diff --git a/Security-Certification-Roadmap9.html b/Security-Certification-Roadmap9.html
index d91c072..e29ad0d 100644
--- a/Security-Certification-Roadmap9.html
+++ b/Security-Certification-Roadmap9.html
@@ -986,7 +986,9 @@
     ~$2,050 hands-on lab
     ~$12,000 in travel costs" tabindex="0" target="_blank" >CCIE Ent</a>
                     <div class="spacer"></div>
-                    <div class="spacer"></div>
+                    <a class="engineeritem1" href="https://www.practical-devsecops.com/certified-container-security-expert/" tooltiptext="PDSO Certified Container Security Expert
+     $499
+     Exam and training bundled" tabindex="0" target="_blank" >PDSO CCSE</a>
                     <div class="spacer"></div>
                     <a class="engineeritem1" href="https://www.vmware.com/education-services/certification/vcdx-dcv.html" tooltiptext="VMware Certified Design Expert in Datacenter Virtualization
     $3,995 exams
@@ -1024,7 +1026,14 @@
     $1,499 lab" tabindex="0" target="_blank" >OSED</a>
                     <!-- Row 5 -->
                     <div class="spacer"></div>
-                    <div class="spacer10"></div>
+                    <div class="spacer5"></div>
+                    <div class="spacer"></div>
+                    <div class="spacer"></div>
+                    <div class="spacer"></div>
+                    <div class="spacer"></div>
+                    <a class="engineeritem1" href="https://www.practical-devsecops.com/certified-cloud-native-security-expert/" tooltiptext="PDSO Certified Cloud Native Security Expert
+     $999
+     Exam and training bundled" tabindex="0" target="_blank" >PDSO CCNSE</a>
                     <div class="spacer"></div>
                     <div class="spacer"></div>
                     <div class="spacer"></div>
@@ -1042,7 +1051,9 @@
                     <a class="mgmtitem1" href="https://www.ncsc.gov.uk/information/about-certified-professional-scheme" tooltiptext="NCSC Certified Cybersecurity Professional - Lead Practitioner
     $1388 interview" tabindex="0" target="_blank" >NCSC CCPLP</a>
                     <div class="spacer5"></div>
-                    <div class="spacer"></div>
+                    <a class="softwareitem1" href="https://www.practical-devsecops.com/certified-software-supply-chain-security-expert/" tooltiptext="PDSO Certified Software Supply Chain Security Expert
+    $799
+    Exam and training bundled" tabindex="0" target="_blank" >PDSO CSSE</a>
                     <div class="spacer"></div>
                     <div class="spacer"></div>
                     <div class="spacer"></div>
@@ -1336,7 +1347,13 @@
                     <a class="mgmtitem4x" href="https://www.comptia.org/certifications/comptia-advanced-security-practitioner" tooltiptext="CompTIA Advanced Security Practitioner+
     $509 exam" tabindex="0" target="_blank" ><b>CASP+</b></a>
                     <div class="spacer5"></div>
-                    <div class="spacer5"></div>
+                    <div class="spacer"></div>
+                    <div class="spacer"></div>
+                    <a class="softwareitem1" href="https://www.practical-devsecops.com/certified-api-security-professional/" tooltiptext="Certified API Security Professional
+    $799
+    Exam and training bundled" tabindex="0" target="_blank" >PDSO CASP</a>
+                    <div class="spacer"></div>
+                    <div class="spacer"></div>
                     <div class="spacer"></div>
                     <a class="blueopsitem1" href="https://www.giac.org/certification/advanced-smartphone-forensics-gasf" tooltiptext="GIAC Advanced Smartphone Forensics
     $979 exam
@@ -1370,7 +1387,9 @@
                     <a class="engineeritem1" href="https://www.giac.org/certifications/cloud-threat-detection-gctd/" tooltiptext="GIAC Cloud Threat Detection
     $979 exam
     SANS course recommended" tabindex="0" target="_blank" >GCTD</a>
-                    <div class="spacer"></div>
+                    <a class="engineeritem1" href="https://www.practical-devsecops.com/certified-ai-security-professional/" tooltiptext="PDSO Certified AI Security Professional
+    $999
+    Exam and training bundled" tabindex="0" target="_blank" >PDSO CAISP</a>
                     <div class="spacer"></div>
                     <div class="spacer"></div>
                     <a class="engineeritem1" href="https://www.exidacace.com/Apply/CACE" tooltiptext="Excida IEC 62443 Certified Automation Cybersecurity Expert
@@ -1591,7 +1610,9 @@
     $599 exam" tabindex="0" target="_blank" >CCSP</a>
                     <a class="engineeritem1" href="https://training.fortinet.com/local/staticpage/view.php?page=fcp_public_cloud_security" tooltipleft="Fortinet Certified Professional - Public Cloud Security
     $400 for 2 exams" tabindex="0" target="_blank" >FCP PCS</a>
-                    <div class="spacer"></div>
+                    <a class="engineeritem1" href="https://www.practical-devsecops.com/certified-threat-modeling-professional/" tooltiptext="PDSO Certified Threat Modeling Professional
+    $799
+    Exam and training bundled" tabindex="0" target="_blank" >PDSO CTMP</a>
                     <a class="engineeritem1" href="https://training.fortinet.com/local/staticpage/view.php?page=fcp_security_operations" tooltipleft="Fortinet Certified Professional - Security Operations
     $400 for 2 exams" tabindex="0" target="_blank" >FCP SO</a>
                     <a class="engineeritem1" href="https://www.redhat.com/en/services/certification/rhcsa" tooltiptext="Red Hat Certified System Administrator