diff --git a/lib/music_library/scrobble_activity.ex b/lib/music_library/scrobble_activity.ex
index 512b976f..7bba0bbf 100644
--- a/lib/music_library/scrobble_activity.ex
+++ b/lib/music_library/scrobble_activity.ex
@@ -1,7 +1,9 @@
 defmodule MusicLibrary.ScrobbleActivity do
-  alias LastFm.Scrobble
+  import Ecto.Query
+
+  alias LastFm.{Scrobble, Track}
   alias MusicBrainz.Release
-  alias MusicLibrary.{Artists, Collection, Secrets, Wishlist}
+  alias MusicLibrary.{Artists, Collection, Repo, Secrets, Wishlist}
 
   def can_scrobble? do
     Secrets.get("last_fm_session_key") !== nil
@@ -200,4 +202,46 @@ defmodule MusicLibrary.ScrobbleActivity do
     |> Enum.reject(fn musicbrainz_id -> musicbrainz_id == "" end)
     |> MapSet.new()
   end
+
+  @doc """
+  Gets the top albums by scrobble count for the given number of days.
+  Returns a list of maps with album information and play counts.
+  """
+  def get_top_albums_by_days(days, limit \\ 10) do
+    cutoff_timestamp =
+      DateTime.utc_now()
+      |> DateTime.add(-days, :day)
+      |> DateTime.to_unix()
+
+    query =
+      from t in Track,
+        where: t.scrobbled_at_uts >= ^cutoff_timestamp,
+        group_by: [
+          fragment("json_extract(album, '$.title')"),
+          fragment("json_extract(artist, '$.name')")
+        ],
+        select: %{
+          album_title: fragment("json_extract(album, '$.title')"),
+          artist_name: fragment("json_extract(artist, '$.name')"),
+          play_count: count(t.scrobbled_at_uts),
+          cover_url: fragment("max(?)", t.cover_url),
+          album_mbid: fragment("json_extract(album, '$.musicbrainz_id')")
+        },
+        order_by: [desc: count(t.scrobbled_at_uts)],
+        limit: ^limit
+
+    Repo.all(query)
+  end
+
+  @doc """
+  Gets top albums for multiple time periods (30, 90, 365 days).
+  Returns a map with the results for each period.
+  """
+  def get_top_albums_by_periods(limit \\ 10) do
+    %{
+      last_30_days: get_top_albums_by_days(30, limit),
+      last_90_days: get_top_albums_by_days(90, limit),
+      last_365_days: get_top_albums_by_days(365, limit)
+    }
+  end
 end
diff --git a/lib/music_library_web/live/stats_live/index.ex b/lib/music_library_web/live/stats_live/index.ex
index efd9e974..605cbc8f 100644
--- a/lib/music_library_web/live/stats_live/index.ex
+++ b/lib/music_library_web/live/stats_live/index.ex
@@ -76,6 +76,7 @@ defmodule MusicLibraryWeb.StatsLive.Index do
     recent_tracks = LastFm.get_scrobbled_tracks()
     records_by_artists = Collection.count_records_by_artist(limit: 20)
     records_by_genre = Collection.count_records_by_genre(limit: 20)
+    top_albums = ScrobbleActivity.get_top_albums_by_periods(10)
 
     if connected?(socket) do
       LastFm.subscribe_to_feed()
@@ -98,7 +99,8 @@ defmodule MusicLibraryWeb.StatsLive.Index do
        page_title: gettext("Stats"),
        current_section: :stats,
        records_by_artist: records_by_artists,
-       records_by_genre: records_by_genre
+       records_by_genre: records_by_genre,
+       top_albums: top_albums
      )}
   end
 
diff --git a/lib/music_library_web/live/stats_live/index.html.heex b/lib/music_library_web/live/stats_live/index.html.heex
index 988b9ba5..9f92196d 100644
--- a/lib/music_library_web/live/stats_live/index.html.heex
+++ b/lib/music_library_web/live/stats_live/index.html.heex
@@ -112,6 +112,92 @@
   </div>
 </div>
 
+<div>
+  <h1 class="mt-5 text-base lg:text-2xl text-zinc-900 dark:text-zinc-200 font-semibold">
+    {gettext("Top Albums")}
+  </h1>
+
+  <div class="mt-5 grid grid-cols-1 lg:grid-cols-3 gap-5">
+    <div>
+      <h2 class="text-base font-semibold text-zinc-900 dark:text-zinc-200 mb-3">
+        {gettext("Last 30 days")}
+      </h2>
+      <div class="space-y-2">
+        <div :for={album <- @top_albums.last_30_days} class="flex items-center space-x-3 p-2">
+          <img
+            class="w-12 h-12 rounded-md object-cover"
+            src={album.cover_url}
+            alt={album.album_title}
+          />
+          <div class="flex-1 min-w-0">
+            <p class="text-xs text-zinc-600 dark:text-zinc-400 truncate">
+              {album.artist_name}
+            </p>
+            <p class="text-sm font-medium text-zinc-900 dark:text-zinc-300 truncate">
+              {album.album_title}
+            </p>
+          </div>
+          <div class="text-sm font-semibold text-zinc-900 dark:text-zinc-300">
+            {album.play_count}
+          </div>
+        </div>
+      </div>
+    </div>
+
+    <div>
+      <h2 class="text-base font-semibold text-zinc-900 dark:text-zinc-200 mb-3">
+        {gettext("Last 90 days")}
+      </h2>
+      <div class="space-y-2">
+        <div :for={album <- @top_albums.last_90_days} class="flex items-center space-x-3 p-2">
+          <img
+            class="w-12 h-12 rounded-md object-cover"
+            src={album.cover_url}
+            alt={album.album_title}
+          />
+          <div class="flex-1 min-w-0">
+            <p class="text-xs text-zinc-600 dark:text-zinc-400 truncate">
+              {album.artist_name}
+            </p>
+            <p class="text-sm font-medium text-zinc-900 dark:text-zinc-300 truncate">
+              {album.album_title}
+            </p>
+          </div>
+          <div class="text-sm font-semibold text-zinc-900 dark:text-zinc-300">
+            {album.play_count}
+          </div>
+        </div>
+      </div>
+    </div>
+
+    <div>
+      <h2 class="text-base font-semibold text-zinc-900 dark:text-zinc-200 mb-3">
+        {gettext("Last Year")}
+      </h2>
+      <div class="space-y-2">
+        <div :for={album <- @top_albums.last_365_days} class="flex items-center space-x-3 p-2">
+          <img
+            class="w-12 h-12 rounded-md object-cover"
+            src={album.cover_url}
+            alt={album.album_title}
+          />
+          <div class="flex-1 min-w-0">
+            <p class="text-xs text-zinc-600 dark:text-zinc-400 truncate">
+              {album.artist_name}
+            </p>
+            <p class="text-sm font-medium text-zinc-900 dark:text-zinc-300 truncate">
+              {album.album_title}
+            </p>
+          </div>
+          <div class="text-sm font-semibold text-zinc-900 dark:text-zinc-300">
+            {album.play_count}
+          </div>
+        </div>
+      </div>
+    </div>
+  </div>
+</div>
+
 <div class="flow-root">
   <div class="mt-5 flex justify-between items-center">
     <h1 class="text-base lg:text-2xl text-zinc-900 dark:text-zinc-200 font-semibold">
diff --git a/priv/gettext/default.pot b/priv/gettext/default.pot
index e3a9adb3..5d1df700 100644
--- a/priv/gettext/default.pot
+++ b/priv/gettext/default.pot
@@ -885,3 +885,23 @@ msgstr ""
 #, elixir-autogen, elixir-format
 msgid "Record deleted"
 msgstr ""
+
+#: lib/music_library_web/live/stats_live/index.html.heex
+#, elixir-autogen, elixir-format
+msgid "Last 30 days"
+msgstr ""
+
+#: lib/music_library_web/live/stats_live/index.html.heex
+#, elixir-autogen, elixir-format
+msgid "Last 90 days"
+msgstr ""
+
+#: lib/music_library_web/live/stats_live/index.html.heex
+#, elixir-autogen, elixir-format
+msgid "Last Year"
+msgstr ""
+
+#: lib/music_library_web/live/stats_live/index.html.heex
+#, elixir-autogen, elixir-format
+msgid "Top Albums"
+msgstr ""
diff --git a/priv/gettext/en/LC_MESSAGES/default.po b/priv/gettext/en/LC_MESSAGES/default.po
index 7813cd49..251c57d6 100644
--- a/priv/gettext/en/LC_MESSAGES/default.po
+++ b/priv/gettext/en/LC_MESSAGES/default.po
@@ -885,3 +885,23 @@ msgstr ""
 #, elixir-autogen, elixir-format
 msgid "Record deleted"
 msgstr ""
+
+#: lib/music_library_web/live/stats_live/index.html.heex
+#, elixir-autogen, elixir-format
+msgid "Last 30 days"
+msgstr ""
+
+#: lib/music_library_web/live/stats_live/index.html.heex
+#, elixir-autogen, elixir-format
+msgid "Last 90 days"
+msgstr ""
+
+#: lib/music_library_web/live/stats_live/index.html.heex
+#, elixir-autogen, elixir-format
+msgid "Last Year"
+msgstr ""
+
+#: lib/music_library_web/live/stats_live/index.html.heex
+#, elixir-autogen, elixir-format, fuzzy
+msgid "Top Albums"
+msgstr ""