{"id":55443,"date":"2025-12-28T11:53:04","date_gmt":"2025-12-28T11:53:04","guid":{"rendered":"https:\/\/www.devopsschool.com\/blog\/?p=55443"},"modified":"2026-02-21T08:40:33","modified_gmt":"2026-02-21T08:40:33","slug":"top-10-network-detection-response-ndr-features-pros-cons-comparison","status":"publish","type":"post","link":"https:\/\/www.devopsschool.com\/blog\/top-10-network-detection-response-ndr-features-pros-cons-comparison\/","title":{"rendered":"Top 10 Network Detection & Response (NDR): Features, Pros, Cons & Comparison"},"content":{"rendered":"\n
\"\"<\/figure>\n\n\n\n

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

Network Detection & Response (NDR) is a cybersecurity category focused on continuously monitoring network traffic<\/strong> to detect suspicious behavior, advanced threats, and hidden attacks that traditional security tools often miss. Unlike firewalls or signature-based systems, NDR tools use behavioral analytics, machine learning, and anomaly detection<\/strong> to identify malicious activities such as lateral movement, command-and-control communication, insider threats, and data exfiltration.<\/p>\n\n\n\n

In today\u2019s environment\u2014where cloud adoption, remote work, IoT devices, and encrypted traffic are common\u2014networks have become more complex and harder to secure. Attackers exploit this complexity to stay hidden for long periods. NDR helps security teams gain deep visibility into east-west and north-south traffic<\/strong>, enabling faster detection and response.<\/p>\n\n\n\n

Why Network Detection & Response Is Important<\/strong><\/h3>\n\n\n\n
    \n
  • Detects unknown and zero-day threats<\/strong><\/li>\n\n\n\n
  • Reduces mean time to detect (MTTD)<\/strong> and respond (MTTR)<\/li>\n\n\n\n
  • Complements EDR, SIEM, and firewall solutions<\/li>\n\n\n\n
  • Provides visibility where endpoint agents are unavailable<\/li>\n<\/ul>\n\n\n\n

    Key Real-World Use Cases<\/strong><\/h3>\n\n\n\n
      \n
    • Detecting ransomware spread inside the network<\/li>\n\n\n\n
    • Identifying compromised devices and insider threats<\/li>\n\n\n\n
    • Monitoring cloud and hybrid network traffic<\/li>\n\n\n\n
    • Investigating suspicious traffic patterns post-breach<\/li>\n<\/ul>\n\n\n\n

      What to Look for When Choosing an NDR Tool<\/strong><\/h3>\n\n\n\n
        \n
      • Traffic visibility (on-prem, cloud, hybrid)<\/li>\n\n\n\n
      • Behavioral analytics and ML accuracy<\/li>\n\n\n\n
      • Integration with SIEM, SOAR, EDR<\/li>\n\n\n\n
      • Ease of deployment and tuning<\/li>\n\n\n\n
      • Alert quality and investigation workflows<\/li>\n\n\n\n
      • Compliance and audit readiness<\/li>\n<\/ul>\n\n\n\n

        Best for:<\/strong>
        Security analysts, SOC teams, CISOs, mid-to-large enterprises, regulated industries (finance, healthcare, SaaS, manufacturing), and organizations with complex or hybrid networks.<\/p>\n\n\n\n

        Not ideal for:<\/strong>
        Very small businesses with minimal network complexity, teams without security expertise, or environments where endpoint-only visibility is sufficient.<\/p>\n\n\n\n

        \n\n\n\n

        Top 10 Network Detection & Response (NDR) Tools<\/strong><\/h2>\n\n\n\n
        \n\n\n\n

        1 \u2014 Darktrace<\/strong><\/h3>\n\n\n\n

        Short description:<\/strong>
        An AI-driven NDR platform known for autonomous threat detection and response. Designed for large enterprises with complex networks.<\/p>\n\n\n\n

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

          \n
        • Self-learning AI behavioral modeling<\/li>\n\n\n\n
        • Real-time anomaly detection<\/li>\n\n\n\n
        • Autonomous response actions<\/li>\n\n\n\n
        • Encrypted traffic analysis<\/li>\n\n\n\n
        • Cloud, OT, and IoT visibility<\/li>\n\n\n\n
        • Advanced threat visualization<\/li>\n<\/ul>\n\n\n\n

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

            \n
          • Excellent detection of unknown threats<\/li>\n\n\n\n
          • Minimal manual tuning required<\/li>\n<\/ul>\n\n\n\n

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

              \n
            • Expensive for SMBs<\/li>\n\n\n\n
            • Alert explanations can feel abstract<\/li>\n<\/ul>\n\n\n\n

              Security & compliance:<\/strong>
              Supports SSO, encryption, audit logs; aligns with SOC 2, GDPR, ISO standards.<\/p>\n\n\n\n

              Support & community:<\/strong>
              Strong enterprise support, detailed documentation, limited open community.<\/p>\n\n\n\n

              \n\n\n\n

              2 \u2014 Vectra AI<\/strong><\/h3>\n\n\n\n

              Short description:<\/strong>
              Behavior-based NDR focused on detecting attacker behaviors across network, cloud, and identity.<\/p>\n\n\n\n

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

                \n
              • AI-based attack signal intelligence<\/li>\n\n\n\n
              • Identity and cloud workload monitoring<\/li>\n\n\n\n
              • Prioritized alerts with context<\/li>\n\n\n\n
              • Lateral movement detection<\/li>\n\n\n\n
              • Native SOC workflows<\/li>\n<\/ul>\n\n\n\n

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

                  \n
                • High-fidelity alerts<\/li>\n\n\n\n
                • Strong identity-aware detection<\/li>\n<\/ul>\n\n\n\n

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

                    \n
                  • Requires skilled analysts<\/li>\n\n\n\n
                  • Pricing transparency is limited<\/li>\n<\/ul>\n\n\n\n

                    Security & compliance:<\/strong>
                    SSO, encryption, audit logging; SOC 2, GDPR aligned.<\/p>\n\n\n\n

                    Support & community:<\/strong>
                    Enterprise-grade support, good onboarding resources.<\/p>\n\n\n\n

                    \n\n\n\n

                    3 \u2014 ExtraHop Reveal(x)<\/strong><\/h3>\n\n\n\n

                    Short description:<\/strong>
                    Real-time network detection and performance-focused NDR with deep packet inspection.<\/p>\n\n\n\n

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

                      \n
                    • Full packet analysis<\/li>\n\n\n\n
                    • Cloud-native and on-prem support<\/li>\n\n\n\n
                    • Strong ransomware detection<\/li>\n\n\n\n
                    • Network performance insights<\/li>\n\n\n\n
                    • Detailed investigation workflows<\/li>\n<\/ul>\n\n\n\n

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

                        \n
                      • Excellent visibility and forensic depth<\/li>\n\n\n\n
                      • Fast detection speed<\/li>\n<\/ul>\n\n\n\n

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

                          \n
                        • UI can feel complex<\/li>\n\n\n\n
                        • Resource-intensive deployments<\/li>\n<\/ul>\n\n\n\n

                          Security & compliance:<\/strong>
                          Supports compliance logging, encryption, enterprise identity controls.<\/p>\n\n\n\n

                          Support & community:<\/strong>
                          High-quality documentation and responsive enterprise support.<\/p>\n\n\n\n

                          \n\n\n\n

                          4 \u2014 Cisco Secure Network Analytics<\/strong><\/h3>\n\n\n\n

                          Short description:<\/strong>
                          Cisco\u2019s NDR solution leveraging flow-based telemetry and analytics.<\/p>\n\n\n\n

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

                            \n
                          • NetFlow-based visibility<\/li>\n\n\n\n
                          • Threat intelligence integration<\/li>\n\n\n\n
                          • Behavioral modeling<\/li>\n\n\n\n
                          • Scalable enterprise deployment<\/li>\n\n\n\n
                          • Strong ecosystem integrations<\/li>\n<\/ul>\n\n\n\n

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

                              \n
                            • Ideal for Cisco-heavy environments<\/li>\n\n\n\n
                            • Highly scalable<\/li>\n<\/ul>\n\n\n\n

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

                                \n
                              • Best value only with Cisco stack<\/li>\n\n\n\n
                              • Learning curve for non-Cisco users<\/li>\n<\/ul>\n\n\n\n

                                Security & compliance:<\/strong>
                                Strong enterprise compliance alignment including ISO and SOC standards.<\/p>\n\n\n\n

                                Support & community:<\/strong>
                                Extensive documentation, large global community, enterprise support.<\/p>\n\n\n\n

                                \n\n\n\n

                                5 \u2014 Corelight<\/strong><\/h3>\n\n\n\n

                                Short description:<\/strong>
                                Open-source-inspired NDR built on Zeek, offering deep network visibility.<\/p>\n\n\n\n

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

                                  \n
                                • Zeek-based network analysis<\/li>\n\n\n\n
                                • High-fidelity telemetry<\/li>\n\n\n\n
                                • Strong SIEM integration<\/li>\n\n\n\n
                                • Cloud and hybrid visibility<\/li>\n\n\n\n
                                • Custom detection scripting<\/li>\n<\/ul>\n\n\n\n

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

                                    \n
                                  • Transparent detection logic<\/li>\n\n\n\n
                                  • Excellent for threat hunting<\/li>\n<\/ul>\n\n\n\n

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

                                      \n
                                    • Requires skilled analysts<\/li>\n\n\n\n
                                    • Less \u201cplug-and-play\u201d<\/li>\n<\/ul>\n\n\n\n

                                      Security & compliance:<\/strong>
                                      Enterprise-grade security controls; compliance varies by deployment.<\/p>\n\n\n\n

                                      Support & community:<\/strong>
                                      Strong technical documentation and professional support.<\/p>\n\n\n\n

                                      \n\n\n\n

                                      6 \u2014 Trend Micro Network One<\/strong><\/h3>\n\n\n\n

                                      Short description:<\/strong>
                                      NDR designed to complement Trend Micro\u2019s broader security ecosystem.<\/p>\n\n\n\n

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

                                        \n
                                      • AI-powered anomaly detection<\/li>\n\n\n\n
                                      • Integration with Trend Micro XDR<\/li>\n\n\n\n
                                      • Ransomware and C2 detection<\/li>\n\n\n\n
                                      • Cloud workload monitoring<\/li>\n\n\n\n
                                      • Automated response<\/li>\n<\/ul>\n\n\n\n

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

                                          \n
                                        • Strong ecosystem synergy<\/li>\n\n\n\n
                                        • Easy integration with XDR<\/li>\n<\/ul>\n\n\n\n

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

                                            \n
                                          • Less flexible outside Trend ecosystem<\/li>\n\n\n\n
                                          • UI customization is limited<\/li>\n<\/ul>\n\n\n\n

                                            Security & compliance:<\/strong>
                                            Supports compliance frameworks like GDPR, SOC 2.<\/p>\n\n\n\n

                                            Support & community:<\/strong>
                                            Good enterprise support and onboarding.<\/p>\n\n\n\n

                                            \n\n\n\n

                                            7 \u2014 Awake Security<\/strong><\/h3>\n\n\n\n

                                            Short description:<\/strong>
                                            Advanced NDR focused on high-fidelity threat detection and investigation.<\/p>\n\n\n\n

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

                                              \n
                                            • Deep packet inspection<\/li>\n\n\n\n
                                            • Behavioral analytics<\/li>\n\n\n\n
                                            • Threat hunting tools<\/li>\n\n\n\n
                                            • Integration with SOAR<\/li>\n\n\n\n
                                            • Cloud and on-prem support<\/li>\n<\/ul>\n\n\n\n

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

                                                \n
                                              • Very low false positives<\/li>\n\n\n\n
                                              • Strong investigation workflows<\/li>\n<\/ul>\n\n\n\n

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

                                                  \n
                                                • Premium pricing<\/li>\n\n\n\n
                                                • Requires mature SOC<\/li>\n<\/ul>\n\n\n\n

                                                  Security & compliance:<\/strong>
                                                  Enterprise-grade security controls; SOC 2 aligned.<\/p>\n\n\n\n

                                                  Support & community:<\/strong>
                                                  Strong vendor support, limited public community.<\/p>\n\n\n\n

                                                  \n\n\n\n

                                                  8 \u2014 Plixer Scrutinizer<\/strong><\/h3>\n\n\n\n

                                                  Short description:<\/strong>
                                                  Flow-based NDR and network traffic analysis platform.<\/p>\n\n\n\n

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

                                                    \n
                                                  • NetFlow and IPFIX analytics<\/li>\n\n\n\n
                                                  • Behavioral baselining<\/li>\n\n\n\n
                                                  • DDoS and insider threat detection<\/li>\n\n\n\n
                                                  • Long-term traffic retention<\/li>\n\n\n\n
                                                  • Scalable architecture<\/li>\n<\/ul>\n\n\n\n

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

                                                      \n
                                                    • Cost-effective compared to peers<\/li>\n\n\n\n
                                                    • Good historical visibility<\/li>\n<\/ul>\n\n\n\n

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

                                                        \n
                                                      • Less advanced AI models<\/li>\n\n\n\n
                                                      • UI feels dated<\/li>\n<\/ul>\n\n\n\n

                                                        Security & compliance:<\/strong>
                                                        Encryption, audit logs; compliance depends on deployment.<\/p>\n\n\n\n

                                                        Support & community:<\/strong>
                                                        Good documentation and responsive support.<\/p>\n\n\n\n

                                                        \n\n\n\n

                                                        9 \u2014 IronNet<\/strong><\/h3>\n\n\n\n

                                                        Short description:<\/strong>
                                                        Collective defense-focused NDR emphasizing behavioral analytics.<\/p>\n\n\n\n

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

                                                          \n
                                                        • Advanced threat behavior detection<\/li>\n\n\n\n
                                                        • Peer-based threat intelligence<\/li>\n\n\n\n
                                                        • Cloud and on-prem monitoring<\/li>\n\n\n\n
                                                        • SOC workflows<\/li>\n<\/ul>\n\n\n\n

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

                                                            \n
                                                          • Strong nation-state threat detection<\/li>\n\n\n\n
                                                          • Unique collective defense model<\/li>\n<\/ul>\n\n\n\n

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

                                                              \n
                                                            • Smaller ecosystem<\/li>\n\n\n\n
                                                            • Limited SMB focus<\/li>\n<\/ul>\n\n\n\n

                                                              Security & compliance:<\/strong>
                                                              Enterprise compliance alignment including SOC standards.<\/p>\n\n\n\n

                                                              Support & community:<\/strong>
                                                              Enterprise support with niche user base.<\/p>\n\n\n\n

                                                              \n\n\n\n

                                                              10 \u2014 Arista NDR<\/strong><\/h3>\n\n\n\n

                                                              Short description:<\/strong>
                                                              High-performance NDR integrated with Arista network infrastructure.<\/p>\n\n\n\n

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

                                                                \n
                                                              • Real-time network telemetry<\/li>\n\n\n\n
                                                              • Behavioral analytics<\/li>\n\n\n\n
                                                              • Cloud-scale visibility<\/li>\n\n\n\n
                                                              • Low-latency detection<\/li>\n\n\n\n
                                                              • Integration with Arista switches<\/li>\n<\/ul>\n\n\n\n

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

                                                                  \n
                                                                • Extremely fast processing<\/li>\n\n\n\n
                                                                • Ideal for high-throughput networks<\/li>\n<\/ul>\n\n\n\n

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

                                                                    \n
                                                                  • Best for Arista environments<\/li>\n\n\n\n
                                                                  • Limited standalone appeal<\/li>\n<\/ul>\n\n\n\n

                                                                    Security & compliance:<\/strong>
                                                                    Enterprise-grade encryption and logging; compliance varies.<\/p>\n\n\n\n

                                                                    Support & community:<\/strong>
                                                                    Strong vendor support, smaller community.<\/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>
                                                                    Darktrace<\/td>Large enterprises<\/td>On-prem, Cloud, Hybrid<\/td>Autonomous AI response<\/td>N\/A<\/td><\/tr>
                                                                    Vectra AI<\/td>SOC teams<\/td>Cloud, Hybrid<\/td>Identity-based detection<\/td>N\/A<\/td><\/tr>
                                                                    ExtraHop<\/td>Performance-heavy networks<\/td>On-prem, Cloud<\/td>Full packet visibility<\/td>N\/A<\/td><\/tr>
                                                                    Cisco Secure Network Analytics<\/td>Cisco environments<\/td>On-prem, Cloud<\/td>Flow-based analytics<\/td>N\/A<\/td><\/tr>
                                                                    Corelight<\/td>Threat hunters<\/td>Hybrid<\/td>Zeek-based transparency<\/td>N\/A<\/td><\/tr>
                                                                    Trend Micro Network One<\/td>XDR users<\/td>Cloud, Hybrid<\/td>XDR integration<\/td>N\/A<\/td><\/tr>
                                                                    Awake Security<\/td>Mature SOCs<\/td>Hybrid<\/td>Low false positives<\/td>N\/A<\/td><\/tr>
                                                                    Plixer Scrutinizer<\/td>SMB to enterprise<\/td>On-prem<\/td>Traffic forensics<\/td>N\/A<\/td><\/tr>
                                                                    IronNet<\/td>Critical infrastructure<\/td>Hybrid<\/td>Collective defense<\/td>N\/A<\/td><\/tr>
                                                                    Arista NDR<\/td>High-speed networks<\/td>On-prem<\/td>Ultra-low latency<\/td>N\/A<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
                                                                    \n\n\n\n

                                                                    Evaluation & Scoring of Network Detection & Response (NDR)<\/strong><\/h2>\n\n\n\n
                                                                    Criteria<\/th>Weight<\/th>Description<\/th><\/tr><\/thead>
                                                                    Core features<\/td>25%<\/td>Detection accuracy, analytics, response<\/td><\/tr>
                                                                    Ease of use<\/td>15%<\/td>UI, setup, learning curve<\/td><\/tr>
                                                                    Integrations & ecosystem<\/td>15%<\/td>SIEM, SOAR, EDR compatibility<\/td><\/tr>
                                                                    Security & compliance<\/td>10%<\/td>Standards and certifications<\/td><\/tr>
                                                                    Performance & reliability<\/td>10%<\/td>Scalability and stability<\/td><\/tr>
                                                                    Support & community<\/td>10%<\/td>Vendor and peer support<\/td><\/tr>
                                                                    Price \/ value<\/td>15%<\/td>Cost vs delivered value<\/td><\/tr><\/tbody><\/table><\/figure>\n\n\n\n
                                                                    \n\n\n\n

                                                                    Which Network Detection & Response (NDR) Tool Is Right for You?<\/strong><\/h2>\n\n\n\n
                                                                      \n
                                                                    • Solo users:<\/strong> NDR is usually unnecessary; consider endpoint or firewall-based solutions.<\/li>\n\n\n\n
                                                                    • SMBs:<\/strong> Look for flow-based, cost-effective tools with simple deployment.<\/li>\n\n\n\n
                                                                    • Mid-market:<\/strong> Balance between AI detection and usability; strong SIEM integration matters.<\/li>\n\n\n\n
                                                                    • Enterprise:<\/strong> Prioritize scalability, compliance, and advanced behavioral analytics.<\/li>\n<\/ul>\n\n\n\n

                                                                      Budget-conscious:<\/strong>
                                                                      Flow-based tools and modular platforms offer better ROI.<\/p>\n\n\n\n

                                                                      Premium solutions:<\/strong>
                                                                      AI-driven NDRs with autonomous response excel in complex environments.<\/p>\n\n\n\n

                                                                      Feature depth vs ease of use:<\/strong>
                                                                      Advanced tools require skilled SOC teams; simpler tools reduce overhead.<\/p>\n\n\n\n

                                                                      Integration & scalability:<\/strong>
                                                                      Choose platforms that align with your existing security stack.<\/p>\n\n\n\n

                                                                      Compliance requirements:<\/strong>
                                                                      Highly regulated industries should prioritize audit logging and certifications.<\/p>\n\n\n\n

                                                                      \n\n\n\n

                                                                      Frequently Asked Questions (FAQs)<\/strong><\/h2>\n\n\n\n
                                                                        \n
                                                                      1. What is the main purpose of NDR?<\/strong>
                                                                        To detect hidden, advanced threats by analyzing network behavior.<\/li>\n\n\n\n
                                                                      2. How is NDR different from EDR?<\/strong>
                                                                        NDR focuses on network traffic, while EDR monitors endpoints.<\/li>\n\n\n\n
                                                                      3. Is NDR required if I already use a SIEM?<\/strong>
                                                                        Yes, NDR provides high-quality telemetry that enhances SIEM effectiveness.<\/li>\n\n\n\n
                                                                      4. Can NDR detect encrypted threats?<\/strong>
                                                                        Yes, through traffic metadata and behavioral analysis.<\/li>\n\n\n\n
                                                                      5. Is NDR cloud-friendly?<\/strong>
                                                                        Most modern tools support cloud and hybrid environments.<\/li>\n\n\n\n
                                                                      6. How long does deployment take?<\/strong>
                                                                        From hours (cloud-based) to weeks (large on-prem networks).<\/li>\n\n\n\n
                                                                      7. Does NDR replace firewalls?<\/strong>
                                                                        No, it complements existing security controls.<\/li>\n\n\n\n
                                                                      8. Are NDR tools noisy?<\/strong>
                                                                        Modern AI-based tools significantly reduce false positives.<\/li>\n\n\n\n
                                                                      9. What skills are needed to operate NDR?<\/strong>
                                                                        Security analysis and basic network knowledge are essential.<\/li>\n\n\n\n
                                                                      10. What is the biggest mistake when adopting NDR?<\/strong>
                                                                        Treating it as a standalone solution without integration.<\/li>\n<\/ol>\n\n\n\n
                                                                        \n\n\n\n

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

                                                                        Network Detection & Response has become a critical layer of modern cybersecurity<\/strong>, providing visibility and intelligence that traditional tools cannot. The best NDR platforms combine behavioral analytics, scalable architecture, and strong integrations to uncover threats early and respond effectively.<\/p>\n\n\n\n

                                                                        There is no universal \u201cbest\u201d NDR tool. The right choice depends on network complexity, team maturity, budget, and compliance needs<\/strong>. Organizations that carefully evaluate these factors will gain not only better security, but also deeper confidence in their network defenses.<\/p>\n","protected":false},"excerpt":{"rendered":"

                                                                        Introduction Network Detection & Response (NDR) is a cybersecurity category focused on continuously monitoring network traffic to detect suspicious behavior, advanced threats, and hidden attacks that traditional security tools often miss. Unlike firewalls or signature-based systems, NDR tools use behavioral analytics, machine learning, and anomaly detection to identify malicious activities such as lateral movement, command-and-control…<\/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":[14266,14258,14259,14265,14261,14260,14255,14256,14254,14016,14257,14263,14262,14264],"class_list":["post-55443","post","type-post","status-publish","format-standard","hentry","category-best-tools","tag-advanced-threat-detection","tag-ai-based-network-security","tag-behavioral-analytics-security","tag-cloud-network-visibility","tag-enterprise-network-security","tag-lateral-movement-detection","tag-ndr-security-tools","tag-network-detection-and-response","tag-network-threat-detection","tag-network-traffic-analysis","tag-ransomware-detection-network","tag-real-time-network-monitoring-2","tag-soc-threat-monitoring","tag-zero-trust-network-security"],"_links":{"self":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/55443","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=55443"}],"version-history":[{"count":3,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/55443\/revisions"}],"predecessor-version":[{"id":60198,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/posts\/55443\/revisions\/60198"}],"wp:attachment":[{"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/media?parent=55443"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/categories?post=55443"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.devopsschool.com\/blog\/wp-json\/wp\/v2\/tags?post=55443"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}