR vs. DSAR: A Guide to Data Subject Requests Learn More . Blog Common Challenges and Mistakes when fulfilling DSRs (Data Subject Requests) Learn More Make privacy effortless now Automate DSRs, consent, and cookie compliance, no extra tools or headcount. Get a Demo . Lightbeam protects people by securing the data that defines th Why Lightbeam | Identity-Centric Data Security Platform Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Why Lightbeam? When organizations can see the people behind the data, they protect it differently. Data Security Starts with Identity Explore Data Identity Graph Human-Centric Security Lightbeam treats data security as a responsibility to the individuals behind the data, protecting human identity, not just data. Explore Data Identity Graph Explore Data Classification Contextual Visibility Link sensitive data to identity and business context, revealing who has access to whose data, instantly and accurately. Explore Data Classification Explore Automated Remediation Effortless Vigilance Lightbeam continuously remediates excessive access and risky exposure without manual effort, turning insights into action. Explore Automated Remediation Explore the Unified Platform Unified Governance Bring together data security, privacy automation, and governance in one AI-powered platform, with identity at the core. Explore the Unified Platform . About Us Decades of Experience. One Vision for Data Security Built by security veterans who’ve solved real-world data challenges. About Us Challenging the status quo Real Outcomes. Not Just Promises. 96% Data Classification Accuracy Unmatched accuracy for precise discovery, classification, and labeling. 40% Data Security Cost Reduction Boost efficiency by automating data security, privacy, and access governance. 90% Reduction of Unauthorized Access Enforce least privilege with automated access insights and controls. Real Results, Real Customers “From a cost perspective, Snap cut 40% of spend across teams, reducing the number of tools the team uses and doing more with less.” Kiran Sharma Director of Security, Snap Finance “We chose Lightbeam because it offered us granular control and unique insights into our sensitive data, including the ability to figure out the identities associated with sensitive data, something no other solution matched.” David Hanna IT Security, Veridian Ready to see it in action? Discover what effortless, identity-first data security really looks like. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Data Access Governance & Least Privilege Access | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Sensitive Data Access Governance Prove who can reach sensitive data, stop ransomware, and enforce least privilege. Get a Demo Find Your Use Case Overview Capabilities Key Benefits Use Cases Overview Overview Capabilities Key Benefits Use Cases Stopping Insider and Ransomware Threats Limited visibility into who can open sensitive data, manual access reviews, and slow response to ransomware, insider risk, and Copilot oversharing keep exposure high. The Lightbeam Advantage Identity-Centric Access Mapping See exactly who is accessing data and whose data is at stake. Automated Access Reviews Launch drive, folder, group, or user reviews and remediate in one screen. UEBA & Ransomware Defense Detect abnormal behavior, suspend sessions, revoke risky access, and quarantine files. Copilot & AI Governance Inspect prompts and files to prevent data leaking through AI agents. Traditional Industry Approach Permission Lists Without Context Static lists lack identity and data subject context, increasing risk. Spreadsheet-Based Reviews Manual exports and tickets slow down decisions and leave access open. Alerts Without Remediation Legacy tools notify but don’t act, forcing teams to triage manually. Blind to AI Oversharing Sensitive data flows uncontrolled to AI agents, circumventing access. Capabilities Identity-centric governance with automated risk reduction See who can access what, and whose data is at stake, then investigate, create policies, and remediate in one console with policy-driven automation. Lightbeam maps entitlements to real people through the Data Identity Graph, so you can answer exactly who can open sensitive files and why. Govern across SharePoint, Google Drive, SMB, Copilot, Amazon S3, and Salesforce. Track open and excessive access, auto-revoke on policy violations, and generate immutable logs. Create workflow-driven policies by drive, folder, group, or user, route actions through approvals where needed, and modernize legacy shares—all from one platform. From anomaly to action: connect high-risk signals to automated playbooks so sessions suspend and access revokes the moment risk spikes. When behavior spikes (mass writes, encryption bursts, or anomalous file access) Lightbeam enriches the event with identity and risk context. Govern Microsoft Copilot prompts, responses, and shared files the same way, correlating AI usage with entitlements to curb oversharing. Ransomware indicators and other risk signals trigger governance playbooks automatically, ensuring threats are stopped in seconds. KEY BENEFITS Prove least privilege, reduce exposure, and make audits move at speed Know who can access what Resolve every user, group, and path to a person and the data they can reach. Answer who can open sensitive files, and why, in a click to prioritize fixes. Stop ransomware spread Detects encryption spikes and Ransomware signals and auto-contains the blast radius in seconds. Audit-ready access reviews Launch access reviews by drive, folder, group, or user. Certify or revoke in one screen, then export immutable logs and CSV evidence aligned to SOC 2 and ISO 27001. Govern AI safely Capture AI prompts, responses, and shared files, tag sensitivity, and tie to entitlements so you can investigate and remediate sensitive data risk instantly. Spot insider threats UEBA flags abnormal insider activity, ransomware, and account takeovers to drive fast, policy-driven remediation. Related capabilities to explore . Data Security Posture Management Continuously monitor and improve your security posture to prevent breaches early. Explore . Ransomware Protection Detect and contain ransomware threats early to protect critical data and operations. Explore . Data Classification Classify data by identity, content, and context with AI for unmatched accuracy. Explore What customers say about access governance . “We see Lightbeam as central to our data governance strategy, enabling continuous protection of our members' information and compliance with evolving regulations.” David Hanna IT Security, Veridian Credit Union Read Case Study FAQs Frequently Asked Questions How is Lightbeam different from traditional access reviews or IAM tools, and what does it automate end‑to‑end for least privilege? Traditional tools list permissions without identity or sensitivity context, forcing manual correlation and tickets. Lightbeam maps rights to real people and whose data is at stake, launches drive/folder/group/user reviews, and auto‑revokes open or excessive access with audit‑ready logs, sustaining least privilege in one console. See Access Governance Can Lightbeam govern access when files aren’t flagged as sensitive, and how do file‑type and SMB policies help? Yes. Access governance spans every file, revealing open or excessive patterns other tools miss. Enforce policies by file type to keep risky formats in check, and apply folder‑level controls on SMB shares to modernize legacy systems, all with centralized logs and playbooks. Explore Data Classification How does Access Governance integrate with Copilot, UEBA, and ransomware protection to go from signal to fix fast? Copilot prompts, responses, and shared files are captured, classified, and tied to entitlements for safe AI use. UEBA flags anomalous access; ransomware detection spots mass encryption; both feed policy playbooks that suspend sessions or revoke access in seconds, with one audit trail from alert to action. Explore UEBA RESOURCES Browse Key Resources . Blog August 08, 2025 Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Learn More . Brochures Data Access Governance Learn More . News LightBeam Brings its AI Security and Governance Capabilities to Microsoft Copilot As Microsoft Copilot continues to gain millions of customers worldwide, AI security and governance vendor... Learn More Lock down access with clarity See identity‑centric access, automate least privilege, and stop insider threats. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Ser Why Your Risk Score Should Be Your Primary Security Metric Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Why Your Risk Score Should Be Your First Security Metric Wes Kennedy Security teams are burning out. Not because they lack skill, strategy, or commitment—but because they’re stuck fighting a rigged game. Most data security programs today are reactive by design, over-reliant on bloated dashboards, and plagued by ambiguity. The flood of tools claiming to “simplify” risk actually create more silos, more false positives, and more operational drag. The core issue isn’t just too many alerts. It’s the absence of true signal—a clear, quantifiable understanding of where the real risk is, what’s driving it, and how to act on it. Risk Scoring from LightBeam changes that equation. It introduces a smarter, sharper way to measure risk—built for modern environments where sensitive data is everywhere, and yesterday’s checklists are no longer enough. When More Tools Mean Less Security A little while back we did a deep dive into what Data Security Posture Management (DSPM) is and how it can contribute to your security program. Today we will dive a bit deeper into how LightBeam is moving the DSPM category forward with risk scoring. Today’s DSPM ecosystem is a tangle of half-connected platforms. One tool discovers data. Another labels it. A third attempts to track access. Meanwhile, security teams are expected to manually reconcile inconsistent outputs from dozens of dashboards, each offering a partial view of the risk landscape. That fragmentation leads to analysis paralysis—a common challenge where security teams are overwhelmed by too many signals, too many tools, and too little context. The result isn’t better visibility, but slower decision-making. Instead of enabling action, fragmented DSPM architectures bog down security teams with a flood of low-value alerts and disconnected insights. Risk Scoring turns that chaos into coherence. Instead of asking teams to decipher thousands of alerts, it delivers a single, unified metric that reflects how risky any given file, folder, or system truly is—so you can stop reacting and start prioritizing. A Smarter Signal in the Noise What makes our Risk Scoring different isn’t just the technology—it’s the philosophy. This isn’t a cosmetic overlay on top of legacy DSPM. It’s a rethinking of how risk should be quantified in a world where sensitive data is scattered across SaaS apps, cloud buckets, internal servers, and everything in between. Risk scores are generated by analyzing the type and volume of sensitive data attributes, exposure context, and other key indicators of data sensitivity. Customers can also customize the risk weight of specific attributes to reflect their business priorities or regulatory environment—whether that means prioritizing PCI data for retail compliance, PHI for healthcare, or internal IP for competitive risk. Instead of relying on generic severity levels, the framework delivers a numerical score that reflects the true risk posture of any given file, folder, or repository. That clarity enables security teams to filter for high-risk assets, benchmark posture across business units or geographies, and take decisive, well-prioritized action. You’re no longer reacting to red alerts—you’re responding to real insight, at scale. Don’t Wait for Risk to Strike Conventional DSPM tools are essentially forensic. They look backwards. Something happened—now figure out why. But in data security, hindsight doesn’t cut it. Breaches move fast. Ransomware doesn’t wait for analysis. And by the time a manual investigation surfaces a threat, it’s often too late. Risk Scoring moves DSPM into the future. By continuously analyzing the security posture of your data estate—across structured, unstructured, and semi-structured environments—it exposes risk concentrations before they erupt. That allows security teams to shift from reactive firefighting to proactive decision-making, targeting the riskiest areas with confidence and speed. Think of it not as an alarm, but as a weather system—forecasting risk with precision and giving you the time and tools to prepare. Goodbye Guesswork, Hello Instant Remediation Imagine a sensitive file accidentally shared with an entire company via an internal wiki. A legacy system might flag it hours later—maybe—and then send a generic alert requiring human triage. By then, it’s too late. Exposure has occurred, the audit trail is muddy, and the cleanup is messy. With LightBeam, the moment a violation is detected—such as open access on a high-risk file—automated remediation can kick in. Access can be revoked instantly. A notification goes out. The risk score updates. And the entire action is logged for audit and compliance purposes. This isn’t about generic automation. It’s about smart, context-aware enforcement driven by data intelligence. You don’t have to rely on humans to catch every leak—or chase every false positive. The system acts decisively, and your team gets back precious hours. Compliance Shouldn’t Be Chaos Audits. Consent logs. Retention policies. The volume of regulatory requirements facing security and privacy teams has exploded—and most organizations still rely on brittle, manual workflows to keep up. The consequence isn’t just inefficiency. It’s exposure. Risk Scoring helps cut through that complexity by revealing which data is most sensitive, most exposed, and most likely to trigger compliance risk. Whether preparing for a GDPR audit or tightening controls around regulated data types, teams gain the insight needed to take confident, prioritized action. The Future of DSPM is Data-Driven It’s clear: the old model of DSPM no longer works. It wasn’t built for today’s scale, speed, or complexity. What organizations need now is a platform that doesn’t just surface problems—but orchestrates solutions. That starts with knowing what to prioritize. With Risk Scoring from LightBeam, you gain: – Context-rich, numerical assessments of sensitive data risk – Visual density maps that guide remediation strategy – Automated enforcement of policies tied to data classification – Seamless integration into your existing workflows – A platform grounded in identity, not infrastructure This isn’t just a new feature. It’s a new foundation. Join the Clarity Movement DSPM should give teams confidence, not confusion. Risk Scoring marks a turning point—away from scattershot detection and toward structured, intelligent defense. It’s not about doing more. Ransomware Protection & Data Breach Prevention Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Data Breach & Ransomware Protection Prevent breaches and ransomware by controlling access to sensitive data. Read Brochure overview How we help THE LIGHTBEAM ADVANTAGE HOW IT WORKS Resources Overview overview How we help THE LIGHTBEAM ADVANTAGE HOW IT WORKS Resources Untracked Access and Fast Attacks Put Data at Risk Hidden Risk Everywhere Shadow data, open shares, and forgotten backups let attackers in to steal at scale. Ransomware Moves Fast High-velocity encryption spreads in minutes, while alerts without context arrive too late. Victim Trust Evaporates Lost data means lost customers. Reputation damage lingers long after the breach response. Business Outcomes Delivered Reduce Breach Surface and Contain Ransomware Instantly 90% Less exposed data Cut risk by reducing open, overshared, and overretained files with sensitive data. 75% Faster ransomware containment Detect encryption surges, isolate compromised accounts, and contain threats in seconds. 95% Breach cost avoided Limit the blast radius of incidents and determine exactly what data and whose data was compromised. “If a data breach occurred, it could have been a $100,000 issue. Now, with the Lightbeam platform, the cost of potential breaches becomes zero.” Chris O’Leary COO, Infinite Investment Systems Read Story THE LIGHTBEAM ADVANTAGE Automate Away Breach & Ransomware Risk Instant Data Clarity LightBeam lights up every sensitive data attribute, owner, and permission so security teams can spot exposures or ransomware blast radius instantly—without stale spreadsheets. Explore Data Identity Graph Self-Healing Access Set guardrails once, then let automation revoke risky shares, stop mass encryption, and lock down accounts before breaches spread. Explore Access Governance Single Source of Truth Converge DSPM, ransomware defense, and access governance in one console, eliminating silos and delivering executive-ready reports. Explore Our Platform Ransomware Protection UEBA baselines detect encryption or deletion bursts. Analysts can suspend sessions, revoke access, or quarantine accounts in one click. See How Lightbeam Stops Ransomware HOW IT WORKS Map, Monitor, and Contain Threats in Seconds LightBeam discovers sensitive data, maps it to real identities, monitors risky access, and automatically remediates exposures. Ransomware-style surges are detected in real time and contained instantly. Extend protection across these related use cases . Data Security Posture Management (DSPM) Discover and classify structured and unstructured data, surface risk, and reduce exposure at scale. Learn More . Data Access Governance (DAG) Enforce least privilege by ensuring only the right people access the right data, with full context. Learn More . Ransomware Protection Lightbeam detects rapid encryption or deletion, then auto-contains threats by revoking access, suspending sessions, and showing who, what, and where in one click. Learn More . User and Entity Behavior Analysis Lightbeam detects insider risk by baselining user behavior on sensitive data, then flags and remediates threats, showing who’s at risk, what moved, and why. Learn More Customers who love their results . “Lightbeam dramatically improved our PCI compliance processes, enabling accurate, efficient audits, and rapid response to potential compliance risks.” David Hanna, IT Security, Veridian Read the Case Study “Lightbeam can cover 90% of processes we were doing with four different tools, meaning we can cut back on the tools and resources needed to perform and scale.” Kiran Sharma, Director of Security, Snap Finance Read the Case Study Quick Answers Frequently Asked Questions How does Lightbeam detect a breach faster than traditional DLP? Unlike DLP tools that look only at content patterns, the Lightbeam Data Identity Graph maps every sensitive element to its owner and typical access context. When an unusual movement or sharing event occurs, the platform raises an alert within minutes and can trigger automated remediation workflows. This contextual approach spots breaches early while reducing false positives. Out Platform Can we deploy the platform on-premises to keep data and metadata inside our own walls? Yes. Lightbeam supports SaaS, private cloud, and fully on-premises deployments. With private cloud and on-premises deployments, your data never leaves your control. Explore Our Platform Does Risk Scoring automatically revoke access when a file is risky? Risk Scoring surfaces risk based on the content’s sensitivity and customizable weighting you define. It does not directly revoke access. Security teams can, however, build policies that act on high-risk scores, such as alerting, labeling, or revoking permissions, using the playbooks engine in the Lightbeam platform. Dive into Risk Scoring Resources Browse Key Resources . Blog October 28, 2024 AI Regulatory Scenario in the US Learn More . Blog AI and Employee Privacy: Important Considerations for Employers Learn More . Blog Achieving CPRA Compliance Requires a Strong DSPM Strategy Learn More Ready to Protect Yourself from Breaches and Ransomware? Request a personalized demo to see how you can lower the risk of a data breach or ransomware attack. Get a Demo . Lightbeam protects people by securing the data that defines them, unifying data security, privacy, and governance so organizations earn trust and reduce risk. Solutions Platform Why Lightbeam Resources Use Cases Data Identity Graph Customers Newsroom Industries Capabilities Company Careers Regulations Integrations Partners your privacy Privacy Policy Trust Center SUBSCRIBE TO OUR NEWSLETTER . --> ©2026 Lightbeam.ai All rights reserved Terms of Service Integrations | Connect Any Data Source with Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cases Data Security Posture Management Access Governance Privacy Operations Data Classification Breach & Ransomware Data Retention Insider Threat AI Security Industries Industries Industries Financial Services Retail & Hospitality Technology Healthcare Education Regulations Regulations Regulations GDPR CCPA PCI/DSS Québec’s Law 25 HIPAA View All Solutions Platform Platform Back Capabilities Capabilities Capabilities Data Security Posture Management Access Governance Risk Scoring Automated Remediation Data Classification Privacy at Scale Ransomware Protection UEBA Data Identity Graph Data Identity Graph Data Identity Graph Frequently Asked Questions Integrations Brochures Identity-Centric Data Security Brochure Read More View Platform Overview Why Lightbeam Why Lightbeam Back Overview Overview Overview Customers Case Studies Case Studies Snap Finance turns to Lightbeam as an Integral Data Protection Partner Read Case Study Resources Resources Back Resource Center Resource Center Resource Center Blogs Case Studies Brochures Videos Reports Whitepapers Webinars Events Case Studies DSPM on Google Cloud - Hypergrowth AI Company Ensures Data Security at Scale Read Case Study Company Company Back Company Overview Company Overview Company Overview Partners Press Releases News Careers Contact Us Posts Summer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct Read Post Get A Demo Get A Demo . Integrations With native integration for key enterprise applications, Lightbeam provides a unified platform for sensitive data security, privacy, and governance. M365 Lightbeam connects easily to Microsoft 365 APIs including SharePoint, OneDrive, Outlook, and Teams to discover and protect sensitive data with identity-centric AI. Customers discover, classify, security, and enforce governance policies for sensitive data that reduce risk and simplifies compliance. Lightbeam also enhances Microsoft Purview by improving the accuracy and classification of DLP labels. AWS Resources Lightbeam connects directly to Amazon S3 to discover, classify, and protect sensitive data stored in buckets. With identity-centric data security, customers gain visibility into who can access what, detect exposures, and enforce retention policies. Lightbeam automates governance and access reviews across S3, helping organizations reduce risk and extend security and compliance across their AWS environment. SQL Databases Lightbeam integrates with SQL databases to discover, classify, and protect sensitive data within structured tables and clusters. Using identity-centric data security and its data identity graph, customers gain a clear view of PII linked to individuals, detect obsolete or over-retained records, and enforce retention policies. Lightbeam automates governance and compliance, reducing risk across structured data repositories. NoSQL Databases Lightbeam connects to NoSQL databases to discover, classify, and secure sensitive data across collections and documents. With identity-centric AI, customers gain visibility into PII, financial, and health data stored in dynamic schemas. Lightbeam detects exposures, enforces retention rules, and automates governance, helping organizations reduce risk and meet compliance across their NoSQL environments. Data Warehouses Lightbeam integrates with data warehouses to discover, classify, and protect sensitive data across large-scale structured repositories. With identity-centric AI, customers gain visibility into PII and other regulated attributes, trace data back to the individuals it represents, and detect oversharing or retention risks. Lightbeam automates governance, access reviews, and compliance, ensuring secure and trusted analytics environments. File Apps Lightbeam connects to file apps like OneDrive, SharePoint, and Dropbox to discover, classify, and secure sensitive data across user files and shared folders. With identity-centric AI, customers see exactly who can access what, detect oversharing, and enforce retention policies. Lightbeam automates governance and access reviews, helping organizations reduce risk and simplify compliance across all file collaboration platforms. Email Apps Lightbeam integrates with email apps like Outlook and Gmail to discover, classify, and secure sensitive data within messages and attachments. With identity-centric AI, customers gain visibility into PII and regulated data, trace exposures to the people involved, and detect risky sharing. Lightbeam automates governance, retention, and compliance, helping organizations reduce breach risk while enabling secure and trusted communication. Messaging Apps Lightbeam connects to messaging apps like Microsoft Teams and Slack to discover, classify, and secure sensitive data shared in chats, channels, and file attachments. With identity-centric AI, customers gain visibility into regulated data and the people it belongs to, detect risky sharing or oversharing, and enforce governance policies. Lightbeam automates retention, access reviews, and compliance, reducing risk while keeping collaboration secure. Web Apps Lightbeam integrates with web apps like Jira, Confluence, and others to discover, classify, and secure sensitive data embedded in tickets, pages, and attachments. With identity-centric AI, customers see which users and teams access regulated information, detect oversharing, and enforce retention or compliance policies. Lightbeam automates governance and access reviews across collaborative work apps, reducing risk while keeping productivity flowing. On-prem Storage Lightbeam connects to on-prem storage like SMB file shares to discover, classify, and protect sensitive data across legacy repositories. With identity-centric AI, customers gain visibility into who has access to critical files, detect oversharing, and enforce retention policies. Lightbeam automates governance and access reviews, extending modern data security and compliance to on-prem environments. Ticketing Systems Lightbeam integrates with ticketing systems like ServiceNow, Jira, and Zendesk to discover, classify, and secure sensitive data within tickets, attachments, and workflows. With identity-centric AI, customers gain visibility into PII, financial, and health data tied to support interactions, detect oversharing, and enforce governance policies. Lightbeam automates retention, compliance, and access reviews, reducing risk while keeping service operations efficient and trusted. Logging Systems Lightbeam integrates with logging systems to discover, classify, and secure sensitive data hidden in support, build, and application logs. With identity-centric AI, customers gain visibility into PII, IP addresses, and credentials that often slip into logs. Lightbeam detects sensitive data crossing geographic boundaries, enforces governance policies, and automates compliance—making it simple to reduce risk while maintaining operational transparency. CRM Systems Lightbeam integrates with CRM systems like Salesforce and HubSpot to discover, classify, and protect sensitive customer data across accounts, contacts, and communications. With identity-centric AI, customers see which records contain PII or regulated data, who can access them, and where exposures exist. Lightbeam also enforces consent management and retention policies, automating governance and access reviews to reduce risk and maintain trusted customer relationships. HR Systems Lightbeam integrates with HR systems like Workday, SuccessFactors, and BambooHR to discover, classify, and protect sensitive employee data across profiles, payroll, and performance records. With identity-centric AI, customers gain visibility into PII, health, and financial data, understand who can access it, and detect exposures. Lightbeam automates governance, consent management, and retention policies, ensuring compliance with labor and Data Classification & Sensitive Data Labeling | Lightbeam Solutions Solutions Back Use Cases Use Cases Use Cas
Showing first 200,000 of 423,519 chars · Full corpus: output/lightbeam-ai/full-text.txt
◈ Crawled Pages — Provenance Chain
Law I — Provenance · Law III — Reverse Ontology · source: https://www.lightbeam.ai/ Visit Source ↗
Root-LD — Traveling Context Pod v1.0 · gdr-f8eb0d24 · three layers
47
Graph Edges
60,953
Tokens Measured
0.0922
Type-Token Ratio
47
Schema Blocks
35%
Schema Coverage
Root-LD is the traveling context pod for this entity — permanent, provenance-grounded. The head <script> block is machine-readable. This section shows the same data to humans. We show the work in both spaces.
Layer 1 — Anchor · Immutable after mint. UUID, federation_id, content hash, timestamps. A new crawl appends to recursive — the anchor is never touched. Law I — Provenance.
rld:anchor — gdr-f8eb0d24
{
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  "federation_id": "gdr-f8eb0d24",
  "sequence": 0,
  "content_hash": "5847058893f7db82cb3b1c153c610040c3891cbc864f18b63b48c23009f77fa3",
  "primary_source": "https://www.lightbeam.ai/",
  "source_verified": true,
  "generation_method": "crawl_extract_v1",
  "spec_version": "1.0",
  "queued_at": "2026-05-12T18:53:07.452079+00:00",
  "minted_at": "2026-05-12T18:53:07.452079+00:00"
}
Layer 2 — Body · Complete measurement snapshot frozen at mint. Identity, SEO, schema graph, six-layer topology fingerprint, ratio signals, navigation. Law II — Temporal Attestation.
rld:body — lightbeam.ai
{
  "domain": "lightbeam.ai",
  "canonical_url": "https://www.lightbeam.ai/",
  "tld": "ai",
  "slug": "lightbeam-ai",
  "status_code": 200,
  "redirect_chain": [],
  "response_time_ms": 4847,
  "ssl_valid": true,
  "server_header": "cloudflare",
  "title": "DSPM Security, Privacy, & Data Access Governance | Lightbeam",
  "h1": "Protect the Human Behind the Data",
  "meta_description": "LightBeam unifies DSPM, data discovery, classification, governance, and privacy automation to protect sensitive data and reduce risk at scale.",
  "lang_declared": "en-US",
  "schema_types": [
    "WebPage",
    "ReadAction",
    "BreadcrumbList",
    "ListItem",
    "WebSite",
    "SearchAction",
    "EntryPoint",
    "PropertyValueSpecification",
    "Organization",
    "ImageObject",
    "Article",
    "CommentAction",
    "Person"
  ],
  "schema_score": 0.3512,
  "schema_prop_count": 33,
  "schema_gap_list": [
    "significantLink",
    "mainContentOfPage",
    "reviewedBy",
    "speakable",
    "lastReviewed",
    "specialty",
    "relatedLink",
    "funding",
    "provider",
    "genre",
    "accessModeSufficient",
    "acquireLicensePage",
    "temporalCoverage",
    "thumbnail",
    "displayLocation",
    "archivedAt",
    "digitalSourceType",
    "assesses",
    "license",
    "keywords"
  ],
  "top_semantic_words": [
    "data",
    "lightbeam",
    "security",
    "identity",
    "access",
    "case",
    "risk",
    "overview",
    "governance",
    "platform",
    "graph",
    "resources",
    "ransomware",
    "studies",
    "capabilities",
    "cases",
    "regulations",
    "study",
    "sensitive",
    "solutions",
    "center",
    "industries",
    "classification",
    "compliance",
    "scale",
    "resource",
    "posture",
    "demo",
    "protection",
    "management",
    "insider",
    "customers",
    "remediation",
    "automated",
    "dspm",
    "brochures",
    "centric",
    "pci",
    "breach",
    "explore"
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  "ratio_signals": {
    "schema_density": 0.825,
    "nav_ratio": 0.2659,
    "content_to_structure_ratio": 0.167923,
    "external_tld_diversity": 2,
    "self_declaration_coherence": 0.3014,
    "schema_to_navigation_alignment": 0.0,
    "javascript_surface_ratio": 0.0,
    "url_depth_distribution": {
      "depth_0": 48,
      "depth_1": 38,
      "depth_2": 14,
      "depth_3plus": 152
    }
  },
  "semantic_html_ratio": 0.0,
  "javascript_surface_ratio": 0.0,
  "img_alt_coverage": 0.0,
  "robots_complexity_score": 0,
  "ariadne_blocked": false,
  "security_label": "STRONG",
  "https_enforced": true,
  "freshness_label": "CURRENT",
  "tld_starjet_url": "https://globaldataregistry.com/registry/tld/ledger/ai",
  "schema_starjet_urls": [
    "https://globaldataregistry.com/registry/schema/ledger/webpage",
    "https://globaldataregistry.com/registry/schema/ledger/readaction",
    "https://globaldataregistry.com/registry/schema/ledger/breadcrumblist",
    "https://globaldataregistry.com/registry/schema/ledger/listitem",
    "https://globaldataregistry.com/registry/schema/ledger/website",
    "https://globaldataregistry.com/registry/schema/ledger/searchaction",
    "https://globaldataregistry.com/registry/schema/ledger/entrypoint",
    "https://globaldataregistry.com/registry/schema/ledger/propertyvaluespecification",
    "https://globaldataregistry.com/registry/schema/ledger/organization",
    "https://globaldataregistry.com/registry/schema/ledger/imageobject",
    "https://globaldataregistry.com/registry/schema/ledger/article",
    "https://globaldataregistry.com/registry/schema/ledger/commentaction",
    "https://globaldataregistry.com/registry/schema/ledger/person"
  ],
  "native_text_sample": "SOLUTIONS\nPLATFORM\nWHY LIGHTBEAM\nRESOURCES\nCOMPANY\nGET A DEMO\nProtect the Human Behind the Data\n\nSimplify data security, enforce governance, and protect privacy at scale\n\nGET A DEMO\nFIND YOUR USE CASE\nTHE RISKS ARE BIGGER THAN YOU THINK\nToday’s data environment is stacked against you\nWHAT WE DO\nAn identity-centric approach to data security\n\nWe connect data to the people it represents, securing sensitive data, protecting privacy, and reducing risk in real time.\n\n.\nDISCOVERY\nScan for Sensitive Dat",
  "topology_fingerprint_version": "1.0.0"
}
Layer 3 — Recursive · Empty at mint. Grows forever through accumulated corpus passes. Common edges (Law V), uncommon edges (Law VI), topology cluster scores. The graph builds itself. Law VII — Torus.
rld:recursive — edge_count=0
{
  "edges": [],
  "appended_at": [],
  "edge_count": 0
}
Root-LD v1.0 · root-ld.org · Law I+II+VII root-ld.org ↗
Schema.org Intelligence scored · graph traversal · Law VI negative space
35% coverage · 13 types · 33 props · 49 gaps · click to expand
35%
Schema Utilization Score
PARTIAL COVERAGE — GAPS IDENTIFIED
schema.org v2.0.0 · 33 props extracted · 49 gaps · https://www.lightbeam.ai/
CreativeWorkWebPageReadActionBreadcrumbListListItemWebSite
◈ Schema Graph — Three-Direction Traversal
Declared: WebPage · ReadAction · BreadcrumbList · ListItem · WebSite · SearchAction · EntryPoint · PropertyValueSpecification · Organization · ImageObject · Article · CommentAction · Person
✓ Implemented
urlownhttps://www.lightbeam.ai/
nameownDSPM Security, Privacy, & Data Access Governance | Lightbeam
isPartOfownhttps://www.lightbeam.ai/#website
aboutownhttps://www.lightbeam.ai/#organization
datePublishedown2025-05-07T04:32:33+00:00
dateModifiedown2025-11-27T12:21:16+00:00
descriptionownLightBeam unifies DSPM, data discovery, classification, governance, and privacy automation to protect sensitive data and reduce risk at scale.
breadcrumbownhttps://www.lightbeam.ai/#breadcrumb
inLanguageownen-US
potentialActionown[ReadAction]
targetownhttps://www.lightbeam.ai/
itemListElementownHome
positionown1
publisherownhttps://www.lightbeam.ai/#organization
query-inputown[PropertyValueSpecification]
urlTemplateownhttps://www.lightbeam.ai/?s={search_term_string}
valueRequiredownTRUE
valueNameownsearch_term_string
logoownhttps://www.lightbeam.ai/#/schema/logo/image/
imageownhttps://www.lightbeam.ai/#/schema/logo/image/
contentUrlownhttps://www.lightbeam.ai/wp-content/uploads/2025/08/lightbeam-2.png
widthown233
heightown46
captionownwww.lightbeam.ai
itemownhttps://www.lightbeam.ai/
authorownWes Kennedy
headlineownSummer Release 2025: Stop Ransomware Faster, Spot Insider Risk Sooner, and Prove Access is Correct
mainEntityOfPageownhttps://www.lightbeam.ai/resources/blogs/summer-release-2025-stop-ransomware-faster-spot-insider-risk-sooner-and-prove-a
wordCountown14
commentCountown0
thumbnailUrlownhttps://www.lightbeam.ai/wp-content/uploads/2025/09/New-Website-Design-Thumbnails-for-Blogs-357-x-201-px.png
articleSectionownData Governance
primaryImageOfPageownhttps://www.lightbeam.ai/resources/blogs/summer-release-2025-stop-ransomware-faster-spot-insider-risk-sooner-and-prove-a
✗ Not Implemented / Gap
emailgap
numberOfEmployeesgap
openingHoursgap
contactPointgap
slogangap
keywordsgap
sameAsgap
aggregateRatinggap
identifiergap
geogap
addressgap
areaServedgap
hasOfferCataloggap
priceRangegap
knowsAboutgap
alternateNamegap
foundingDategap
legalNamegap
telephonegap
significantLinkgap
mainContentOfPagegap
reviewedBygap
speakablegap
lastReviewedgap
specialtygap
relatedLinkgap
fundinggap
providergap
genregap
accessModeSufficientgap
acquireLicensePagegap
temporalCoveragegap
thumbnailgap
displayLocationgap
archivedAtgap
digitalSourceTypegap
assessesgap
licensegap
CreativeWorkancestor +1schema.org/CreativeWork ↗12/111 (10%)
The most generic kind of creative work, including books, movies, photographs, software programs, etc.
wordCountpublisherthumbnailUrlcommentCountheadlineauthordatePublishedinLanguageaboutposition
fundingprovidergenreaccessModeSufficientacquireLicensePagetemporalCoveragethumbnaildisplayLocationarchivedAtdigitalSourceType
Thingancestor +2schema.org/Thing ↗6/13 (46%)
The most generic type of item.
namemainEntityOfPagepotentialActiondescriptionurlimage
sameAsadditionalTypeidentifierownersubjectOfalternateNamedisambiguatingDescription
SoftwareApplicationsibling via CreativeWorkschema.org/SoftwareApplication ↗23 exclusive
A software application.
fileSizecountriesSupportedfeatureListprocessorRequirementsstorageRequirementsreleaseNotessoftwareRequirementsoperatingSystem
MediaObjectsibling via CreativeWorkschema.org/MediaObject ↗18 exclusive
A media object, such as an image, video, audio, or text object embedded in a web page or a downloadable dataset i.e. DataDownload. Note that a creative work may
durationassociatedArticleheightstartTimeplayerTypesha256uploadDateineligibleRegion
VisualArtworksibling via CreativeWorkschema.org/VisualArtwork ↗13 exclusive
A work of art that is primarily visual in character.
weightheightcoloristartworkSurfaceartistartformdepthartEdition
CreativeWorkSeasonsibling via CreativeWorkschema.org/CreativeWorkSeason ↗10 exclusive
A media season, e.g. TV, radio, video game etc.
endDateseasonNumberactorepisodestartDatetrailernumberOfEpisodespartOfSeries
Coursesibling via CreativeWorkschema.org/Course ↗10 exclusive
A description of an educational course which may be offered as distinct instances which take place at different times or take place at different locations, or b
numberOfCreditssyllabusSectionseducationalCredentialAwardedhasCourseInstancetotalHistoricalEnrollmentfinancialAidEligiblecoursePrerequisitesoccupationalCredentialAwarded
MusicCompositionsibling via CreativeWorkschema.org/MusicComposition ↗10 exclusive
A musical composition.
recordedAsfirstPerformancelyricsmusicArrangementlyricistcomposeriswcCodemusicCompositionForm
TVSeriessibling via CreativeWorkschema.org/TVSeries ↗10 exclusive
CreativeWorkSeries dedicated to TV broadcast and associated online delivery.
containsSeasonmusicByactornumberOfSeasonsepisodetrailertitleEIDRnumberOfEpisodes
Reviewsibling via CreativeWorkschema.org/Review ↗9 exclusive
A review of an item - for example, of a restaurant, movie, or store.
itemReviewedassociatedClaimReviewpositiveNotesreviewAspectnegativeNotesassociatedMediaReviewreviewRatingassociatedReview
Clipsibling via CreativeWorkschema.org/Clip ↗9 exclusive
A short TV or radio program or a segment/part of a program.
endOffsetmusicBypartOfSeasonclipNumberactorpartOfSeriespartOfEpisodestartOffset
Episodesibling via CreativeWorkschema.org/Episode ↗9 exclusive
A media episode (e.g. TV, radio, video game) which can be part of a series or season.
durationmusicBypartOfSeasonactortrailerepisodeNumberpartOfSeriesproductionCompany
Messagesibling via CreativeWorkschema.org/Message ↗9 exclusive
A single message from a sender to one or more organizations or people.
toRecipientccRecipientdateReceivedrecipientdateReaddateSentbccRecipientmessageAttachment
HowTosibling via CreativeWorkschema.org/HowTo ↗8 exclusive
Instructions that explain how to achieve a result by performing a sequence of steps.
prepTimetoolstepyieldsupplyestimatedCosttotalTimeperformTime
Moviesibling via CreativeWorkschema.org/Movie ↗8 exclusive
A movie.
durationmusicByactortrailertitleEIDRsubtitleLanguageproductionCompanydirector
ExercisePlansibling via CreativeWorkschema.org/ExercisePlan ↗8 exclusive
Fitness-related activity designed for a specific health-related purpose, including defined exercise routines as well as activity prescribed by a clinician.
exerciseTypeworkloadintensityrepetitionsactivityFrequencyrestPeriodsadditionalVariableactivityDuration
HowToDirectionsibling via CreativeWorkschema.org/HowToDirection ↗8 exclusive
A direction indicating a single action to do in the instructions for how to achieve a result.
duringMediaprepTimetoolsupplybeforeMediatotalTimeperformTimeafterMedia
RealEstateListingchild / upgradeschema.org/RealEstateListing ↗+2 props
A [[RealEstateListing]] is a listing that describes one or more real-estate [[Offer]]s (whose [[businessFunction]] is typically to lease out, or to sell). The
datePostedleaseLength
MedicalWebPagechild / upgradeschema.org/MedicalWebPage ↗+1 props
A web page that provides medical information.
medicalAudience
QAPagechild / upgradeschema.org/QAPage ↗+0 props
A QAPage is a WebPage focussed on a specific Question and its Answer(s), e.g. in a question answering site or documenting Frequently Asked Questions (FAQs).
ContactPagechild / upgradeschema.org/ContactPage ↗+0 props
Web page type: Contact page.
AboutPagechild / upgradeschema.org/AboutPage ↗+0 props
Web page type: About page.
ProfilePagechild / upgradeschema.org/ProfilePage ↗+0 props
Web page type: Profile page.
CollectionPagechild / upgradeschema.org/CollectionPage ↗+0 props
Web page type: Collection page.
ItemPagechild / upgradeschema.org/ItemPage ↗+0 props
A page devoted to a single item, such as a particular product or hotel.
CheckoutPagechild / upgradeschema.org/CheckoutPage ↗+0 props
Web page type: Checkout page.
SearchResultsPagechild / upgradeschema.org/SearchResultsPage ↗+0 props
Web page type: Search results page.
FAQPagechild / upgradeschema.org/FAQPage ↗+0 props
A [[FAQPage]] is a [[WebPage]] presenting one or more "[Frequently asked questions](https://en.wikipedia.org/wiki/FAQ)" (see also [[QAPage]]).
◈ Structural Negative Type Space — Constitutional Law VI
◈ Action Branch

No structural connection to the Action branch. Graph position measurement. schema.org/Action ↗ · Law III — meaning is yours.

◈ BioChemEntity Branch

No structural connection to the BioChemEntity branch. Graph position measurement. schema.org/BioChemEntity ↗ · Law III — meaning is yours.

◈ Event Branch

No structural connection to the Event branch. Graph position measurement. schema.org/Event ↗ · Law III — meaning is yours.

◈ Intangible Branch

No structural connection to the Intangible branch. Graph position measurement. schema.org/Intangible ↗ · Law III — meaning is yours.

◈ MedicalEntity Branch

No structural connection to the MedicalEntity branch. Graph position measurement. schema.org/MedicalEntity ↗ · Law III — meaning is yours.

◈ Organization Branch

No structural connection to the Organization branch. Graph position measurement. schema.org/Organization ↗ · Law III — meaning is yours.

◈ Person Branch

No structural connection to the Person branch. Graph position measurement. schema.org/Person ↗ · Law III — meaning is yours.

◈ Place Branch

No structural connection to the Place branch. Graph position measurement. schema.org/Place ↗ · Law III — meaning is yours.

◈ Product Branch

No structural connection to the Product branch. Graph position measurement. schema.org/Product ↗ · Law III — meaning is yours.

◈ Taxon Branch

No structural connection to the Taxon branch. Graph position measurement. schema.org/Taxon ↗ · Law III — meaning is yours.

◈ Gap List (49 properties unmapped)
significantLinkmainContentOfPagereviewedByspeakablelastReviewedspecialtyrelatedLinkfundingprovidergenreaccessModeSufficientacquireLicensePagetemporalCoveragethumbnaildisplayLocationarchivedAtdigitalSourceTypeassesseslicensekeywordshasPartfunderaccessModeaggregateRatingmaterialaccessibilityControlrecordedAtmaintainertimeRequiredisBasedOn
+19 more gaps not shown
◈ Source Schema.org — Raw Extraction (47 blocks)
Block 1 · @type: unknown
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "WebPage",
      "@id": "https://www.lightbeam.ai/",
      "url": "https://www.lightbeam.ai/",
      "name": "DSPM Security, Privacy, & Data Access Governance | Lightbeam",
      "isPartOf": {
        "@id": "https://www.lightbeam.ai/#website"
      },
      "about": {
        "@id": "https://www.lightbeam.ai/#organization"
      },
      "datePublished": "2025-05-07T04:32:33+00:00",
      "dateModified": "2025-11-27T12:21:16+00:00",
      "description": "LightBeam unifies DSPM, data discovery, classification, governance, and privacy automation to protect sensitive data and reduce risk at scale.",
      "breadcrumb": {
        "@id": "https://www.lightbeam.ai/#breadcrumb"
      },
      "inLanguage": "en-US",
      "potentialAction": [
        {
          "@type": "ReadAction",
          "target": [
            "https://www.lightbeam.ai/"
          ]
        }
      ]
    },
    {
      "@type": "BreadcrumbList",
      "@id": "https://www.lightbeam.ai/#breadcrumb",
      "itemListElement": [
        {
          "@type": "ListItem",
          "position": 1,
          "name": "Home"
        }
      ]
    },
    {
      "@type": "WebSite",
      "@id": "https://www.lightbeam.ai/#website",
      "url": "https://www.lightbeam.ai/",
      "name": "www.lightbeam.ai",
      "description": "",
      "publisher": {
        "@id": "https://www.lightbeam.ai/#organization"
      },
      "potentialAction": [
        {
          "@type": "SearchAction",
          "target": {
            "@type": "EntryPoint",
            "urlTemplate": "https://www.lightbeam.ai/?s={search_term_string}"
          },
          "query-input": {
            "@type": "PropertyValueSpecification",
            "valueRequired": true,
            "valueName": "search_term_string"
          }
        }
      ],
      "inLanguage": "en-US"
    },
    {
      "@type": "Organization",
      "@id": "https://www.lightbeam.ai/#organization",
      "name": "www.lightbeam.ai",
      "url": "https://www.lightbeam.ai/",
      "logo": {
        "@type": "ImageObject",
        "inLanguage": "en-US",
        "@id": "https://www.lightbeam.ai/#/schema/logo/image/",
        "url": "https://www.lightbeam.ai/wp-content/uploads/2025/08/lightbeam-2.png",
        "contentUrl": "https://www.lightbeam.ai/wp-content/uploads/2025/08/lightbeam-2.png",
        "width": 233,
        "height": 46,
        "caption": "www.lightbeam.ai"
      },
      "image": {
        "@id": "https://www.lightbeam.ai/#/schema/logo/image/"
      }
    }
  ]
}
◈ Source: https://www.lightbeam.ai/ · Law I — Provenance
Block 2 · @type: unknown
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "WebPage",
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◈ Source: https://www.lightbeam.ai/solutions/#regulations · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/platform · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/resources?type=events · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 9 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/use-cases/data-security-posture-management · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/company/careers · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 11 · @type: unknown
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◈ Source: https://www.lightbeam.ai/why-lightbeam/customers · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 12 · @type: unknown
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◈ Source: https://www.lightbeam.ai/platform/capabilities/user-entity-behavior-analytics/ · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 13 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/use-cases/data-retention · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/company/partners · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 15 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/use-cases/privacy-operations · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/platform/faqs · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 17 · @type: unknown
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◈ Source: https://www.lightbeam.ai/company/ · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/why-lightbeam/ · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 19 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/use-cases/insider-threat/ · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/tos · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 21 · @type: unknown
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◈ Source: https://www.lightbeam.ai/platform/capabilities/privacy-at-scale · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 22 · @type: unknown
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◈ Source: https://www.lightbeam.ai/platform/capabilities/access-governance · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 23 · @type: unknown
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◈ Source: https://www.lightbeam.ai/resources/blogs/why-your-risk-score-should-be-your-first-security-metric/ · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/solutions/use-cases/breach-and-ransomware/ · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/platform/integrations · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/solutions/use-cases/data-classification · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 27 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/regulations/ccpa · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/get-a-demo · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 29 · @type: unknown
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◈ Source: https://www.lightbeam.ai/platform/capabilities/automated-remediation · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 30 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/industries/retail-and-hospitality · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 31 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/use-cases/ai-security · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 32 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/industries/education · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 33 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/industries/financial-services · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 34 · @type: unknown
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◈ Source: https://www.lightbeam.ai/solutions/regulations/gdpr · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 35 · @type: unknown
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◈ Source: https://www.lightbeam.ai/platform/capabilities/data-classification · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/trust · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/solutions/industries/technology · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/solutions/use-cases/access-governance · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/platform/capabilities · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/unlocking-the-power-of-ai-survey-report/ · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/platform/capabilities/risk-scoring · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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◈ Source: https://www.lightbeam.ai/solutions/regulations/hipaa · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
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        "inLanguage": "en-US",
        "@id": "https://www.lightbeam.ai/#/schema/logo/image/",
        "url": "https://www.lightbeam.ai/wp-content/uploads/2025/08/lightbeam-2.png",
        "contentUrl": "https://www.lightbeam.ai/wp-content/uploads/2025/08/lightbeam-2.png",
        "width": 233,
        "height": 46,
        "caption": "www.lightbeam.ai"
      },
      "image": {
        "@id": "https://www.lightbeam.ai/#/schema/logo/image/"
      }
    }
  ]
}
◈ Source: https://www.lightbeam.ai/platform/capabilities/ransomware-protection/ · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 44 · @type: unknown
{
  "@context": "https://schema.org",
  "@graph": [
    {
      "@type": "WebPage",
      "@id": "https://www.lightbeam.ai/solutions/industries/healthcare/",
      "url": "https://www.lightbeam.ai/solutions/industries/healthcare/",
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        "@id": "https://www.lightbeam.ai/#website"
      },
      "datePublished": "2025-08-21T11:16:26+00:00",
      "dateModified": "2025-09-03T00:43:02+00:00",
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        },
        {
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          "position": 2,
          "name": "Healthcare"
        }
      ]
    },
    {
      "@type": "WebSite",
      "@id": "https://www.lightbeam.ai/#website",
      "url": "https://www.lightbeam.ai/",
      "name": "www.lightbeam.ai",
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      "publisher": {
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      "potentialAction": [
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      "inLanguage": "en-US"
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}
◈ Source: https://www.lightbeam.ai/solutions/industries/healthcare · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 45 · @type: unknown
{
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◈ Source: https://www.lightbeam.ai/solutions/regulations/quebecs-law-25 · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 46 · @type: unknown
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◈ Source: https://www.lightbeam.ai/platform/capabilities/data-security-posture-management · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
Block 47 · @type: unknown
{
  "@context": "https://schema.org",
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      "@type": "WebPage",
      "@id": "https://www.lightbeam.ai/solutions/regulations/pci-dss/",
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◈ Source: https://www.lightbeam.ai/solutions/regulations/pci-dss · Fetched: 2026-05-12T18:53:14Z · Law I — Provenance
schema.org v2.0.0 · source: https://www.lightbeam.ai/ schema.org/WebPage ↗
Semantic Words 40 words · frequency ranked · Law III
40 words · top 5: data · lightbeam · security · identity · access · click to expand
Top 40 words by frequency from https://www.lightbeam.ai/ + 69 interior pages (60,528 words total). Stop-words stripped. Ranked by repetition.
#1data2356x · 5.8%
#2lightbeam1098x · 2.7%
#3security778x · 1.91%
#4identity667x · 1.64%
#5access659x · 1.62%
#6case637x · 1.57%
#7risk594x · 1.46%
#8overview567x · 1.4%
#9governance448x · 1.1%
#10platform437x · 1.08%
#11graph370x · 0.91%
#12resources351x · 0.86%
#13ransomware341x · 0.84%
#14studies329x · 0.81%
#15capabilities310x · 0.76%
#16cases303x · 0.75%
#17regulations302x · 0.74%
#18study288x · 0.71%
#19sensitive285x · 0.7%
#20solutions284x · 0.7%
#21center278x · 0.68%
#22industries274x · 0.67%
#23classification255x · 0.63%
#24compliance251x · 0.62%
#25scale248x · 0.61%
#26resource219x · 0.54%
#27posture216x · 0.53%
#28demo212x · 0.52%
#29protection211x · 0.52%
#30management205x · 0.5%
#31insider202x · 0.5%
#32customers196x · 0.48%
#33remediation195x · 0.48%
#34automated187x · 0.46%
#35dspm182x · 0.45%
#36brochures172x · 0.42%
#37centric171x · 0.42%
#38pci167x · 0.41%
#39breach163x · 0.4%
#40explore163x · 0.4%
Law III — frequency measured, meaning is the reader's · source: https://www.lightbeam.ai/
Text Topology Fingerprint v1.0.0 · very_long · 423,520 chars · Law III
Six-layer pre-linguistic shape measurement. Deterministic. Same input, same output, always. Hash: 8faabcaa9ce42e40d4de07ba6a6364f2...
◈ Signal Matrix
0.092
TTR
0.038
HAPAX
0.962
REP
0.805
BIGRAM
0.413
H2T
0.431
CPRT
4.243
SKEW
18.023
KURT
1.466
C/P
1.426
PENT
0.828
S1P
0.002
NASC
TTR=type-token ratio · HAPAX=hapax ratio · REP=repetition score · BIGRAM=bigram repetition · H2T=hapax-to-type · CPRT=capital token ratio · SKEW=sentence skewness · KURT=sentence kurtosis · C/P=comma-period ratio · PENT=punct entropy · S1P=single-sent para ratio · NASC=non-ASCII ratio
◈ Topology Position
Latin dominant · narrow vocabulary range · short-form declarative register · moderate clause complexity · narrow topic focus · moderate uncommon edge signal
◈ Six Measurement Layers
Layer 1 — Character
0.0022
Non-ASCII Ratio
0.0 = Latin-dominant · 1.0 = fully non-Latin script
Layer 1 — Character
3.2536
Character Entropy
Shannon entropy of character distribution.
Layer 1 — Character
'e' (40210x)
Most Frequent
Highest-frequency character. Law V — common edge.
Layer 2 — Token
0.0922
Type-Token Ratio
Unique tokens / total tokens. Lexical diversity signal.
Layer 2 — Token
0.0381
Hapax Ratio
Tokens appearing exactly once. Law VI — uncommon edge.
Layer 6 — Document
0.4130
Hapax to Type
Hapax count / unique token count.
Layer 3 — Punctuation
1.4655
Comma/Period Ratio
Clause complexity per sentence.
Layer 3 — Punctuation
1.4259
Punct Entropy
Shannon entropy across punctuation types.
Layer 4 — Sentence
2282
Sentence Count
Total detected sentences across all crawled pages.
Layer 4 — Sentence
4.2428
Skewness
Positive = long-tail. Negative = conversational.
Layer 5 — Paragraph
0.8276
Single Sent Ratio
High = web copy. Low = academic prose.
Layer 6 — Document
0.9619
Repetition Score
Tokens appearing more than once / total.
◈ Token Length Distribution
1-3
23%
4-6
36%
7-10
35%
11-15
6%
16-20
0%
21+
0%
◈ Density Gradient — TTR per Document Tenth
Front-loaded = abstract/preamble · Flat = consistent prose · Back-loaded = building complexity
◈ Lexical Richness Curve — Rolling Window TTR
0.341.0
Window=50 tokens · Step=25 · 2437 data points
topology_fingerprint.py v1.0.0 · sha256: 8faabcaa9ce42e40... · Law III + Law VI
Ratio Signals 8 deterministic measurements · the gap is the signal
Eight deterministic measurements. Law I: every value traces to its source stage.
schema density
0.8250
Schema props extracted / top semantic words.
nav ratio
0.2659
Nav URLs / total internal URLs.
content to structure ratio
0.1679
Total words / raw HTML bytes. Content density.
external tld diversity
2
Unique TLD count in outbound links.
self declaration coherence
0.3014
Fuzzy overlap across title / H1 / meta / schema name.
schema to nav alignment
0.0000
Schema type tokens vs nav link text overlap.
javascript surface ratio
0.0000
Fraction of interior pages JS-gated.
URL Depth Distribution
depth_0: 48 · depth_1: 38 · depth_2: 14 · depth_3plus: 152
Internal URLs by path depth. Depth 0 = root.
Tech Stack · Security · Freshness SecurityLabel.STRONG · FreshnessLabel.CURRENT
Sitemap: ✗Robots.txt: ✗Schema.org: ✓Open Graph: ✓Canonical: ✓HTTPS: ✓HSTS: ✓CSP: ✓
Security
SecurityLabel.STRONG
Freshness
FreshnessLabel.CURRENT
Server
cloudflare
cmsWordPress
cdnCloudflare
web_servercloudflare
analytics['Google Analytics', 'Google Tag Manager']
Ledger Appends 14 ledgers · graph edge traversal · Law V+VII
Every ledger this entity appends to. Follow any link to see every other entity in the registry that shares that TLD or schema type. Law VII — Torus. The corridor never ends.
TLD LEDGER
.ai
https://globaldataregistry.com/registry/tld/ledger/ai ↗
SCHEMA LEDGER
webpage
https://globaldataregistry.com/registry/schema/ledger/webpage ↗
SCHEMA LEDGER
readaction
https://globaldataregistry.com/registry/schema/ledger/readaction ↗
SCHEMA LEDGER
breadcrumblist
https://globaldataregistry.com/registry/schema/ledger/breadcrumblist ↗
SCHEMA LEDGER
listitem
https://globaldataregistry.com/registry/schema/ledger/listitem ↗
SCHEMA LEDGER
website
https://globaldataregistry.com/registry/schema/ledger/website ↗
SCHEMA LEDGER
searchaction
https://globaldataregistry.com/registry/schema/ledger/searchaction ↗
SCHEMA LEDGER
entrypoint
https://globaldataregistry.com/registry/schema/ledger/entrypoint ↗
SCHEMA LEDGER
propertyvaluespecification
https://globaldataregistry.com/registry/schema/ledger/propertyvaluespecification ↗
SCHEMA LEDGER
organization
https://globaldataregistry.com/registry/schema/ledger/organization ↗
SCHEMA LEDGER
imageobject
https://globaldataregistry.com/registry/schema/ledger/imageobject ↗
SCHEMA LEDGER
article
https://globaldataregistry.com/registry/schema/ledger/article ↗
SCHEMA LEDGER
commentaction
https://globaldataregistry.com/registry/schema/ledger/commentaction ↗
SCHEMA LEDGER
person
https://globaldataregistry.com/registry/schema/ledger/person ↗
Law V — Common Edge · Law VII — Torus · 14 ledger appends
Build: national-transit-v1.0.0 Spec: Root-LD v1.0 Status: LIVE Minted: 2026-05-12
lightbeam.ai · gdr-f8eb0d24
lightbeam.ai is recorded in the Global Data Registry — open provenance infrastructure for the machine-readable web.
View the Registry →