en
pt-brBlogs
Autonomous Data Intelligence, Governance, Privacy, & Protection for the Snowflake Data Cloud
Published on September 20, 2021 AUTHOR - Privacy Research Team
As progressive organizations move toward digital transformation, they realize the importance of utilizing data to uncover valuable insights that can improve customer satisfaction, retention, and ultimately, their bottom line. Snowflake has revolutionized data processing and analytics by designing a multi-layered architecture that can process multiple requests concurrently.
The downside of collecting and saving customer data is the escalating risk of the data being misused, accessed by unauthorized individuals, or worse, stolen by cybercriminals. This additional risk creates the need for a robust solution that can ensure data security in the snowflake data cloud using advanced A.I. and automation.
After several conversations with Snowflake customers, industry experts, and analysts, Securiti identified several data protection, privacy, and governance challenges in the Snowflake Data cloud. Let’s explore the major ones we uncovered.
Major Data Management Challenges in the Snowflake Data Cloud
We condensed our findings into five major points:
- Personal and Sensitive Data Discovery - Accurately and consistently discovering data sets with personal or sensitive information to guide governance and protection efforts.
- Sensitive Data Classification & Protection - Enabling Data Engineers to classify and protect sensitive data within data pipelines before sharing it with data analysts.
- User Access & Data Usage Management - Managing user access and usage of sensitive data. Admins need to ensure only authorized individuals can access or use personal data for approved purposes only.
- Sharing Sensitive Data - Easily sharing data sets internally and externally by masking personal and sensitive data, therefore reducing risks.
- Monitoring Security Misconfigurations - Continuously monitoring security configurations to prevent data security breaches.
Why Securit’s Solution for Snowflake?
Securiti partnered with Snowflake to address these challenges with a solution that integrates natively with the Snowflake data cloud and allows admins to manage data privacy, protection, and governance in one solution. Let’s find out how the solution solves each challenge.
Personal and Sensitive Data Discovery in Snowflake
Securiti’s solution for the Snowflake Data Cloud utilizes Data Intelligence to discover Personal and Sensitive personal data in structured or unstructured databases. The solution leverages various AI/ML techniques to combine signals and identify sensitive data with high accuracy. For example, it uses Named entity recognition (NER) to detect multi-part names or locations.
For unstructured databases, the solution can discover sensitive data in a large string data type column. For example, the column might have documents with sensitive personal data in them. If undetected, organizations may inadvertently disclose this sensitive data to unauthorized individuals.
Securiti’s solution can also create sensitive data catalogs, enrich them with metadata, create data risk graphs to visualize risk contributors, and create people data graphs that show every shred of personal information in an intuitive visualization.
Sensitive Data Classification and Protection in Snowflake
After discovering sensitive data, the next challenge is to classify this data and apply controls to protect it from unauthorized access. These controls are essential because there might be instances where data analysts require access to tables that might contain sensitive data.
For example, data analysts need to calculate the number of customers who have saved their credit card information. In this instance, data engineers need to classify the personal data in the table that is sensitive (credit card numbers, expiration dates, CVC codes) and apply protection controls (data masking). After this process is complete, data engineers can give data pipeline access to data analysts.
User Access & Usage Management in Snowflake
Securiti’s solution for Snowflake includes powerful Data Governance features that implement user access and usage controls at a granular level. Admins can enforce user/role-based policies that dictate which users can access or use sensitive data. The unique advantage of Securiti’s solution is that admins can manage these controls in one window. The solution also includes comprehensive dashboards that provide deep insight into user access and usage controls.
Enabling Secure Sensitive Data Sharing For Snowflake
Before organizations can share any data with internal or external stakeholders, they must obfuscate or ‘mask’ all sensitive data to ensure it is not exposed to unauthorized individuals. Securiti’s solution for Snowflake can deploy both dynamic and static data masking policies to secure sensitive data. These policies are based on user roles and the type of data that is being shared.
Static data masking involves setting up a separate shielded database or a ‘dummy database’ that includes value-less data at load time. This way, the organization’s original database remains untouched and secure, and any sensitive data in the shielded database is rendered useless because it is masked. Static data masking is useful when organizations need to share data with external companies for research or purposes.
For example, if a healthcare business wants to share its data with an NGO for medical statistics research, or an e-commerce business needs to share information with market researchers to guide future strategy.
Dynamic data masking is a technique that obscures sensitive data within data streams. Security policies drive dynamic data masking. So, when any data access request is received, the solution checks the requestor’s role against the security policy and dynamically masks any sensitive data before the requestor can access it.
For example, internal employees may be trying to troubleshoot or update a production database. They do not need access to sensitive data (Names, Credit Card Numbers, etc.) to complete this task. Dynamic data masking obscures the information so that these employees work with harmless data as they manipulate a database.
Monitoring Security Misconfigurations in Snowflake
With hundreds of Snowflake users, data administrators find it hard to manage security configurations for each one. For example, there might be policy changes that restrict access to data for specific user roles. Data administrators need to detect and remediate every misconfiguration to ensure data governance policies are enforced effectively. Furthermore, data administrators can enable multi-factor authentication for all users from Securiti’s solution from Snowflake.
The solution also enables policy creation and automatic implementation of those policies. For example, if a user somehow accesses a restricted data table, a notification is sent to administrators automatically. Admins can then remediate the policy and involve relevant stakeholders to investigate the incident.
Fulfilling Privacy Obligations and Ensuring Privacy Law Compliance
In addition to solving the challenges mentioned above, Securiti’s solution for Snowflake offers tools like Data Mapping Automation, DSR Fulfillment automation, Assessment Automation, Breach Lifecycle Management, and Workflow Orchestration. These tools are essential in ensuring compliance with all major privacy laws.
To find out more about how Securiti can help, head over to our Snowflake solution page.
Related Content
June 28, 2022
DSARs: What You Need to Know
A data subject access request (DSAR) is a formal request by a user (data subject) to an organization collecting their data asking for details related to how their data is being collected, used, stored, and possibly shared. Furthermore,...
June 24, 2022
Article 6 of the GDPR: Explained
Under the GDPR, personal data that directly or indirectly identifies an individual must not be collected, stored, or processed unless there is an appropriate legal basis to do so. Article 6 of the GDPR defines the six lawful...
June 21, 2022
The Ultimate Guide to Privacy Impact Assessments for CPRA
When the California Privacy Rights Act (CPRA) comes into effect, replacing the existing California Consumer Privacy Act (CCPA), organizations will have to change their current business practices around personal information handling. One significant change will be Regular Risk...
Products
- Data intelligence
- PrivacyOps
- Data Mapping Automation
- DSR Robotic Automation
- People Data Graph
- Assessment Automation
- Vendor Risk Assessment
- Cookie Consent
- Universal Consent
- Breach Management
- Privacy Policy & Notice Management
- Data Security
Solutions
- Technologies
- Regulations
- CCPA
- GDPR
- LGPD
- NZPA
- Singapore PDPA | Singapore’s Personal Data Protection Act
- South Africa POPIA
- APPs
- DIFC
- PDPA
- PIPEDA
- Schrems II
- Abu Dhabi’s ADHICS
- ECL
- LPPD
- India’s Data Protection Bill 2021
- Irish DPA
- Hong Kong’s PDPO
- Philippines DPA
- UAE
Systems
- IaaS
- SaaS
- Workday
- Microsoft 365
- Google Suite
- Salesforce
- Slack
- Github
- Oracle
- Jira
- Box
- Dropbox
- SAP Successfactors
- Servicenow
- Zendesk
- Self Hosted
- Oracle
- SAP
- Microsoft
- IBM
- File Storage
- Apache Hive
- Apache Spark SQL
- Cassandra
- Couchbase
Newsletter
Get in touch
[email protected]
PO Box 13039,
Coyote CA 95013
- Products
-
Data IntelligenceBack
Break Silos of Sensitive Data & Risk Understanding across Multicloud and self managed systems. Common grammar, policies and reporting
Key Features
- Detect shadow & native data assets across major cloud service providers (AWS, Azure, GCP, OCI) & extract them into an asset catalog.
- Discover, classify and label hundreds of sensitive data elements in multicloud and self-managed structured and unstructured data systems at petabyte scale.
- Search and visualize distribution of sensitive data elements in your structured & unstructured data systems. Synchronize with any third-party data catalogs to populate metadata associated with tables or columns.
- Build a relationship map between discovered personal data and its owners. Enable timely and accurate fulfillment of DSRs, breach notifications and consent reports.
- Detect security posture and misconfigurations associated with your multicloud & SaaS data assets. Assess data security risks and enforce appropriate remediation.
- Identify data risk hotspots in your environment with a clear breakdown of risk drivers such as specific data elements, data locations, user residencies and more.
Find data assets, and discover personal and sensitive data in structured and unstructured data systems, across on-premises and multi-cloud.
Key Features
- Catalog all data assets
- Support for 200+ apps and data asset types
- 100s of out-of-box detectors
- Out-of-the-box detection of data attributes specific to 20+ categories across industries
- Extensive localization support including N.America, EU, LATAM and Asia
- Identify regulated attributes
Classify & label data to ensure appropriate security controls are enabled on most sensitive data in your organization
Key Features
- Automatic data classification to detect sensitive data such as medical/financial documents and more
- Auto data labelling
- Purpose based labeling
- Metadata tags
Collect, organize, enrich and build a data catalog to address privacy, security and governance solutions
Key Features
- Discover Data Assets
- Searchable data catalog
- Discover privacy and security metadata
Connect to structured and unstructured data sources and automatically discover and build a relationship map between personal data and its owner.
Key Features
- Secure creation of PI graph while preventing PI sprawl
- Derive insights about identities, PI data, residencies and data location
- Gain valuable insights about compliance risk for PI data across systems
- Enable swift and accurate DSR fulfillment
- Enable swift and accurate breach notification
- Gain insights about PI data using natural language conversational interface
Assess risk scores for every data asset, asset location, or personal data category
Key Features
- Identify data risk hotspots
- Customize and tune risk scores
- Eliminate blind spots for data risk
-
AWS S3
-
Amazon RDS (MySQL, PostgreSQL, Oracle, SQL Server, and MariaDB)
-
Amazon Redshift
-
Amazon Athena
-
Amazon Aurora Postgres
-
Amazon DynamoDB
-
Amazon EMR Hive
-
Amazon Elasticsearch
- And More
-
Google Cloud Storage
-
Google BigQuery
-
Google Cloud Spanner
-
Google Cloud SQL
-
Google Cloud Datastore
-
Google Cloud Firestore
- And More
-
Azure Files
-
Azure Blobs
-
Azure Cosmos DB
-
Azure Data Warehouse
-
Azure SQL Database
-
Azure Table Storage
- And More
-
OCI Object Storage
-
OCI Autonomous Data Warehouse Cloud
-
OCI Database Cloud Service
-
OCI DB - Bare metal
-
OCI DB - VMs
-
OCI MySQL
-
OCI NoSQL
- And More
Auto discover personal data in Snowflake and enforce access governance
Key Features
- Deep data discovery - auto detect all personal and sensitive data in Snowflake
- Detect 120+ personal data attributes across various industries, regions and regulations
- Reveal all personal data records in schemas, tables and columns
- Assess data risk in Snowflake based on personal data attributes, data residencies, & Snowflake instance location
- Enhanced data protection and handling
- Automated data subject rights fulfillment
- Visibility and enforcement of access governance
Auto discover personal data in Snowflake and enforce access governance
Key Features
- Deep data discovery - auto detect all personal and sensitive data in Databricks
- Detect 120+ personal data attributes across various industries, regions and regulations
- Reveal all personal data records in delta lake
- Assess data risk in Databricks based on personal data attributes, data residencies, & databricks instance location
- Enhanced data protection and handling
- Automated data subject rights fulfillment
- Visibility and enforcement of access governance
Discover, classify, manage and protect sensitive data in Workday. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Box. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Slack. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Github. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights
Discover, classify, manage and protect sensitive data in Jira. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Dropbox. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in SAP Successfactors. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Servicenow. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Zendesk. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Apache Hive. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Apache Spark SQL. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Cassandra. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
Discover, classify, manage and protect sensitive data in Couchbase. Automate data subject rights fulfillment and maintain compliance with regulations such as GDPR, CCPA, LGPD, PCI and more.
Key Features
- Deep data discovery
- Auto classification of PII and PHI
- Enhanced data protection and handling
- Automated data subject rights fulfillment
-
PrivacyBack
Enable privacy by design through the AI driven PrivacyOps platform
Key Features
- Continuously scan and monitor data against non-compliance to subject rights, legal basis for data processing, data residency or security controls - make privacy proactive not reactive
- PIA framework, Data subject rights management, consent management framework and privacy notices ensure that privacy is enabled default
- Privacy portals, data mapping automation and PIA framework ensure that privacy is embedded into design
- PIA framework, privacy notices and consent and subject rights management helps make any program a positive sum initiative
- Classification, risk monitoring and policy based alerts and remediation offer end-to-end security while processing personal data
- Privacy notices and consent management framework offer visibility and transparency to users and respect users rights and preferences
Maintain your Data Catalog with continuous automated updates
Key Features
- Maintain a central repository for all data assets, data processing and vendor records
- Initiate PIAs and DPIAs, and dynamically update them based on changes to your data
- Automatically discover new data and dynamically update your data catalog, trigger new assessments and update your risk register
- Easily monitor cross border traffic and other key data patterns and exchanges with dynamic visual data maps
- Generate Records of Processing Activities, such as Article 30 reports
- Gain real-time insights into risks associated with your data and processing activities
Automate data subject rights request fulfillment and maintain proof of compliance
Key Features
- Customizable DSR intake forms
- Identity verification to protect against identity fraud and PI theft
- Robotic automation for timely and efficient fulfillment of data subject requests
- Automated linking of identity to personal data using AI
- Built-in collaboration to prevent data sprawl
- Comprehensive audit records to meet regulatory requirements
Connect to structured and unstructured data sources and automatically discover and build a relationship map between personal data and its owner.
Key Features
- Secure creation of PI graph while preventing PI sprawl
- Derive insights about identities, PI data, residencies and data location
- Gain valuable insights about compliance risk for PI data across systems
- Enable swift and accurate DSR fulfillment
- Enable swift and accurate breach notification
- Gain insights about PI data using natural language conversational interface
Audit once and comply with many regulations. Collaborate and track all internal assessments in one place.
Key Features
- Comprehensive knowledgebase of global regulatory requirements
- Single repository for all internal responses and documents
- Easy sharing of completed assessments with customers and partners
- Audit once and comply with many regulatory requirements
- Collaborate with subject matter experts across functions on one privacy platform
- Gain compliance insights, recommendations and automate follow-ups with internal parties.
Automation of privacy assessment collection from third parties, collaboration among stakeholders, follow-ups and compliance analytics.
Key Features
- Comprehensive knowledgebase of global regulatory requirements
- Single repository for all 3rd party responses and documents
- Independent, privacy risk ratings of 3rd parties
- Audit once and comply with many regulatory requirements
- Collaborate with subject matter experts across functions on one privacy platform
- Gain compliance insights, recommendations and automate follow-ups with 3rd parties.
Automate global cookie consent compliance.
Key Features
- Track 1st and 3rd party code that runs on websites through continuous website scanning
- Automatically classify cookies for accurate consent notification
- Comply with global regulatory and compliance requirements such as GDPR, CCPA, ePrivacy Directive, IAB TCF 2.0 and more
- Maintain comprehensive records of consent for audit and reporting
- Customize the style, look and feel to align with your brand
- Honor opt-out requests by automatically blocking non-essential cookies without any additional code
Simplify and automate universal consent management.
Key Features
- Customizable endpoints based on branding, functionality and regulatory requirements
- Consent orchestration across an extensive array of applications
- Easily honor consent revocations from offline or non-primary channels
- Deploy a configurable consumer preference center
- Build configurable workflows to dynamically sync consent status across systems
- Maintain comprehensive consent records for audit and reporting
Automate the incident response process by gathering incident details, identifying the scope and optimizing notifications to comply with global privacy regulations.
Key Features
- Easy and intuitive portal to report and collaborate on incidents
- Breach management workbench to automate incident management and data breach notifications
- Automatically discover insights about impacted users & their data
- Use jurisdiction research data to make notification decisions
- Track remediation activities and maintain detailed audit trails
- Make timely notifications using pre-built templates to reduce risk
Keeping privacy notices up-to-date made easy
Key Features
- Publish privacy notices in minutes using pre-built templates
- Centralize management by tracking and monitoring privacy notices for all your environments
- Reduce risk of privacy violations
- Accelerate periodic review process
- Native integration with privacy-ops platform keeps notices up-to-date
Operationalize GDPR compliance with the most comprehensive PrivacyOps platform
Key Features
- Build customized, branded web forms to accept verified data subject rights requests
- Automate secure data subject request handling
- Continuously scan and monitor data against non-compliance to subject rights, legal basis for data processing, data residency or security controls
- Surface new PD types, categories and data flow risks on an ongoing basis
- Maintain an accurate data catalog, map data flows and generate article 30 reports
- Meet cookie compliance requirements
- Monitor and track consent to ensure data is processed legally
- Assess GDPR readiness using a collaborative, multi-regulation assessment system
- Track, monitor and manage privacy and security readiness for all vendors from a single interface
Operationalize CCPA compliance with the most comprehensive PrivacyOps platform
Key Features
- Build customized, branded web forms to accept verified data subject rights requests
- Automate secure data subject request handling
- Continuously scan and monitor data against non-compliance to subject rights, legal basis for data processing, data residency or security controls
- Surface new PD types, categories and data flow risks on an ongoing basis
- Maintain an accurate data catalog, map data flows and generate article 30 reports
- Meet cookie compliance requirements
- Monitor and track consent to ensure data is processed legally
- Assess GDPR readiness using a collaborative, multi-regulation assessment system
- Track, monitor and manage privacy and security readiness for all vendors from a single interface
Revolutionize LGPD compliance through PrivacyOps
Key Features
- Build customized, branded web forms to accept verified data subject rights requests
- Automate secure data subject request handling
- Continuously scan and monitor data against non-compliance to subject rights, legal basis for data processing, data residency or security controls
- Surface new PD types, categories and data flow risks on an ongoing basis
- Maintain an accurate data catalog, map data flows and generate article 30 reports
- Meet cookie compliance requirements
- Monitor and track consent to ensure data is processed legally
- Assess GDPR readiness using a collaborative, multi-regulation assessment system
- Track, monitor and manage privacy and security readiness for all vendors from a single interface
-
Security
-
FeaturesView
BackIdentify data risk & enable protection and control
Key Features
- Uncover data risk - Identify data risk hotspots in your environment with a clear breakdown of risk drivers such as specific data elements, data locations, user residencies and more.
- Discover & remediate security misconfigurations - Monitor security posture associated with your cloud assets & enable policies to resolve security risks. Prioritize & remediate risk in assets with specific sensitive data elements
- Mitigate sensitive data exposure - Prevent unauthorized users from accessing sensitive data in data warehouses and databases through static and dynamic masking.
- Track high severity alerts - Review security alerts on a dashboard and prioritize them by severity. Track open alerts to ensure they are remediated.
Discover data assets, detect & catalog sensitive data in it
Key Features
- 100s of out-of-box detectors
- Support for 200+ apps and data asset types
- Regional data type coverage
- Searchable sensitive data catalog
- Industry specific coverage
- Regulation specific coverage
Classify and label data to ensure appropriate security controls
Key Features
- Auto data classification
- Auto data labeling
- Purpose based labeling
- Metadata tags
Monitor data security posture and identify external and internals risks to data security
Key Features
- Detect data exposure risks
- Identify high risk data assets
- Customizable risk score calculation
- Data risk visualization & attribution
Policy based alerts and remediations to protect data from external and internal threats
Key Features
- Policy driven proactive alerts and remediation of data exposures
- Policy driven access controls
- Easily configure policies using rules
Investigate data security issues and take remediation actions
Key Features
- Investigate root cause of data security issues
- Policy creation from incidents
- Assign and track incident closures
-
-
- Solutions
- Discover personal data
- Reveal all personal data records
- Identify Data Risk
- Find data owners & fulfill DSRs in a timely manner
- Protect PII and PHI
- Visibility and enforcement of access governance
- Discover personal data
- Auto detect sensitive files and classify them
- Catalog & search unstructured data
- Identify Data Risk
- Find data owners & fulfill DSRs in a timely manner
- Discover personal data
- Catalog structured and unstructured data
- Classify and label data
- Protect PII and PHI
- Update Data Maps & Article 30 reports
- Discover all your sensitive data
- Auto detect & classify sensitive content
- Prevent data leaks and reduce accidental breaches
- Monitor data risk
- Comply with GDPR/CCPA by fulfilling DSRs in a timely manner
- Discover sensitive data
- Reveal all sensitive data records
- Identify Data Risk
- Find data owners & fulfill DSRs in a timely manner
- Protect PII and PHI
- Governance & Accountability
- Cataloging & Classification
- Accessibility & Usage
- Protection & Privacy
- Data Lifecycle
- Data & Technical Architecture
- Automate consumer data access request handling
- Secure fulfillment of data access requests
- Fulfill CCPA 'do not sell' requests
- Continuous monitoring and tracking
- Automate PI data linking
- Enable opt-out mechanisms
- Monitor and track consent
- Assess CCPA readiness
- Assess third parties
- Map data flows
- Assess CPRA readiness
- Map data to discover sensitive personal information and catalog it
- Automate data classification & labeling
- Automate data subject rights requests for a seamless customer experience
- Monitor and track consent
- Enable Opt-out Mechanisms
- Continuous monitoring and tracking
- Automate People Data Graph
- Manage vendor risk
- Privacy Policy & Notice Management
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access and port requests
- Automate objection and processing restriction requests
- Automate erasure requests
- Automate object and restriction of processing requests
- Continuous monitoring and tracking
- Automate PI data linking
- Meet cookie compliance
- Monitor and track consent
- Assess GDPR readiness
- Map data flows and generate article 30 reports
- Manage vendor risk
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access and port requests
- Automate processing of rectification requests
- Automate erasure requests
- Automate object and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess LGPD readiness
- Map data flows and generate reports
- Manage vendor risk
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access and port requests
- Automate the processing of rectification requests
- Automate erasure requests
- Automate object and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess NZPA readiness
- Breach Response Notification
- Manage vendor risk
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access and port requests
- Automate the processing of rectification requests
- Automate erasure requests
- Automate object and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess PDPA readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access and port requests
- Automate the processing of rectification requests
- Automate erasure requests
- Automate object and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess POPIA readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access and port requests
- Automate the processing of rectification requests
- Automate objection and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess PDPA readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Conduct EU-US Data Transfer Risk Assessments based on Schrems II decision
- Identify and review data transfers from the European Union
- Manage and remediate discovered vendor risks
- Automate processing of rectification requests
- Automate erasure requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Monitor and track consent
- Assess ECL readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access
- Automate the processing of rectification requests
- Automate erasure requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess LPPD readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access
- Automate the processing of rectification requests
- Automate erasure requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess DPB readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access
- Automate the processing of rectification requests
- Automate object and restriction of processing requests
- Automate erasure requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess DPA readiness
- Map data flows
- Manage vendor risk
- Automate data subject access request handling
- Secure fulfillment of data access
- Automate the processing of rectification requests
- Automate erasure requests
- Automate object and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess PDPO readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Automate data subject access request handling
- Secure fulfillment of data access
- Automate the processing of rectification requests
- Automate erasure requests
- Automate object and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess DPA readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Customize DSR Request Portal
- Automate Data Subject Access Request Handling
- Secure Fulfillment of Data Access
- Automate Processing of Rectification Requests
- Automate Erasure Requests
- Automate Objection & Restriction of Processing Requests
- Continuous Monitoring & Tracking
- Automate People Data Graph
- Meet Cookie Compliance
- Monitor & Track Consent
- Assess PIPA Readiness
- Map Data Flows
- Manage Vendor Risk
- Breach Response Notification
- Customize DSR Request Portal
- Automate Data Subject Access Request Handling
- Secure Fulfillment of Data Access
- Automate Processing of Rectification Requests
- Automate Erasure Requests
- Automate Objection & Restriction of Processing Requests
- Continuous Monitoring & Tracking
- Automate People Data Graph
- Meet Cookie Compliance
- Monitor & Track Consent
- Assess Japan APPI readiness
- Map Data Flows
- Manage Vendor Risk
- Breach Response Notification
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access
- Automate processing of rectification requests
- Automate erasure requests
- Automate objection and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess Qatar DPL readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access
- Automate processing of rectification requests
- Automate erasure requests
- Automate objection and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess Bahrain PDPL readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Privacy Policy & Notice Management
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access
- Automate processing of rectification requests
- Automate erasure requests
- Automate objection and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess Bahrain PDPL readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Privacy Policy & Notice Management
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access
- Automate processing of rectification requests
- Automate erasure requests
- Automate objection and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess Bahrain PDPL readiness
- Map data flows
- Manage vendor risk
- Breach Response Notification
- Privacy Policy & Notice Management
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access requests
- Automate processing of rectification requests
- Automate erasure requests
- Automate objection and restriction of processing requests
- Continuous monitoring and tracking
- Automate People Data Graph
- Meet cookie compliance
- Monitor and track consent
- Assess Saudi PDPL readiness
- .. and more
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access requests
- Automate processing of rectification requests
- Automate erasure requests
- Automate objection and restriction of processing requests
- Monitor and track consent
- Assess data protection and privacy act readiness
- Map data flows/cross border data transfers
- Meet cookie compliance
- Automate breach response notification
- Manage vendor risk
- .. and more
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access requests
- Automate processing of rectification requests
- Automate erasure requests
- Automate objection and restriction of processing requests
- Monitor and track consent
- Assess Ghana’s DPA 2012 readiness
- Meet cookie compliance
- Automate breach response notification
- Manage vendor risk
- .. and more
- Customize a data subject rights request portal for seamless customer care
- Automate data subject access request handling
- Secure fulfillment of data access requests
- Automate processing of rectification requests
- Automate erasure requests
- Automate objection and restriction of processing requests
- Monitor and track consent
- Assess data protection and privacy act readiness
- Meet cookie compliance
- Automate breach response notification
- Manage vendor risk
- .. and more
- Automate data subject request handling
- Secure fulfillment of data access requests
- Automate the processing of rectification requests
- Automate object and restriction of processing requests
- Automate erasure/destroy/anonymize requests
- Monitor and track consent
- Continuous monitoring and tracking
- Assess PDPA readiness
- Map data flows and generate reports
- Automate data breach response notifications
- Manage vendor risk
- Meet cookie compliance
- Privacy policy and notice management
- .. and more
- Customize a data subject rights request portal for seamless customer care
- Assess Oman’s PDPL Readiness
- Automate consumer data request handling
- Secure fulfillment of data access requests
- Automate the processing of rectification requests
- Automate erasure/destroy/anonymize requests
- Automate object and restriction of processing requests
- Meet cookie compliance
- Monitor and track consent
- Automate data breach response notifications
- Manage vendor risk
- Map data flows (cross border data transfers) and generate RoPA reports
- Privacy policy and notice management
- ... and more
- Assess Kuwait's DPPR Readiness
- Automate consumer data request handling
- Secure fulfillment of data access requests
- Automate the processing of rectification requests
- Automate erasure/destroy/anonymize requests
- Monitor and track consent
- Map data flows (cross border data transfers) and generate RoPA reports
- Automate data breach response notifications
- Manage vendor risk
- Meet cookie compliance
- Privacy policy and notice management
- Data Classification
- Safeguard Against Loss
- ... and more
- Automate Data Subject Request Handling
- Secure Fulfillment of Data Access Requests
- Automate Processing of Rectification Requests
- Automate Erasure Requests
- Automate Objection & Restriction Of Processing Requests
- Continuous Monitoring & Tracking
- Automate People Data Graph
- Cookie Compliance
- Monitor & Track Consent
- Assess Sri Lankan PDPA readiness
- Map Data Flows
- Assess Third Parties Compliance
- ... and more
- Automate Consumer Data Access Request Handling
- Secure Fulfillment of Data Access Requests
- Automate Processing of Rectification Requests
- Automate Erasure Requests
- Automate Objection & Restriction Of Processing Requests
- Continuous Monitoring & Tracking
- Cookie Compliance
- Assess Third Parties
- Monitor & Track Consent
- Map Data Flows
- Manage Vendor Risk
- ... and more
- Automate consumer data access request handling
- Secure fulfillment of data access requests
- Automate the processing of rectification requests
- Automate erasure requests
- Automate object and restriction of processing requests
- Monitor and track consent
- Assess readiness
- Map data flows and generate reports
- Automate data breach response notifications
- Manage vendor risk
- Meet cookie compliance
- Privacy policy and notice management
- ... and more
- Automate Consumer Data Access Request Handling
- Secure Fulfillment of Data Access Requests
- Automate Processing of Rectification Requests
- Automate Erasure Requests
- Automate Object & Restriction of Processing Requests
- Monitor & Track Consent
- Assess Readiness
- Map Data Flows & Generate Reports
- Automate Data Breach Response Notifications
- Manage Vendor Risk
- Meet Cookie Compliance
- Privacy Policy & Notice Management
- ... and more
- Monitor & Track Consent
- Assess Readiness
- Meet Cookie Compliance
- Obtain Consent for Identification Technologies
- Automate Data Breach Response Notifications
- Automate Privacy Notice Creation & Management
- ... and more
- Automate Risk Assessments & Audit Trails
- Protect Nonpublic Information
- Automate Incident Response Plan
- Fulfill Vendor Risk & Third Party Service Provider Management Requirements
- Fulfill Data Governance & Classification Requirement
- Ensure Access Controls & Identity Management
- Automate System Security & Monitoring
- Fulfill Data Retention Requirements
- ... and more
- Automate Data Subjects Rights Fulfillment
- Monitor and track consent
- Map Data Flows & Generate Reports
- Automate Data Breach Response Notifications
- Privacy Notice Creation & Management
- Implement Security Controls
- ... and more
BackSnowflake is a cloud based data warehouse that allows organizations to run large scale data analytics projects to uncover business insights, run or train machine learning models, and modernize their data infrastructure.
Key Features
Microsoft O365 is the ubiquitous productivity suite for every business worker. Users rely on Office products such as OneDrive and SharePoint to collaborate with their co-workers.
Key Features
Organizations want to migrate their on-premises data to cloud data stores to take advantage of scale and flexibility while reducing operational cost of managing on-premises infrastructure. However, due to privacy regulations such as GDPR, CCPA administrators have to ensure that data is migrated in compliance with these laws.
Key Features
Protecting sensitive content is a priority for all organizations, however, due to volume of sensitive content and
Key Features
While data aids in business decision making, global privacy regulations such as GDPR, CPRA require organization to identify personal & sensitive data & use only for its intended purpose and implement adequate protection.
Key Features
The CDMC Framework sets up controls that companies should put in place, and establishes clear guidelines around data accountability, governance, classification, usage, protection and privacy.
CDMC Framework
Securiti enables organizations to meet multiple regulations around the world and helps with compliance requirements through AI-driven PI data discovery, DSR automation, documented accountability, enhanced visibility into data processing activities and AI-driven process automation.
Securiti is a complete PrivacyOps Solution.
View all solutionsThe California Consumer Privacy Act (CCPA) was signed into law on June 28, 2018 and is scheduled to come into effect on January 01, 2020. Often compared to GDPR, CCPA protects consumers from mismanagement of their personal data and gives the consumer control over what data is collected, processed, shared or sold.
Key Features
The California Privacy Rights Act (CPRA) will take effect from January 1, 2023, and will apply to personal information collected on or after January 1, 2022. Enforcement of the CPRA will start six months later (July 1, 2023). The CPRA builds upon the CCPA, strengthening user privacy for California residents.
Key Features
The EU General Data Protection Regulation (GDPR) came into effect on May 25, 2018 and changed the global privacy landscape. It has broadened the definition of processing activities and personal data, impacting companies worldwide, and has tightened the rules to obtain consent before processing information.
Key Features
The Lei Geral de Proteção de Dados (LGPD) is modeled with similarities to the General European Data Protection Regulation (GDPR) and contains sixty-five articles. It was approved on August 14, 2018 and its validity has undergone several changes, the last relevant fact being MPV 959. LGPD is in effect since September 18, 2020. The sanctions by the ANPD (Brazilian Data Protection Authority) were postponed to August 2021. The LGPD allows people have more rights over their data and expects organizations to comply with their regulations or face heavy penalties or fines.
Key Features
China has complex data protection and data security regime, however, the following are three main laws that primarily cover China’s data protection and data security regulatory framework. These laws are:
Frameworks
UAE have number of laws in place that govern privacy as well as data security in the UAE. Some of those includes:
Frameworks
The government of New Zealand has recently replaced its long-existing Privacy Act of 1993 with a modernized version, the Privacy Act 2020. The New Zealand Privacy Act 2020 (NZPA) will take effect from December 1, 2020.
Key Features
The Personal Data Protection Act, B.E. 2562 (2019) ('PDPA') is Thailand's first consolidated data protection law, which was published in the Thai Government Gazette on 27 May 2019. This law was said to go into effect on 27 May 2020. However, in May 2020, the Thai Cabinet through a Royal Decree has deferred the enforcement of certain data protection provisions of the PDPA until 31 May 2021.
Key Features
In order to protect the data of individuals in South Africa, Parliament assented to the Protection of Personal Information Act (POPIA) on 19th November 2013. The commencement date of section 1, Part A of Chapter 5, section 112 and section 113 was 11 April 2014. The commencement date of the remaining sections (excluding section 110 and 114(4)) was 1st July 2020. As per the Regulator’s Operational Readiness Plan the Regulator will be able to take enforcement actions for the violation of POPIA by July 1st 2021.
Key Features
Singapore’s Personal Data Protection Act (PDPA) comprises various provisions governing the collection, disclosure, use, and care of personal data. It recognizes the rights of individuals to have more control over their personal data and the needs of organizations to collect, use, or disclose personal data for legitimate and reasonable purposes.
Key Features
The Canadian data laws aim to give consumers control over their data and promote greater transparency about how organizations use data containing personal identifiers.
Frameworks
The Australian data laws aim to give consumers control over their data and promote greater transparency about how organizations use data containing personal identifiers.
Frameworks
After the invalidation of Privacy Shield, many companies are relying on the SCCs in order to continue transferring data of EU citizens to companies based in countries who are not deemed adequate for data transfer.
After the CJEU judgement, it is clear that these companies have to conduct Risk Assessments with the data recipients in these countries in order to ensure they have enough controls to mitigate any potential data or regulatory risk.
Key Features
On January 31, 2020, the government of Saudi Arabia issued the Executive Regulations to the Saudi E-Commerce Law 2019 (“ECL”) that was in effect since October 2019. The Executive Regulations together with the ECL (“Law”) aim to protect consumers’ personal data by requiring organizations to take appropriate technical and administrative measures.
Key Features
Turkey was one of the first countries to start the trend of legislating data protection. Turkey published “Law on the Protection of Personal Data No. 6698 (LPPD) covering personal data protection on April 07, 2016.” The LPPD is based on the European Union Data Protection Directive 95/46/EC and has several similarities with the GDPR. It aims to give data subjects’ control over their personal data and outlines obligations that organizations and individuals dealing with personal data must comply with. The LPPD has also provided comprehensive guidelines for the transfer of personal data to the third parties.
Key Features
In December 2019, India, following several other countries' footsteps on the privacy laws' developments, introduced the Personal Data Protection Bill (PDPB) to regulate the processing, collection, and storage of personal data. However, in November 2021, the bill’s name was amended to now be called the Data Protection Bill 2021 (DPB).
Key Features
The Irish Data Protection Act, 2018 (Irish DPA) implements the General Data Protection Regulation (GDPR) and transposes the European Union Law Enforcement Directive in Ireland. Since it incorporates most of the provisions from the GDPR and the Law Enforcement Directive with limited additions and deletions as per the national law, it is considered to be the principal data protection legislation in Ireland.
Key Features
The Personal Data (Privacy) Ordinance (Cap. 486) as amended in 2012 (the “PDPO) is the primary legislation in Hong Kong which was enacted to protect the privacy of individuals’ personal data, and regulate the collection, holding, processing, disclosure, or use of personal data by the organizations.. The Data Protection Principles ( the “DPPs or DPP ''), which are contained in Schedule 1 to the PDPO, outline how entities should collect, handle, disclose, and use personal data.
Key Features
In 2012, the Philippines passed the comprehensive privacy law, Data Privacy Act 2012 Republic Act. No, 10173 (the "DPA"). The DPA recognizes the rights of individuals to have more control over their personal data while ensuring a free flow of information to promote innovation and growth.
Key Features
South Korea has a general law and several special laws that cover data protection and individuals' privacy. South Korea's data protection regime is considered one of the strictest data protection regimes owing to its notification requirements, opt-in consent, extensive data subject rights, mandatory data breach notifications, and heavy sanctions in case of non-compliance.
Key Features
The Act on the Protection of Personal Information (the "APPI'') regulates personal related information and applies to any Personal Information Controller (the “PIC''), that is a person or entity providing personal related information for use in business in Japan. The APPI also applies to the foreign PICs which handle personal information of data subjects (“principals”) in Japan for the purpose of supplying goods or services to those persons.
Key Features
Qatar is the first gulf country that has passed a national data privacy law and has paved the way for all other gulf countries to follow suit. In 2016, Qatar enacted Law no. 13 Concerning Personal Data Protection (the “DPL”). Qatar became the first Gulf Cooperation Council (GCC) member state to issue an “European Style” applicable data protection law. The DPL establishes a certain degree of personal data protection, provides data subject rights, and prescribes the guidelines for organizations for the processing of personal data within Qatar.
Key Features
Bahrain has become a part of the countries that have enacted a data privacy regulation to protect the rights of their residents. On 12 July 2018, Bahrain drafted its law on data protection regulation, Law No. 30. This then went on to go into effect on the 1st of August 2019 as the Bahrain Personal Data Protection Law (PDPL) and supersedes all other laws. The PDPL recognizes the rights of individuals to have more control over their personal data and the needs of organizations to collect, use, or disclose personal data for legitimate purposes.
Key Features
After the Success of the California Consumer Privacy Act (CCPA) in California, Virginia is now following the same path. The Virginia Consumer Data Protection Act (VCDPA) has been passed and will go into effect on 1st of January 2023. This law is closely designed after the newer California Privacy Rights Act (CPRA) but with a few significant and important differences.
Key Features
After the VCDPA in Virginia, Colorado has closely followed suit and has passed their own comprehensive data privacy law to protect the personal data of the residents of Colorado.The Colorado Privacy Act (CPA) was signed into law on the 8th of July, 2021 and has been modelled closely after the VCDPA.
Key Features
Saudi Arabia has drafted a data privacy regulation to protect the personal data of individuals in Saudi Arabia. This law was approved by the Council of Ministers in Saudi Arabia and is named the Personal Data Protection Law (the “PDPL”).
Key Features
Uganda’s Data Protection and Privacy Act 2019 seeks to protect Uganda’s citizens and their personal data by outlining and implementing rules for processing personal data and sensitive personal data by entities within or outside the country.
Key Features
Ghana Data Protection Act 2012 establishes a comprehensive set of provisions governing the collection, processing, use, and protection of personal data by the data controller or data processor.
Key Features
Kenya’s Data Protection Act, 2019 (DPA) is based on the framework of the EU’s General Data Protection Regulation (GDPR), making it the third region in East Africa to have enacted and enforced data protection regulations.
Key Features
Malaysia’s Personal Data Protection Act (PDPA) was passed by the Parliament of Malaysia on 2 June 2010. The PDPA sets out a complete cross-sectoral framework to protect the personal data of individuals with respect to commercial transactions.
Key Features
Although there is no comprehensive data protection law in Indonesia, however, there are several regulations that regulate the Indonesia's draft Personal Data Protection Bill (PDPB) & Personal Data Protection Regulations (PDP Regulations)
Frameworks
Oman’s Personal Data Protection Law (Oman’s PDPL) has been published in the country’s official gazette, and it will come into force by February 9, 2023, one year after its issuance which was February 9, 2022. The law applies to any natural person’s personal data including but not limited to their name, location data, identification number, and health-related information.
Key Features
Kuwait’s Data Privacy Protection Regulations (DPPR) applies to all public and private Telecommunication Services Providers and related industry sectors who collect, process, and store personal data and user-related content in whole or in part of a data storage system, whether processed inside or outside the State of Kuwait.
Key Features
The Personal Data Protection Act (PDPA) protects Sri Lankan residents’ data while regulating how organizations collect, process, store, and maintain this data. The PDPA also grants users a wide range of data subject rights, meant to give them more control over their data.
Key Features
Issued on 27 July 2006, the Russian Federal Law on Personal Data (No. 152-FZ) remains one of the oldest data protection laws in effect today. Moreover, it is one of the few laws enacted before the EU's landmark General Data Protection Regulation (GDPR).
Key Features
Germany’s Bundesdatenschutzgesetz (BDSG) in German, or the Federal Data Protection Act in English, was enacted in May 2018 to implement the GDPR in Germany.
Key Features
The Data Protection Act (DPA) of 2018 was passed in April 2016 and came into effect on May 25, 2018. This was the same day the General Data Protection Regulation (GDPR) came into effect.
Key Features
Directive 2002/58/EC on Privacy and Electronic Communications, known more prominently as the ePrivacy Directive, is a key set of instructions released to ensure the privacy and confidentiality of all electronic communications within the European Union (EU).
Key Features
The New York State Department of Financial Service Cybersecurity Regulations or 23 NYCRR 500 is a set of 23 cybersecurity requirements mandatory for all financial institutions registered in New York working under its Banking Law, Insurance Law, or Financial Services Law.
Key Features
In November 2020, the European Commission released a draft of the new Data Governance Act. This came as a result of the 2020 European Data Strategy that aims to facilitate data sharing across sectors and member states.
Key Features
- Resources
- Developers
- Company
