diff --git a/Library/Homebrew/attestation.rb b/Library/Homebrew/attestation.rb
index 3e19d100bc..d456651b13 100644
--- a/Library/Homebrew/attestation.rb
+++ b/Library/Homebrew/attestation.rb
@@ -179,6 +179,8 @@ module Homebrew
       attestation
     end
 
+    ATTESTATION_MAX_RETRIES = 5
+
     # Verifies the given bottle against a cryptographic attestation of build provenance
     # from homebrew-core's CI, falling back on a "backfill" attestation for older bottles.
     #
@@ -246,12 +248,15 @@ module Homebrew
       end
 
       backfill_attestation
-    rescue InvalidAttestationError => e
-      raise if ENV["HOMEBREW_GITHUB_ACTIONS"].blank?
+    rescue InvalidAttestationError
+      @attestation_retry_count ||= T.let(Hash.new(0), T.nilable(T::Hash[Bottle, Integer]))
+      raise if @attestation_retry_count[bottle] >= ATTESTATION_MAX_RETRIES
 
-      opoo "Attestation verification failed (please verify that this is not a network error before rebottling): #{e}"
-
-      {}
+      sleep_time = 3 ** @attestation_retry_count[bottle]
+      opoo "Failed to verify attestation. Retrying in #{sleep_time}..."
+      sleep sleep_time
+      @attestation_retry_count[bottle] += 1
+      retry
     end
   end
 end