{"id":58243,"date":"2025-12-25T20:06:27","date_gmt":"2025-12-25T20:06:27","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=58243"},"modified":"2026-01-18T20:08:49","modified_gmt":"2026-01-18T20:08:49","slug":"top-10-secure-data-enclaves-features-pros-cons-comparison","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/top-10-secure-data-enclaves-features-pros-cons-comparison\/","title":{"rendered":"Top 10 Secure Data Enclaves: Features, Pros, Cons & Comparison"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n

Introduction<\/strong><\/h2>\n\n\n\n

Secure Data Enclaves have become a foundational technology for organizations that need to analyze, share, or collaborate on sensitive data without exposing raw information<\/strong>. At their core, secure data enclaves create isolated, hardware- or software-protected environments<\/strong> where data remains encrypted not only at rest and in transit, but also while in use<\/strong>. This \u201cconfidential computing\u201d model significantly reduces insider threats, cloud trust concerns, and regulatory risk.<\/p>\n\n\n\n

In today\u2019s data-driven economy, enterprises face growing pressure to extract insights from regulated or proprietary data\u2014health records, financial transactions, intellectual property, and government datasets\u2014while complying with stringent privacy laws. Secure Data Enclaves enable safe collaboration across organizational boundaries<\/strong>, allowing multiple parties to compute on shared data without revealing their underlying datasets.<\/p>\n\n\n\n

Key real-world use cases<\/strong><\/h3>\n\n\n\n
    \n
  • Privacy-preserving analytics across partners or competitors<\/li>\n\n\n\n
  • Secure AI\/ML training on sensitive datasets<\/li>\n\n\n\n
  • Regulated data processing in healthcare and finance<\/li>\n\n\n\n
  • Government and defense data collaboration<\/li>\n\n\n\n
  • Cross-border data analysis under data residency laws<\/li>\n<\/ul>\n\n\n\n

    What to look for when choosing Secure Data Enclaves<\/strong><\/h3>\n\n\n\n
      \n
    • Strength of isolation (hardware vs software)<\/li>\n\n\n\n
    • Encryption in use and key management model<\/li>\n\n\n\n
    • Integration with existing data platforms<\/li>\n\n\n\n
    • Compliance certifications and auditability<\/li>\n\n\n\n
    • Performance overhead and scalability<\/li>\n<\/ul>\n\n\n\n

      Best for:<\/strong>
      Secure Data Enclaves are ideal for data engineers, security architects, compliance leaders, AI\/ML teams, and regulated enterprises<\/strong> in healthcare, finance, government, life sciences, and SaaS platforms handling sensitive customer data.<\/p>\n\n\n\n

      Not ideal for:<\/strong>
      They may be overkill for small teams with non-sensitive data<\/strong>, low-risk analytics workloads, or use cases where traditional encryption and access controls already meet compliance needs.<\/p>\n\n\n\n

      \n\n\n\n

      Top 10 Secure Data Enclaves Tools<\/strong><\/h2>\n\n\n\n
      \n\n\n\n

      1 \u2014 Databricks Clean Rooms<\/strong><\/h3>\n\n\n\n

      Short description:<\/strong>
      A privacy-safe data collaboration environment built into the Databricks Lakehouse, enabling organizations to analyze shared data without copying or exposing it.<\/p>\n\n\n\n

      Key features<\/strong><\/p>\n\n\n\n

        \n
      • Privacy-preserving data collaboration<\/li>\n\n\n\n
      • Fine-grained access controls<\/li>\n\n\n\n
      • Secure multi-party analytics<\/li>\n\n\n\n
      • Native integration with Lakehouse workloads<\/li>\n\n\n\n
      • Supports SQL and ML workflows<\/li>\n\n\n\n
      • Centralized governance and auditing<\/li>\n<\/ul>\n\n\n\n

        Pros<\/strong><\/p>\n\n\n\n

          \n
        • Excellent for large-scale analytics<\/li>\n\n\n\n
        • Minimal data movement<\/li>\n\n\n\n
        • Strong governance controls<\/li>\n<\/ul>\n\n\n\n

          Cons<\/strong><\/p>\n\n\n\n

            \n
          • Tied closely to Databricks ecosystem<\/li>\n\n\n\n
          • Enterprise pricing complexity<\/li>\n<\/ul>\n\n\n\n

            Security & compliance:<\/strong>
            Encryption in use, audit logs, GDPR support, SOC 2 (varies by deployment)<\/p>\n\n\n\n

            Support & community:<\/strong>
            Strong enterprise support, extensive documentation, active data engineering community<\/p>\n\n\n\n

            \n\n\n\n

            2 \u2014 AWS Nitro Enclaves<\/strong><\/h3>\n\n\n\n

            Short description:<\/strong>
            A hardware-isolated enclave service that allows sensitive data processing within Amazon EC2 without exposing it to the host OS or administrators.<\/p>\n\n\n\n

            Key features<\/strong><\/p>\n\n\n\n

              \n
            • Hardware-based isolation<\/li>\n\n\n\n
            • No persistent storage or network access<\/li>\n\n\n\n
            • Integrated with AWS KMS<\/li>\n\n\n\n
            • Ideal for cryptographic operations<\/li>\n\n\n\n
            • Low attack surface<\/li>\n\n\n\n
            • Scales with EC2 instances<\/li>\n<\/ul>\n\n\n\n

              Pros<\/strong><\/p>\n\n\n\n

                \n
              • Strong security guarantees<\/li>\n\n\n\n
              • Deep AWS integration<\/li>\n\n\n\n
              • No additional infrastructure<\/li>\n<\/ul>\n\n\n\n

                Cons<\/strong><\/p>\n\n\n\n

                  \n
                • Limited debugging visibility<\/li>\n\n\n\n
                • AWS-only environment<\/li>\n<\/ul>\n\n\n\n

                  Security & compliance:<\/strong>
                  SOC 2, ISO, GDPR, HIPAA eligible services<\/p>\n\n\n\n

                  Support & community:<\/strong>
                  Excellent AWS documentation and enterprise-grade support<\/p>\n\n\n\n

                  \n\n\n\n

                  3 \u2014 Azure Confidential Computing<\/strong><\/h3>\n\n\n\n

                  Short description:<\/strong>
                  Microsoft\u2019s confidential computing platform leveraging trusted execution environments for secure workloads in Azure.<\/p>\n\n\n\n

                  Key features<\/strong><\/p>\n\n\n\n

                    \n
                  • Hardware-backed trusted execution<\/li>\n\n\n\n
                  • Confidential VMs and containers<\/li>\n\n\n\n
                  • Integration with Azure Key Vault<\/li>\n\n\n\n
                  • Secure AI and data analytics<\/li>\n\n\n\n
                  • Policy-driven access control<\/li>\n<\/ul>\n\n\n\n

                    Pros<\/strong><\/p>\n\n\n\n

                      \n
                    • Broad Azure service integration<\/li>\n\n\n\n
                    • Enterprise compliance coverage<\/li>\n\n\n\n
                    • Suitable for regulated workloads<\/li>\n<\/ul>\n\n\n\n

                      Cons<\/strong><\/p>\n\n\n\n

                        \n
                      • Azure-specific expertise required<\/li>\n\n\n\n
                      • Performance tuning needed for enclaves<\/li>\n<\/ul>\n\n\n\n

                        Security & compliance:<\/strong>
                        ISO, SOC, GDPR, HIPAA, regional compliance support<\/p>\n\n\n\n

                        Support & community:<\/strong>
                        Strong enterprise onboarding, global Azure support network<\/p>\n\n\n\n

                        \n\n\n\n

                        4 \u2014 Google Confidential Computing<\/strong><\/h3>\n\n\n\n

                        Short description:<\/strong>
                        Google Cloud\u2019s approach to protecting data in use using hardware-based memory encryption.<\/p>\n\n\n\n

                        Key features<\/strong><\/p>\n\n\n\n

                          \n
                        • Confidential VMs and GKE nodes<\/li>\n\n\n\n
                        • Automatic memory encryption<\/li>\n\n\n\n
                        • Integrated IAM controls<\/li>\n\n\n\n
                        • Supports analytics and AI workloads<\/li>\n\n\n\n
                        • Scales across Google Cloud<\/li>\n<\/ul>\n\n\n\n

                          Pros<\/strong><\/p>\n\n\n\n

                            \n
                          • Transparent security model<\/li>\n\n\n\n
                          • Minimal application changes<\/li>\n\n\n\n
                          • High performance<\/li>\n<\/ul>\n\n\n\n

                            Cons<\/strong><\/p>\n\n\n\n

                              \n
                            • Limited multi-cloud portability<\/li>\n\n\n\n
                            • Fewer enclave-specific tools<\/li>\n<\/ul>\n\n\n\n

                              Security & compliance:<\/strong>
                              SOC, ISO, GDPR, HIPAA support<\/p>\n\n\n\n

                              Support & community:<\/strong>
                              High-quality documentation, growing confidential computing adoption<\/p>\n\n\n\n

                              \n\n\n\n

                              5 \u2014 Snowflake Secure Data Sharing & Clean Rooms<\/strong><\/h3>\n\n\n\n

                              Short description:<\/strong>
                              A secure collaboration layer within Snowflake that enables governed data sharing and privacy-safe analytics.<\/p>\n\n\n\n

                              Key features<\/strong><\/p>\n\n\n\n

                                \n
                              • Zero-copy data sharing<\/li>\n\n\n\n
                              • Clean room analytics<\/li>\n\n\n\n
                              • Role-based access control<\/li>\n\n\n\n
                              • Built-in auditing<\/li>\n\n\n\n
                              • SQL-native workflows<\/li>\n<\/ul>\n\n\n\n

                                Pros<\/strong><\/p>\n\n\n\n

                                  \n
                                • Easy adoption for Snowflake users<\/li>\n\n\n\n
                                • Strong governance<\/li>\n\n\n\n
                                • High performance<\/li>\n<\/ul>\n\n\n\n

                                  Cons<\/strong><\/p>\n\n\n\n

                                    \n
                                  • Snowflake-centric design<\/li>\n\n\n\n
                                  • Limited non-SQL workloads<\/li>\n<\/ul>\n\n\n\n

                                    Security & compliance:<\/strong>
                                    SOC 2, GDPR, HIPAA eligible<\/p>\n\n\n\n

                                    Support & community:<\/strong>
                                    Strong enterprise support and data analytics community<\/p>\n\n\n\n

                                    \n\n\n\n

                                    6 \u2014 IBM Hyper Protect<\/strong><\/h3>\n\n\n\n

                                    Short description:<\/strong>
                                    An enterprise-grade secure enclave solution designed for highly regulated and mission-critical workloads.<\/p>\n\n\n\n

                                    Key features<\/strong><\/p>\n\n\n\n

                                      \n
                                    • Hardware-isolated confidential containers<\/li>\n\n\n\n
                                    • End-to-end encryption<\/li>\n\n\n\n
                                    • Secure key ownership<\/li>\n\n\n\n
                                    • Advanced policy enforcement<\/li>\n\n\n\n
                                    • Enterprise-grade resilience<\/li>\n<\/ul>\n\n\n\n

                                      Pros<\/strong><\/p>\n\n\n\n

                                        \n
                                      • Strong compliance posture<\/li>\n\n\n\n
                                      • Trusted by financial institutions<\/li>\n\n\n\n
                                      • High assurance security<\/li>\n<\/ul>\n\n\n\n

                                        Cons<\/strong><\/p>\n\n\n\n

                                          \n
                                        • Higher operational complexity<\/li>\n\n\n\n
                                        • Premium pricing<\/li>\n<\/ul>\n\n\n\n

                                          Security & compliance:<\/strong>
                                          ISO, SOC, GDPR, financial-grade compliance<\/p>\n\n\n\n

                                          Support & community:<\/strong>
                                          White-glove enterprise support, smaller developer community<\/p>\n\n\n\n

                                          \n\n\n\n

                                          7 \u2014 Fortanix Confidential Computing Manager<\/strong><\/h3>\n\n\n\n

                                          Short description:<\/strong>
                                          A centralized platform for managing and orchestrating confidential workloads across clouds.<\/p>\n\n\n\n

                                          Key features<\/strong><\/p>\n\n\n\n

                                            \n
                                          • Unified enclave management<\/li>\n\n\n\n
                                          • Hardware-agnostic support<\/li>\n\n\n\n
                                          • Secure key lifecycle management<\/li>\n\n\n\n
                                          • Multi-cloud compatibility<\/li>\n\n\n\n
                                          • Policy-based governance<\/li>\n<\/ul>\n\n\n\n

                                            Pros<\/strong><\/p>\n\n\n\n

                                              \n
                                            • Flexible deployment options<\/li>\n\n\n\n
                                            • Strong security tooling<\/li>\n\n\n\n
                                            • Vendor-neutral approach<\/li>\n<\/ul>\n\n\n\n

                                              Cons<\/strong><\/p>\n\n\n\n

                                                \n
                                              • Learning curve for setup<\/li>\n\n\n\n
                                              • Enterprise-focused pricing<\/li>\n<\/ul>\n\n\n\n

                                                Security & compliance:<\/strong>
                                                SOC 2, GDPR, ISO support<\/p>\n\n\n\n

                                                Support & community:<\/strong>
                                                Good documentation, responsive enterprise support<\/p>\n\n\n\n

                                                \n\n\n\n

                                                8 \u2014 Anjuna Confidential Computing<\/strong><\/h3>\n\n\n\n

                                                Short description:<\/strong>
                                                A developer-friendly platform to secure applications with confidential computing without major code changes.<\/p>\n\n\n\n

                                                Key features<\/strong><\/p>\n\n\n\n

                                                  \n
                                                • Transparent application protection<\/li>\n\n\n\n
                                                • Runtime security controls<\/li>\n\n\n\n
                                                • Hardware enclave support<\/li>\n\n\n\n
                                                • DevOps-friendly deployment<\/li>\n\n\n\n
                                                • Cloud-agnostic design<\/li>\n<\/ul>\n\n\n\n

                                                  Pros<\/strong><\/p>\n\n\n\n

                                                    \n
                                                  • Easy developer adoption<\/li>\n\n\n\n
                                                  • Strong runtime protection<\/li>\n\n\n\n
                                                  • Minimal refactoring<\/li>\n<\/ul>\n\n\n\n

                                                    Cons<\/strong><\/p>\n\n\n\n

                                                      \n
                                                    • Smaller ecosystem<\/li>\n\n\n\n
                                                    • Primarily enterprise focus<\/li>\n<\/ul>\n\n\n\n

                                                      Security & compliance:<\/strong>
                                                      Varies by deployment environment<\/p>\n\n\n\n

                                                      Support & community:<\/strong>
                                                      Strong onboarding support, growing enterprise adoption<\/p>\n\n\n\n

                                                      \n\n\n\n

                                                      9 \u2014 Enveil ZeroReveal<\/strong><\/h3>\n\n\n\n

                                                      Short description:<\/strong>
                                                      A privacy-preserving data analytics platform that enables encrypted search and computation.<\/p>\n\n\n\n

                                                      Key features<\/strong><\/p>\n\n\n\n

                                                        \n
                                                      • Encrypted data processing<\/li>\n\n\n\n
                                                      • Secure search and analytics<\/li>\n\n\n\n
                                                      • Zero-trust architecture<\/li>\n\n\n\n
                                                      • Cross-organization collaboration<\/li>\n\n\n\n
                                                      • Strong cryptographic foundation<\/li>\n<\/ul>\n\n\n\n

                                                        Pros<\/strong><\/p>\n\n\n\n

                                                          \n
                                                        • Advanced privacy protection<\/li>\n\n\n\n
                                                        • Ideal for sensitive analytics<\/li>\n\n\n\n
                                                        • No raw data exposure<\/li>\n<\/ul>\n\n\n\n

                                                          Cons<\/strong><\/p>\n\n\n\n

                                                            \n
                                                          • Performance overhead<\/li>\n\n\n\n
                                                          • Niche use cases<\/li>\n<\/ul>\n\n\n\n

                                                            Security & compliance:<\/strong>
                                                            GDPR, enterprise security controls<\/p>\n\n\n\n

                                                            Support & community:<\/strong>
                                                            Specialized support, limited community presence<\/p>\n\n\n\n

                                                            \n\n\n\n

                                                            10 \u2014 Duality SecurePlus<\/strong><\/h3>\n\n\n\n

                                                            Short description:<\/strong>
                                                            A secure data collaboration platform focused on privacy-preserving analytics using advanced cryptography.<\/p>\n\n\n\n

                                                            Key features<\/strong><\/p>\n\n\n\n

                                                              \n
                                                            • Secure data collaboration<\/li>\n\n\n\n
                                                            • Policy-driven access<\/li>\n\n\n\n
                                                            • Encrypted computation<\/li>\n\n\n\n
                                                            • Designed for regulated industries<\/li>\n\n\n\n
                                                            • Flexible deployment models<\/li>\n<\/ul>\n\n\n\n

                                                              Pros<\/strong><\/p>\n\n\n\n

                                                                \n
                                                              • Strong privacy guarantees<\/li>\n\n\n\n
                                                              • Collaboration-centric design<\/li>\n\n\n\n
                                                              • Suitable for compliance-heavy sectors<\/li>\n<\/ul>\n\n\n\n

                                                                Cons<\/strong><\/p>\n\n\n\n

                                                                  \n
                                                                • Limited general analytics features<\/li>\n\n\n\n
                                                                • Smaller ecosystem<\/li>\n<\/ul>\n\n\n\n

                                                                  Security & compliance:<\/strong>
                                                                  Varies \/ N\/A depending on deployment<\/p>\n\n\n\n

                                                                  Support & community:<\/strong>
                                                                  Direct vendor support, niche but expert user base<\/p>\n\n\n\n

                                                                  \n\n\n\n

                                                                  Comparison Table<\/strong><\/h2>\n\n\n\n
                                                                  Tool Name<\/th>Best For<\/th>Platform(s) Supported<\/th>Standout Feature<\/th>Rating<\/th><\/tr><\/thead>
                                                                  Databricks Clean Rooms<\/td>Large-scale analytics collaboration<\/td>Cloud<\/td>Lakehouse-native clean rooms<\/td>N\/A<\/td><\/tr>
                                                                  AWS Nitro Enclaves<\/td>Cryptographic workloads<\/td>AWS<\/td>Hardware isolation<\/td>N\/A<\/td><\/tr>
                                                                  Azure Confidential Computing<\/td>Regulated enterprise workloads<\/td>Azure<\/td>Confidential VMs<\/td>N\/A<\/td><\/tr>
                                                                  Google Confidential Computing<\/td>Secure cloud analytics<\/td>Google Cloud<\/td>Memory encryption<\/td>N\/A<\/td><\/tr>
                                                                  Snowflake Secure Data Sharing<\/td>Data sharing & analytics<\/td>Cloud<\/td>Zero-copy sharing<\/td>N\/A<\/td><\/tr>
                                                                  IBM Hyper Protect<\/td>Financial & mission-critical<\/td>IBM Cloud<\/td>High-assurance security<\/td>N\/A<\/td><\/tr>
                                                                  Fortanix CCM<\/td>Multi-cloud governance<\/td>Multi-cloud<\/td>Centralized enclave mgmt<\/td>N\/A<\/td><\/tr>
                                                                  Anjuna<\/td>Dev-friendly security<\/td>Multi-cloud<\/td>Minimal code changes<\/td>N\/A<\/td><\/tr>
                                                                  Enveil ZeroReveal<\/td>Encrypted analytics<\/td>Cloud \/ Hybrid<\/td>Zero-trust analytics<\/td>N\/A<\/td><\/tr>
                                                                  Duality SecurePlus<\/td>Regulated collaboration<\/td>Cloud \/ Hybrid<\/td>Privacy-first design<\/td>N\/A<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
                                                                  \n\n\n\n

                                                                  Evaluation & Scoring of Secure Data Enclaves<\/strong><\/h2>\n\n\n\n
                                                                  Tool<\/th>Core Features (25%)<\/th>Ease of Use (15%)<\/th>Integrations (15%)<\/th>Security (10%)<\/th>Performance (10%)<\/th>Support (10%)<\/th>Value (15%)<\/th>Overall<\/th><\/tr><\/thead>
                                                                  Databricks Clean Rooms<\/td>23<\/td>12<\/td>14<\/td>9<\/td>9<\/td>8<\/td>12<\/td>87<\/strong><\/td><\/tr>
                                                                  AWS Nitro Enclaves<\/td>22<\/td>11<\/td>13<\/td>10<\/td>9<\/td>9<\/td>12<\/td>85<\/strong><\/td><\/tr>
                                                                  Azure Confidential Computing<\/td>21<\/td>12<\/td>14<\/td>9<\/td>8<\/td>9<\/td>11<\/td>84<\/strong><\/td><\/tr>
                                                                  Snowflake Secure Data Sharing<\/td>20<\/td>14<\/td>13<\/td>8<\/td>9<\/td>8<\/td>12<\/td>84<\/strong><\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
                                                                  \n\n\n\n

                                                                  Which Secure Data Enclaves Tool Is Right for You?<\/strong><\/h2>\n\n\n\n
                                                                    \n
                                                                  • Solo users & SMBs:<\/strong> Cloud-native options with managed security reduce overhead.<\/li>\n\n\n\n
                                                                  • Mid-market teams:<\/strong> Look for integration depth and ease of onboarding.<\/li>\n\n\n\n
                                                                  • Enterprises:<\/strong> Prioritize compliance, auditability, and scalability.<\/li>\n\n\n\n
                                                                  • Budget-conscious buyers:<\/strong> Start with cloud-provider enclaves already in use.<\/li>\n\n\n\n
                                                                  • Premium needs:<\/strong> Consider specialized platforms with advanced privacy models.<\/li>\n<\/ul>\n\n\n\n
                                                                    \n\n\n\n

                                                                    Frequently Asked Questions (FAQs)<\/strong><\/h2>\n\n\n\n
                                                                      \n
                                                                    1. What is a Secure Data Enclave?<\/strong>
                                                                      An isolated environment where sensitive data is processed securely without exposure.<\/li>\n\n\n\n
                                                                    2. How is this different from encryption at rest?<\/strong>
                                                                      Data remains protected even while actively being processed.<\/li>\n\n\n\n
                                                                    3. Do Secure Data Enclaves impact performance?<\/strong>
                                                                      Yes, but modern hardware minimizes overhead significantly.<\/li>\n\n\n\n
                                                                    4. Are they required for compliance?<\/strong>
                                                                      Not mandatory, but increasingly recommended for high-risk data.<\/li>\n\n\n\n
                                                                    5. Can they work across organizations?<\/strong>
                                                                      Yes, many tools support multi-party collaboration.<\/li>\n\n\n\n
                                                                    6. Are they cloud-only?<\/strong>
                                                                      Most are cloud-based, but some support hybrid deployments.<\/li>\n\n\n\n
                                                                    7. Do developers need to rewrite applications?<\/strong>
                                                                      Some platforms require minimal or no code changes.<\/li>\n\n\n\n
                                                                    8. Are they expensive?<\/strong>
                                                                      Costs vary widely depending on scale and provider.<\/li>\n\n\n\n
                                                                    9. How mature is this technology?<\/strong>
                                                                      Rapidly maturing with strong industry backing.<\/li>\n\n\n\n
                                                                    10. What are common mistakes?<\/strong>
                                                                      Ignoring performance testing and underestimating operational complexity.<\/li>\n<\/ol>\n\n\n\n
                                                                      \n\n\n\n

                                                                      Conclusion<\/strong><\/h2>\n\n\n\n

                                                                      Secure Data Enclaves are no longer niche technologies\u2014they are becoming essential infrastructure for privacy-first data analytics and collaboration<\/strong>. The right solution depends on your organization\u2019s data sensitivity, compliance requirements, cloud strategy, and operational maturity<\/strong>. Rather than searching for a universal winner, focus on aligning enclave capabilities with real-world needs, integration requirements, and long-term scalability.<\/p>\n","protected":false},"excerpt":{"rendered":"

                                                                      Introduction Secure Data Enclaves have become a foundational technology for organizations that need to analyze, share, or collaborate on sensitive data without exposing raw information. At their core, secure data enclaves create isolated, hardware- or software-protected environments where data remains encrypted not only at rest and in transit, but also while in use. This \u201cconfidential…<\/p>\n","protected":false},"author":58,"featured_media":0,"comment_status":"open","ping_status":"","sticky":false,"template":"","format":"standard","meta":{"_kad_post_transparent":"","_kad_post_title":"","_kad_post_layout":"","_kad_post_sidebar_id":"","_kad_post_content_style":"","_kad_post_vertical_padding":"","_kad_post_feature":"","_kad_post_feature_position":"","_kad_post_header":false,"_kad_post_footer":false,"_kad_post_classname":"","_joinchat":[],"footnotes":""},"categories":[11138],"tags":[23554,23563,20845,23562,23558,14396,23556,23560,23559,23557,23555,23561,14400,14408],"class_list":["post-58243","post","type-post","status-publish","format-standard","hentry","category-best-tools","tag-confidential-computing-platforms","tag-confidential-data-environments","tag-data-clean-rooms","tag-data-privacy-compliance-tools","tag-encrypted-data-processing","tag-enterprise-data-security","tag-privacy-preserving-data-analytics","tag-regulated-data-sharing","tag-secure-cloud-analytics","tag-secure-data-collaboration","tag-secure-data-enclaves","tag-secure-multi-party-computation","tag-sensitive-data-protection","tag-zero-trust-data-security"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/58243","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/users\/58"}],"replies":[{"embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/comments?post=58243"}],"version-history":[{"count":1,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/58243\/revisions"}],"predecessor-version":[{"id":58245,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/58243\/revisions\/58245"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=58243"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=58243"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=58243"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}