diff --git a/app/labor/sticky_article_collection.rb b/app/labor/sticky_article_collection.rb
index 09e526e48..8f278f8d5 100644
--- a/app/labor/sticky_article_collection.rb
+++ b/app/labor/sticky_article_collection.rb
@@ -22,7 +22,6 @@ class StickyArticleCollection
 
   def tag_articles
     @tag_articles ||= Article.published.tagged_with(article_tags, any: true)
-      .includes(:user)
       .where("public_reactions_count > ? OR comments_count > ?", reaction_count_num, comment_count_num)
       .where.not(id: article.id).where.not(user_id: article.user_id)
       .where("featured_number > ?", 5.days.ago.to_i)
@@ -34,7 +33,6 @@ class StickyArticleCollection
     return [] if tag_articles.size > 6
 
     Article.published.tagged_with(%w[career productivity discuss explainlikeimfive], any: true)
-      .includes(:user)
       .where("comments_count > ?", comment_count_num)
       .where.not(id: article.id).where.not(user_id: article.user_id)
       .where("featured_number > ?", 5.days.ago.to_i)
diff --git a/app/views/articles/_sticky_nav.html.erb b/app/views/articles/_sticky_nav.html.erb
index f811ef258..bb5f56d81 100644
--- a/app/views/articles/_sticky_nav.html.erb
+++ b/app/views/articles/_sticky_nav.html.erb
@@ -72,7 +72,7 @@
           <% @sticky_articles.each_with_index do |article, index| %>
             <a class="crayons-link crayons-link--contentful flex" href="<%= article.path %>">
               <span class="crayons-avatar mr-2 shrink-0">
-                <img src="<%= ProfileImage.new(article.user).get(width: 90) %>" class="crayons-avatar__image" loading="lazy" alt="<%= article.user.name %> profile image">
+                <img src="<%= ProfileImage.new(article.cached_user).get(width: 90) %>" class="crayons-avatar__image" loading="lazy" alt="<%= article.cached_user.name %> profile image">
               </span>
               <div>
                 <%= article.title %>