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Snowflake Data Governance from Snowflake

Built-in governance capabilities for the Snowflake Data Cloud, enabling fund managers to implement fine-grained access controls, data masking, row-level security, and compliance monitoring for sensitive investment and client data.

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Product analysis by function

Data Quality & Governance Tools for Data Management

Software that monitors, measures, and improves data quality through validation rules, exception handling, lineage tracking, and governance workflows to ensure accurate and reliable information.
More Data Quality & Governance Tools More Data Management ...

Data Quality Monitoring
(1 Yes /1 Known /12 Possible features)

Validation & Exception Handling
(1 Yes /1 Known /11 Possible features)

Data Lineage & Traceability
(1 Yes /1 Known /10 Possible features)

Data Governance & Policy Management
(5 Yes /5 Known /10 Possible features)

Reporting & Analytics
(0 Yes /0 Known /9 Possible features)

Integration & Interoperability
(0 Yes /0 Known /9 Possible features)

Scalability & Performance
(1 Yes /1 Known /9 Possible features)

Security & Privacy
(5 Yes /5 Known /9 Possible features)

User Experience & Usability
(0 Yes /0 Known /8 Possible features)

Collaboration & Workflow
(0 Yes /0 Known /8 Possible features)

Audit & Compliance
(0 Yes /0 Known /9 Possible features)

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Automated Data Validation Runs predefined validation rules to identify errors or inconsistencies in imported or generated data.		No information available
Real-Time Data Quality Dashboard Provides a live, visual overview of data quality metrics such as error rates and completeness.		No information available
Error Rate Tracks the percentage of data records containing validation errors.		No information available
Completeness Score Measures how many of the required data fields are populated and valid.		No information available
Duplicate Detection Identifies and alerts on instances of duplicate data records.		No information available
Data Consistency Checks Ensures internal data consistency by cross-verifying related fields or records.		No information available
Anomaly Detection Detects unusual patterns in data that might indicate errors or fraud.		No information available
Outlier Identification Flags data points that differ significantly from established patterns or averages.		No information available
Customizable Quality Metrics Allows users to define and track bespoke data quality metrics.		No information available
Data Profiling Generates summaries, statistics, and key characteristics about datasets to inform quality improvement.		No information available
Automated Notifications Sends alerts to users or administrators when data quality thresholds are breached.		Snowflake provides alerting through event-based notifications and integration with observability tools, which can be applied to quality breaches.
Frequency of Data Quality Assessment Specifies how often data quality checks are performed.		No information available

Custom Validation Rule Engine Supports the creation of tailored validation rules for different data entities and workflows.		No information available
Rule Library Includes a library of standard financial and regulatory data validation rules.		No information available
Rule Complexity Support Maximum number of conditions per validation rule.		No information available
Bulk Exception Capture Identifies and logs groups of related exceptions in a single batch process.		No information available
Exception Workflow Routing Routes exceptions to relevant personnel or teams based on predefined criteria.		No information available
Audit Trail for Exceptions Maintains a record of exception investigations, actions taken, and outcomes.		No information available
Automated Exception Resolution Suggestions Recommends possible fixes for certain event types based on historical data.		No information available
SLA Tracking for Exception Resolution Monitors and reports adherence to service-level agreements for resolving exceptions.		No information available
Exception Closure Time Average time taken to close data exceptions.		No information available
Role-Based Exception Approval Requires specified roles or hierarchies to approve exception resolutions.		No information available
Exception Severity Classification Allows categorization of exceptions by criticality, informing prioritization and reporting.		Snowflake allows tagging and labeling data assets by sensitivity and regulatory categorization for exception/classification.

End-to-End Lineage Visualization Displays comprehensive maps showing how data flows from source to report.		No information available
Field-Level Lineage Tracking Captures lineage at the individual data element level.		No information available
Data Transformation Logging Records all transformation steps applied to data as it moves between systems.		No information available
Source System Documentation Catalogues originating systems for all ingested data points.		No information available
Version History Maintains records of data versions and changes over time.		No information available
Lineage Query Functionality Allows users to query lineage information by data field or process.		No information available
Lineage Reporting Export Exports lineage maps and details in standard report formats.		No information available
Automated Data Dependency Analysis Identifies and highlights interdependencies between datasets and processes.		No information available
Lineage Update Frequency Frequency at which lineage maps are refreshed to reflect new data flows.		No information available
Change Impact Analysis Assesses downstream implications of changes in source or process.		Snowflake's access control and policy engine allow auditing and impact analysis of policy changes.

Policy Definition Engine Enables creation and enforcement of custom data policies at field, entity, and process levels.		No information available
Data Steward Assignment Assigns ownership of specific data domains or fields to designated stewards.		No information available
Role-Based Access Control (RBAC) Restricts data access based on user roles and responsibilities.		Snowflake grants access based on granular roles and supports RBAC.
Automated Policy Compliance Checks Monitors ongoing adherence to internal and regulatory governance requirements.		Snowflake provides automated policy compliance checks with governance monitoring via access policies and activity auditing.
Data Retention Scheduling Defines automated retention and destruction windows for different types of data.		No information available
Data Classification Management Supports classification of data based on sensitivity, privacy, and regulatory criteria.		Snowflake documentation confirms support for data classification based on sensitivity and other criteria out-of-the-box.
Data Masking Automatically obscures sensitive information in test, reporting, or user-specific contexts.		Snowflake provides dynamic data masking features natively to obscure sensitive data—confirmed by official product capabilities.
PII & Confidential Data Tracking Identifies and monitors personally identifiable and confidential data for compliance.		PII tracking is addressed via Snowflake's classification and masking policies, indicating known support for confidential data monitoring.
Approval Workflow Automation Automates governance approvals for policy changes, data requests, and updates.		No information available
Policy Applicability Audit Logs Maintains logs of which data records or events were governed by which policies at all times.		No information available

Pre-Built Data Quality Reports Includes standard reports on completeness, accuracy, timeliness, and other core metrics.		No information available
Custom Report Builder Empowers users to design bespoke reports and dashboards tailored to fund-specific needs.		No information available
Export to Multiple Formats Enables report exports to CSV, PDF, XLSX, and integration with BI platforms.		No information available
Report Scheduling Automates report generation and delivery on a scheduled basis.		No information available
KPI Definition & Tracking Allows organizations to create, monitor, and alert on custom KPIs related to data management.		No information available
Visualization Tools Provides graphical representations (charts, graphs, heat maps) for data quality and governance trends.		No information available
Longitudinal Analysis Tracks and displays improvement or degradation of data quality over time.		No information available
Automated Insights & Recommendations System-generated suggestions based on detected patterns or anomalies in quality metrics.		No information available
Trend Analysis Report Frequency Specifies how frequently system can generate trending analytics.		No information available

API Connectivity Supports inbound and outbound data exchange using REST, SOAP, or other standard APIs.		No information available
Connector Library Provides pre-built connectors for popular fund administration, trading, and regulatory systems.		No information available
File Format Support Accepts and outputs data in multiple formats (CSV, XML, JSON, Excel, etc.).		No information available
Automated Data Import/Export Supports unattended scheduled or trigger-driven data transfers.		No information available
Data Synchronization Frequency How often system syncs data with connected platforms.		No information available
Webhooks & Event Driven Notifications Enables instant notification to other systems when data quality events occur.		No information available
Authentication Protocol Flexibility Supports diverse authentication protocols for secure integration (OAuth, SAML, LDAP).		No information available
Integration Monitoring Monitors integration health and alerts for failures or slowdowns.		No information available
Bi-Directional Data Flow Allows both reading from and writing to external sources.		No information available

Concurrent User Support Maximum number of users who can access the system simultaneously.		No information available
Peak Data Volume Capacity Maximum volume of data that can be processed daily without degradation.		No information available
Processing Latency Average time to process and validate an individual record.		No information available
Load Balancing Support Automated distribution of processing workload across multiple servers.		No information available
Elastic Scaling Dynamically allocates resources based on system load.		No information available
High Availability Ensures system is available and operational with minimal downtime.		No information available
Disaster Recovery RPO Maximum allowable data loss in the event of a disaster (Recovery Point Objective).		No information available
Disaster Recovery RTO Time taken to restore system functionality after a disaster (Recovery Time Objective).		No information available
Scalable Cloud Deployment Supports deployment on scalable public/private cloud infrastructure.		Snowflake supports deployment on cloud platforms with elastic and scalable infrastructure (i.e., AWS, Azure, GCP), fulfilling this feature.

Data Encryption At Rest Uses strong encryption to secure data stored in databases, file systems, or backups.		Snowflake uses strong encryption at rest for all managed data by default.
Data Encryption In Transit Encrypts all data transmissions between systems, users, and applications.		Snowflake encrypts data in transit between client and server using TLS.
Multi-Factor Authentication (MFA) Requires additional authentication step for user access.		Snowflake supports Multi-Factor Authentication for user accounts.
Vulnerability Scanning Regularly scans system for known security vulnerabilities.		No information available
Intrusion Detection & Monitoring Monitors for unexpected or unauthorized activity in real-time.		No information available
Granular Access Rights Grants or restricts user access at very fine levels of data and function.		No information available
Data Breach Notification Automation Automatically alerts stakeholders in case of suspected data breach.		No information available
GDPR/CCPA Support Provides controls and documentation to facilitate compliance with major privacy laws.		Snowflake features enable GDPR/CCPA compliance with documentation and policy controls for customers.
Security Audit Logging Meticulously records all security-relevant events and access attempts.		Snowflake retains audit logs of security-related events and user actions.

Modern Web UI Presents a responsive, easy-to-navigate web interface.		No information available
Role-Based Dashboards Customizes interface and workflows based on user role.		No information available
Self-Service Data Quality Tools Allows users to define validations, launch audits, and resolve issues without IT dependency.		No information available
Contextual Help and Guidance Inline tool-tips, documentation, and training aids.		No information available
Mobile Accessibility Enables core workflows and monitoring on mobile devices.		No information available
Workflow Customization Allows drag-and-drop or configurable business workflow design.		No information available
Localization & Language Support Available in multiple languages to serve global teams.		No information available
Accessibility Compliance Meets standards (such as WCAG) for accessibility to all users.		No information available

Task Assignment & Tracking Assigns data governance or quality tasks to specific users and tracks completion.		No information available
In-App Messaging & Notifications Enables direct communication within the platform regarding data issues and workflows.		No information available
Collaborative Issue Resolution Allows multiple users to work jointly on resolving complex exceptions or quality problems.		No information available
Activity Feed or Audit Trail Shows actions taken by all users for transparency and accountability.		No information available
Workflow Automation Automates process steps such as reviews, approvals, and escalation.		No information available
Commenting on Data Records Users can leave notes or discussion threads attached to specific data items.		No information available
Approval Chains Configurable multi-step approval flows for significant governance or data changes.		No information available
Workflow Analytics Reports on efficiency, bottlenecks, and SLA adherence of governance workflows.		No information available

Comprehensive Audit Logging Systematically records all user actions, changes, and governance events.		No information available
Change Log Detail Captures before/after values for all governed data changes.		No information available
Automated Compliance Reporting Generates standard compliance documents and evidence packs.		No information available
Regulatory Framework Templates Includes templates mapped to major regulations (e.g., SEC, ESMA, GDPR, AIFMD).		No information available
Integration with External Audit Tools Enables export and API connectivity to third-party audit or compliance systems.		No information available
Configurable Retention of Audit Data Allows custom specification of how long to store audit trails, by data type or jurisdiction.		No information available
Audit Query Interface Provides advanced querying of all audit records by time, user, or event.		No information available
Compliance Checklist Automation Runs scheduled or manual checklists to provide compliance evidence.		No information available
User Certification Workflows Collects necessary user signoffs and certifications on data and controls.		No information available

Snowflake Data Governance from Snowflake

Product analysis by function

Data Quality & Governance Tools for Data Management

Data Quality Monitoring (1 Yes /1 Known /12 Possible features)

Validation & Exception Handling (1 Yes /1 Known /11 Possible features)

Data Lineage & Traceability (1 Yes /1 Known /10 Possible features)

Data Governance & Policy Management (5 Yes /5 Known /10 Possible features)

Reporting & Analytics (0 Yes /0 Known /9 Possible features)

Integration & Interoperability (0 Yes /0 Known /9 Possible features)

Scalability & Performance (1 Yes /1 Known /9 Possible features)

Security & Privacy (5 Yes /5 Known /9 Possible features)

User Experience & Usability (0 Yes /0 Known /8 Possible features)

Collaboration & Workflow (0 Yes /0 Known /8 Possible features)

Audit & Compliance (0 Yes /0 Known /9 Possible features)