diff --git a/client/src/main/scala/org/apache/spark/delta/sharing/PreSignedUrlCache.scala b/client/src/main/scala/org/apache/spark/delta/sharing/PreSignedUrlCache.scala
index d2f819642..6b15ebe97 100644
--- a/client/src/main/scala/org/apache/spark/delta/sharing/PreSignedUrlCache.scala
+++ b/client/src/main/scala/org/apache/spark/delta/sharing/PreSignedUrlCache.scala
@@ -143,7 +143,7 @@ class CachedTableManager(
       fileId: String): PreSignedUrlCache.Rpc.GetPreSignedUrlResponse = {
     val cachedTable = cache.get(tablePath)
     if (cachedTable == null) {
-      throw new IllegalStateException(s"table $tablePath was removed")
+      throw new IllegalStateException(s"table $tablePath was removed from PresignedUrlCache. Perhaps it expired after $expireAfterAccessMs ms")
     }
     cachedTable.lastAccess = System.currentTimeMillis()
     val url = cachedTable.idToUrl.getOrElse(fileId, {