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Implementing Privacy Enhancing Technologies (PETs)- Tejasvi Addagada
HowtoImplementPrivacy
EnhancingTechnologies(PETs)?
Organizations face increasing pressure to protect sensitive information while maintaining
compliance. Privacy Enhancing Technologies (PETs) have emerged as a critical solution to achieve
this balance. Leveraging PETs within a solid data risk management and governance strategy
and data management framework helps companies protect user privacy, ensure ethical data use,
and improve trust. As generative AI and analytics advance, ensuring data quality and security
becomes essential to long-term success.
www.tejasviaddagada.com
AGuidetoDataProtectionwithPrivacyEnhancingTechnologies
(PETs)
PETs refer to a set of tools and practices designed to minimize the exposure of personal data
while still allowing valuable analysis. These technologies enable privacy by design, ensuring
compliance with global regulations like GDPR and CCPA. They are used in both consumer-facing
applications and enterprise-level analytics systems.
www.tejasviaddagada.com
• Differential Privacy – Adds mathematical noise
to datasets to prevent re-identification.
• Homomorphic Encryption – Allows
computations on encrypted data without
decryption.
• Secure Multi-Party Computation (SMPC) –
Enables data analysis across sources without
exposing raw data.
• Federated Learning – Trains algorithms across
decentralized devices without moving the data.
7EssentialPrivacyEnhancingTechnologiesforDataProtection
• Synthetic Data Generation – Produces
anonymized, artificial datasets with statistical
value.
• Data Masking – Hides specific data within a
database to reduce exposure risk.
• Zero-Knowledge Proofs – Validates a
statement without revealing the underlying
data.
HowtoUsePETsforEnhancedPrivacy
To implement PETs effectively, companies must:
www.tejasviaddagada.com
• Encryption Tools like TLS and AES
• Anonymous Browsing Services
• VPN Solutions for secure, private internet access
Top5PETstoSafeguardYourPersonalInformation
• Ad and Tracker Blockers for personal device
protection
• Decentralized Identity Systems for managing
digital credentials
• Conduct a data protection risk assessment
• Classify data types based on sensitivity
• Integrate PETs into existing data governance
and engineering frameworks
• Educate employees on data privacy best
practices
• Regularly evaluate PET performance and
regulatory compliance
StepstoSecureDatawithPrivacyTechnologies
To implement PETs effectively, companies must:
www.tejasviaddagada.com
• PETs are foundational to ethical AI development
• They support secure cross-border data collaborations
• Many PETs are open source and community-driven
KnowFactsAboutPrivacyEnhancingTechnologies
• Identify and map personal data flows
• Implement access controls and audit trails
• Use generative AI tools for anonymization and
risk analysis
• Combine PETs with traditional cybersecurity
measures
• Continuously monitor threats and compliance
gaps
HowtoChoosetheRightPrivacyEnhancingTools?
Selecting PETs depends on:
www.tejasviaddagada.com
• PETs are foundational to ethical AI development
• They support secure cross-border data collaborations
• Many PETs are open source and community-driven
KnowFactsAboutPrivacyEnhancingTechnologies
• Type of data and use case
• Required level of privacy and regulatory scope
• Integration compatibility with your data management framework
6KeyBenefitsofUsingPETsforDataSecurity
Selecting PETs depends on:
www.tejasviaddagada.com
For individuals, PETs are essential in preventing identity theft, online surveillance,
and unwanted tracking. Browser extensions, encrypted messaging apps, and
decentralized storage solutions are practical PETs everyone can use.
PETsforProtectingYourPrivacyOnline
• Enhanced trust from customers and stakeholders
• Compliance with global privacy laws
• Protection of sensitive data assets
• Empowerment of ethical AI systems
• Risk reduction and cost savings
• Improved data quality and usability
HowCanPETsHelpinDataPrivacyCompliance?
PETs are designed to align with data privacy regulations. They reduce the risk of breaches and
penalties by ensuring minimal exposure and accountability across the data lifecycle.
www.tejasviaddagada.com
As data engineering and data science continue to evolve, so will the role of PETs.
Innovations in privacy enhancing technologies will enable more personalized
services without sacrificing user rights. Future-ready organizations are already
embedding PETs into their data governance strategies.
TheFutureofDataProtection
Conclusion:
Incorporating privacy enhancing technologies into your data risk management. These tools
support ethical innovation, compliance, and data protection while improving trust and
operational efficiency. A future powered by data engineering and data science requires PETs to
be at the forefront of every organization's digital journey.
www.tejasviaddagada.com
1. What Are Privacy Enhancing Technologies (PETs)?
PETs are tools that protect personal data while allowing
useful data analysis, ensuring privacy and compliance.
2. How Do PETs Improve Data Protection?
They reduce data exposure and support encrypted or
anonymized data processing.
FAQs
Unlocking Data Security: The Role of Privacy Enhancing Technologies
3. Why Are Privacy Enhancing Technologies Important?
They build trust, meet legal requirements, and minimize
risks in digital ecosystems.
4. What Types of PETs Should You Consider?
Differential privacy, encryption, federated learning, and
synthetic data generators.
5. How Can PETs Help in Data Privacy Compliance?
They ensure data is processed securely and
anonymously, aligning with privacy laws.
Contactus
www.tejasviaddagada.com
Airoli Knowledge Park Road, Dighe, Green World, vitawa, Airoli, Thane, Maharashtra
400708, India
Address
Website
ThankYou
ThankYou

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Implementing Privacy Enhancing Technologies (PETs)- Tejasvi Addagada

  • 2. HowtoImplementPrivacy EnhancingTechnologies(PETs)? Organizations face increasing pressure to protect sensitive information while maintaining compliance. Privacy Enhancing Technologies (PETs) have emerged as a critical solution to achieve this balance. Leveraging PETs within a solid data risk management and governance strategy and data management framework helps companies protect user privacy, ensure ethical data use, and improve trust. As generative AI and analytics advance, ensuring data quality and security becomes essential to long-term success. www.tejasviaddagada.com
  • 3. AGuidetoDataProtectionwithPrivacyEnhancingTechnologies (PETs) PETs refer to a set of tools and practices designed to minimize the exposure of personal data while still allowing valuable analysis. These technologies enable privacy by design, ensuring compliance with global regulations like GDPR and CCPA. They are used in both consumer-facing applications and enterprise-level analytics systems. www.tejasviaddagada.com • Differential Privacy – Adds mathematical noise to datasets to prevent re-identification. • Homomorphic Encryption – Allows computations on encrypted data without decryption. • Secure Multi-Party Computation (SMPC) – Enables data analysis across sources without exposing raw data. • Federated Learning – Trains algorithms across decentralized devices without moving the data. 7EssentialPrivacyEnhancingTechnologiesforDataProtection • Synthetic Data Generation – Produces anonymized, artificial datasets with statistical value. • Data Masking – Hides specific data within a database to reduce exposure risk. • Zero-Knowledge Proofs – Validates a statement without revealing the underlying data.
  • 4. HowtoUsePETsforEnhancedPrivacy To implement PETs effectively, companies must: www.tejasviaddagada.com • Encryption Tools like TLS and AES • Anonymous Browsing Services • VPN Solutions for secure, private internet access Top5PETstoSafeguardYourPersonalInformation • Ad and Tracker Blockers for personal device protection • Decentralized Identity Systems for managing digital credentials • Conduct a data protection risk assessment • Classify data types based on sensitivity • Integrate PETs into existing data governance and engineering frameworks • Educate employees on data privacy best practices • Regularly evaluate PET performance and regulatory compliance
  • 5. StepstoSecureDatawithPrivacyTechnologies To implement PETs effectively, companies must: www.tejasviaddagada.com • PETs are foundational to ethical AI development • They support secure cross-border data collaborations • Many PETs are open source and community-driven KnowFactsAboutPrivacyEnhancingTechnologies • Identify and map personal data flows • Implement access controls and audit trails • Use generative AI tools for anonymization and risk analysis • Combine PETs with traditional cybersecurity measures • Continuously monitor threats and compliance gaps
  • 6. HowtoChoosetheRightPrivacyEnhancingTools? Selecting PETs depends on: www.tejasviaddagada.com • PETs are foundational to ethical AI development • They support secure cross-border data collaborations • Many PETs are open source and community-driven KnowFactsAboutPrivacyEnhancingTechnologies • Type of data and use case • Required level of privacy and regulatory scope • Integration compatibility with your data management framework
  • 7. 6KeyBenefitsofUsingPETsforDataSecurity Selecting PETs depends on: www.tejasviaddagada.com For individuals, PETs are essential in preventing identity theft, online surveillance, and unwanted tracking. Browser extensions, encrypted messaging apps, and decentralized storage solutions are practical PETs everyone can use. PETsforProtectingYourPrivacyOnline • Enhanced trust from customers and stakeholders • Compliance with global privacy laws • Protection of sensitive data assets • Empowerment of ethical AI systems • Risk reduction and cost savings • Improved data quality and usability
  • 8. HowCanPETsHelpinDataPrivacyCompliance? PETs are designed to align with data privacy regulations. They reduce the risk of breaches and penalties by ensuring minimal exposure and accountability across the data lifecycle. www.tejasviaddagada.com As data engineering and data science continue to evolve, so will the role of PETs. Innovations in privacy enhancing technologies will enable more personalized services without sacrificing user rights. Future-ready organizations are already embedding PETs into their data governance strategies. TheFutureofDataProtection
  • 9. Conclusion: Incorporating privacy enhancing technologies into your data risk management. These tools support ethical innovation, compliance, and data protection while improving trust and operational efficiency. A future powered by data engineering and data science requires PETs to be at the forefront of every organization's digital journey. www.tejasviaddagada.com 1. What Are Privacy Enhancing Technologies (PETs)? PETs are tools that protect personal data while allowing useful data analysis, ensuring privacy and compliance. 2. How Do PETs Improve Data Protection? They reduce data exposure and support encrypted or anonymized data processing. FAQs Unlocking Data Security: The Role of Privacy Enhancing Technologies 3. Why Are Privacy Enhancing Technologies Important? They build trust, meet legal requirements, and minimize risks in digital ecosystems. 4. What Types of PETs Should You Consider? Differential privacy, encryption, federated learning, and synthetic data generators. 5. How Can PETs Help in Data Privacy Compliance? They ensure data is processed securely and anonymously, aligning with privacy laws.
  • 10. Contactus www.tejasviaddagada.com Airoli Knowledge Park Road, Dighe, Green World, vitawa, Airoli, Thane, Maharashtra 400708, India Address Website