Database activity with identity
Aurva binds queries to human, application, and AI identities and brings sensitive data context into investigations.
A closer look at data security
Aurva vs Varonis
Look at the detail behind database monitoring, cloud data posture, DSAR automation, and AI access rather than treating all data security coverage as interchangeable.
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The Aurva approach
Bring runtime context into the picture.
Network-level lineage
Follow runtime data movement across services and external destinations, complementing inventory and access views.
Agent protocol visibility
Inspect MCP, ACP, and A2A communications to understand how AI agents interact with data and services.
Capability by capability
Compare the details.
Explore coverage across data security, privacy, AI, and deployment.
FullPartialNot availableNot applicableNot specified
These comparisons reflect Aurva’s assessment. Coverage can vary by product edition, configuration, and deployment. “Not specified” means a rating is unavailable in this assessment. Infrastructure and commercial attributes are descriptive, not coverage ratings.
Data security posture
Discover sensitive data, assess exposure, and connect identities to data assets.
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| Structured & unstructured data discoveryDiscovery across databases, object stores, and warehouses. | Full | Full |
| Data classification: regex, context & AISensitive data such as PII, PAN, Aadhaar, financial information, and custom types. | Full | Full |
| Posture ScoringRisk score per asset: sensitivity, exposure, misconfig | Full | Full |
| Access Exposure AnalysisOverprivileged identities, dormant access | Full | Full |
| Misconfiguration DetectionUnencrypted DBs, external snapshots, public buckets | Full | Full |
| Shadow Data / Dark Data DetectionUnknown/unregistered data assets | Full | Partial |
| Identity-to-Data MappingHuman + NHI + AI agent access linked to data assets | Full | Partial |
Database activity monitoring
Compare query visibility, investigation context, and database controls.
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| Real-time Query MonitoringCapture database operations as they occur. | Full | Full |
| Identity-Aware MonitoringBind query to human / app / AI identity | Full | Partial |
| ML-based anomaly detectionBehavioural baselines, insider threat | Full | Full |
| Blocking across heterogeneous databasesQuery-level + IP-level blocking in real-time | Full | Partial |
| Dynamic Masking / RedactionMask sensitive data for unauthorised users | Full | Partial |
| Vulnerability AssessmentDB config, patch, privilege vulnerabilities | Full | Full |
| SQL context & sensitive response metadataContext about queries and the sensitive fields returned, such as date of birth or account number. | Full | Not specified |
| Cloud database monitoring overheadQualitative CPU and memory impact; actual overhead varies by workload and configuration. | Low | Moderate |
| IAM Permission AnalysisAnalyze identity and access management permissions. | Full | Partial |
| Obfuscated Sensitive Data DiscoveryDiscover sensitive data that has been obscured or transformed. | Full | Not available |
| Database schema scanningInspect database schemas. | Full | Not available |
| Blocking in cloud environmentsApply database query blocking in cloud environments. | Full | Full |
| Overprivileged access identificationIdentify identities with more access than they need. | Full | PartialModerate |
Data flow & lineage
Understand how sensitive data moves between services and external destinations.
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| Live Data LineageReal-time flow: origin → movement → egress | Full | Partial |
| Cross-Service Flow MappingData movement between microservices/apps | Full | Partial |
| Third-Party / Egress VisibilityDetect PII flowing to external vendors | Full | Partial |
| API / network-level tracingRuntime tracing through OS-level telemetry. | Full | Not available |
| DPIA Support via Data MapsAuto-generated data maps for DPIA | Full | Partial |
Privacy & data maps
Compare support for Records of Processing Activities (RoPA) and Data Protection Impact Assessments (DPIA).
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| RoPA AutomationAuto-generate Records of Processing Activities | Full | Partial |
| DPIA SupportData Protection Impact Assessment reports | Full | Partial |
| Live Data MapsReal-time visibility for privacy officers | Full | Partial |
| Regulation coverageSupport across the regulations and standards assessed below. | Full | Full |
Data subject requests
Compare data discovery and workflow support for data subject access requests (DSARs).
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| DSAR FulfilmentLocate a data subject's data across all assets | Full | Full |
| Automated DSAR WorkflowEnd-to-end DSAR request handling | Partial | Full |
| Cross-Cloud DSAR CoverageStructured + unstructured + SaaS | Full | Full |
AI security
Explore model telemetry, agent protocols, identities, and data access governance.
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| AI-SPMSecurity posture management for AI systems | Full | Partial |
| LLM / Model-layer MonitoringRuntime telemetry of LLM inputs/outputs/RAG | Full | Not available |
| MCP / ACP / A2A protocol visibilityVisibility into Model Context Protocol, Agent Communication Protocol, and Agent2Agent communications. | Full | Not available |
| AI Agent Identity BindingLink AI agent actions to real identities | Full | Partial |
| Shadow AI DetectionDiscover unauthorised AI usage of data | Full | Not available |
| Prompt Injection / Data Egress DetectionDetect PII leaking via AI prompts | Full | Not available |
| GenAI / LLM Access GovernanceControl which data AI can access | Full | Partial |
Compliance support
Compare support for compliance workflows and control templates. These ratings do not represent certifications.
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| GDPR | Full | Full |
| DPDPA (India) | Full | Partial |
| PCI-DSS | Full | Full |
| SOX | Full | Full |
| HIPAA | Partial | Full |
| RBI / SEBI (India) | Full | Not available |
| Prebuilt compliance templates | Full | Full |
Deployment
Review architecture and deployment options against your environment.
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| SaaS / Cloud-native Deployment | Full | Full |
| On-premises deployment | Full | Not available |
| eBPF-based monitoring architecture | Full | Not available |
| Kubernetes / container-native support | Full | Partial |
| Monitoring without application API / SDK instrumentationWhether monitoring can be deployed without application API or SDK instrumentation. | Full | Not available |
Ownership considerations
Qualitative infrastructure requirements from Aurva’s assessment. Actual resource needs and costs depend on your deployment.
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| Hardware requirements for DAM | Low | Moderate |
| Hardware requirements for high availability | Low | Moderate |
| Application traffic collection approachSource assessment of application traffic collection; this is not a measure of feature availability. | Native integration | Uses CloudWatch |
Company & commercial context
Compare primary focus, India readiness, and commercial models.
| Capability / attribute | Aurva | Varonis |
|---|---|---|
| Primary Market Focus | Cloud-native, AI-era security | File + DB security |
| India / DPDPA ReadinessIndia-focused compliance support in this assessment. | FullBuilt-in | Partial |
| Pricing Model | Subscription / SaaS | Subscription / SaaS |
Why teams choose Aurva
Where Aurva stands apart from Varonis.
Aurva is built for teams that need database-native security and runtime data movement alongside posture and access analysis.
- Capture database queries with sensitive-response context and bind activity to human, application, and AI identities.
- Trace data across services and external destinations through live network-level lineage.
- Monitor AI agent protocols and shadow AI access as part of the same runtime data security platform.
Your environment. Your priorities.
See how Aurva fits your data stack.
Walk through the capabilities that matter to your team with an Aurva specialist.
