diff --git a/rust/src/container.rs b/rust/src/container.rs
index 60c73fb31e..41dfeea1b5 100644
--- a/rust/src/container.rs
+++ b/rust/src/container.rs
@@ -262,6 +262,7 @@ pub fn container_encapsulate(args: Vec<String>) -> CxxResult<()> {
     });
 
     let mut lowest_change_time = None;
+    let mut highest_change_time = None;
     let mut package_meta = HashMap::new();
     for pkg in pkglist.iter() {
         let name = pkg.child_value(0);
@@ -277,6 +278,13 @@ pub fn container_encapsulate(args: Vec<String>) -> CxxResult<()> {
         } else {
             lowest_change_time = Some((Rc::clone(&nevra), pkgmeta.buildtime()))
         }
+        if let Some(hightime) = highest_change_time.as_mut() {
+            if *hightime > buildtime {
+                *hightime = buildtime;
+            }
+        } else {
+            highest_change_time = Some(pkgmeta.buildtime())
+        }
         state.rpmsize += pkgmeta.size();
         package_meta.insert(nevra, pkgmeta);
     }
@@ -284,6 +292,8 @@ pub fn container_encapsulate(args: Vec<String>) -> CxxResult<()> {
     // SAFETY: There must be at least one package.
     let (lowest_change_name, lowest_change_time) =
         lowest_change_time.expect("Failed to find any packages");
+    let highest_change_time = highest_change_time.expect("Failed to find any packages");
+
     // Walk over the packages, and generate the `packagemeta` mapping, which is basically a subset of
     // package metadata abstracted for ostree.  Note that right now, the package metadata includes
     // both a "unique identifer" and a "human readable name", but for rpm-ostree we're just making
@@ -291,19 +301,25 @@ pub fn container_encapsulate(args: Vec<String>) -> CxxResult<()> {
     for (nevra, pkgmeta) in package_meta.iter() {
         let buildtime = pkgmeta.buildtime();
         let change_time_offset_secs: u32 = buildtime
-            .checked_sub(lowest_change_time)
+            .checked_sub(lowest_change_time
             .unwrap()
             .try_into()
             .unwrap();
         // Convert to hours, because there's no strong use for caring about the relative difference of builds in terms
         // of minutes or seconds.
         let change_time_offset = change_time_offset_secs / (60 * 60);
+        let changelogs = pkgmeta.changelogs();
+        let pruned_changelogs: Vec<&u64> = changelogs.iter().filter(|e| {
+            let curr_build = glib::DateTime::from_unix_utc(**e as i64).unwrap();
+            let highest_time_build = glib::DateTime::from_unix_utc(highest_change_time as i64).unwrap();
+            highest_time_build.difference(&curr_build).as_days() <= 365_i64
+        }).collect();
         state.packagemeta.insert(ObjectSourceMeta {
             identifier: Rc::clone(nevra),
             name: Rc::from(libdnf_sys::hy_split_nevra(&nevra)?.name),
             srcid: Rc::from(pkgmeta.src_pkg().to_str().unwrap()),
             change_time_offset,
-            change_frequency: pkgmeta.change_frequency(),
+            change_frequency: pruned_changelogs.len() as u32,
         });
     }
 
diff --git a/rust/src/lib.rs b/rust/src/lib.rs
index 539e425ab0..7750afcb89 100644
--- a/rust/src/lib.rs
+++ b/rust/src/lib.rs
@@ -877,7 +877,7 @@ pub mod ffi {
         // Methods on PackageMeta
         fn size(self: &PackageMeta) -> u64;
         fn buildtime(self: &PackageMeta) -> u64;
-        fn change_frequency(self: &PackageMeta) -> u32;
+        fn changelogs(self: &PackageMeta) -> Vec<u64>;
         fn src_pkg(self: &PackageMeta) -> &CxxString;
     }
 
diff --git a/src/libpriv/rpmostree-refts.cxx b/src/libpriv/rpmostree-refts.cxx
index d9bbf8ad39..faa0f01b6a 100644
--- a/src/libpriv/rpmostree-refts.cxx
+++ b/src/libpriv/rpmostree-refts.cxx
@@ -18,6 +18,8 @@
  * Boston, MA 02111-1307, USA.
  */
 
+#include <vector>
+
 #include "config.h"
 
 #include "rpmostree-refts.h"
@@ -124,7 +126,7 @@ RpmTs::package_meta (const rust::Str name) const
           retval->_buildtime = headerGetNumber (h, RPMTAG_BUILDTIME);
           retval->_src_pkg = headerGetString (h, RPMTAG_SOURCERPM);
 
-          // Get the update frequency of the package from changelogs
+          // Get the changelogs
           struct rpmtd_s nchanges_date_s;
           _cleanup_rpmtddata_ rpmtd nchanges_date = NULL;
           nchanges_date = &nchanges_date_s;
@@ -132,23 +134,17 @@ RpmTs::package_meta (const rust::Str name) const
           int ncnum = rpmtdCount (nchanges_date);
           if (!ncnum)
             ncnum = 0;
-          int frequency_recent_updates = 0;
-          GDateTime *now_dt = g_date_time_new_now_utc ();
+
+          std::vector<uint64_t> epochs;
           while (ncnum > 0)
             {
               uint64_t nchange_date = 0;
               rpmtdNext (nchanges_date);
               nchange_date = rpmtdGetNumber (nchanges_date);
-              GDateTime *build_dt = g_date_time_new_from_unix_utc (nchange_date);
-              // Ignore updates older than a year since they are irrelevant in
-              // describing the probability that the package will get updated again
-              if (g_date_time_compare (build_dt, g_date_time_add_years (now_dt, -1)))
-                {
-                  frequency_recent_updates++;
-                }
+              epochs.push_back (nchange_date);
               --ncnum;
             }
-          retval->_change_frequency = frequency_recent_updates;
+          retval->_changelogs = epochs;
         }
       else
         {
diff --git a/src/libpriv/rpmostree-refts.h b/src/libpriv/rpmostree-refts.h
index 1009b63888..4cfea9dfaa 100644
--- a/src/libpriv/rpmostree-refts.h
+++ b/src/libpriv/rpmostree-refts.h
@@ -27,6 +27,7 @@
 #include <gio/gio.h>
 #include <libdnf/libdnf.h>
 #include <memory>
+#include <vector>
 
 G_BEGIN_DECLS
 
@@ -52,7 +53,7 @@ struct PackageMeta
 {
   uint64_t _size;
   uint64_t _buildtime;
-  uint32_t _change_frequency;
+  std::vector<uint64_t> _changelogs;
   std::string _src_pkg;
 
   uint64_t
@@ -65,10 +66,10 @@ struct PackageMeta
   {
     return _buildtime;
   };
-  uint32_t
-  change_frequency () const
+  std::vector<uint64_t>
+  changelogs () const
   {
-    return _change_frequency;
+    return _changelogs;
   };
 
   const std::string &