diff --git a/debian/control b/debian/control
index e3b249f3c..edc212e6c 100644
--- a/debian/control
+++ b/debian/control
@@ -99,6 +99,7 @@ Depends:
  python3-gi,
  python3-paramiko,
  python3-psutil,
+ python3-requests,
  python3-ruamel.yaml,
  python3-yaml,
  sudo,
diff --git a/plinth/modules/security/__init__.py b/plinth/modules/security/__init__.py
index 69e881527..663751a17 100644
--- a/plinth/modules/security/__init__.py
+++ b/plinth/modules/security/__init__.py
@@ -21,6 +21,7 @@ FreedomBox app for security configuration.
 import subprocess
 from collections import defaultdict
 
+import requests
 from django.utils.translation import ugettext_lazy as _
 
 from plinth import actions
@@ -121,13 +122,23 @@ def get_vulnerability_counts():
             (label, package, *_) = line.split()
             cves[label].add(package)
 
+    try:
+        past_cves = requests.get(
+            'https://security-tracker.debian.org/tracker/data/json').json()
+    except Exception:
+        past_cves = None
+
     apps = {
         'freedombox': {
             'name': 'freedombox',
             'packages': {'freedombox'},
             'count': 0,
+            'past_count': 0 if past_cves else None,
         }
     }
+    if past_cves and 'freedombox' in past_cves:
+        apps['freedombox']['past_count'] = len(past_cves['freedombox'])
+
     for module_name, module in module_loader.loaded_modules.items():
         try:
             packages = module.managed_packages
@@ -142,8 +153,13 @@ def get_vulnerability_counts():
             'name': module_name,
             'packages': set(packages),
             'count': 0,
+            'past_count': 0 if past_cves else None,
         }
 
+        for package in packages:
+            if past_cves and package in past_cves:
+                apps[module_name]['past_count'] += len(past_cves[package])
+
     for cve_packages in cves.values():
         for app_ in apps.values():
             if cve_packages & app_['packages']:
diff --git a/plinth/modules/security/templates/security.html b/plinth/modules/security/templates/security.html
index 07e585ccf..845c32127 100644
--- a/plinth/modules/security/templates/security.html
+++ b/plinth/modules/security/templates/security.html
@@ -47,7 +47,8 @@
       <thead>
         <tr>
           <th>{% trans "App Name" %}</th>
-          <th>{% trans "Vulnerabilities Reported" %}</th>
+          <th>{% trans "Current Vulnerabilities" %}</th>
+          <th>{% trans "Past Vulnerabilities" %}</th>
         </tr>
       </thead>
       <tbody>
@@ -55,6 +56,7 @@
           <tr>
             <td>{{ app.name }}</td>
             <td>{{ app.count }}</td>
+            <td>{{ app.past_count }}</td>
           </tr>
         {% endfor %}
       </tbody>