diff --git a/app/jobs/deploy_job.rb b/app/jobs/deploy_job.rb
index 70997ce1..6dd4b8eb 100644
--- a/app/jobs/deploy_job.rb
+++ b/app/jobs/deploy_job.rb
@@ -4,6 +4,8 @@
 class DeployJob < ApplicationJob
   class DeployException < StandardError; end
 
+  discard_on ActiveRecord::RecordNotFound
+
   # rubocop:disable Metrics/MethodLength
   def perform(site, notify = true, time = Time.now)
     ActiveRecord::Base.connection_pool.with_connection do