diff --git a/dvc/repo/experiments/queue/base.py b/dvc/repo/experiments/queue/base.py
index bfd836150..6047f27a5 100644
--- a/dvc/repo/experiments/queue/base.py
+++ b/dvc/repo/experiments/queue/base.py
@@ -6,6 +6,7 @@ from typing import (
     TYPE_CHECKING,
     Any,
     Dict,
+    Generator,
     Mapping,
     NamedTuple,
     Optional,
@@ -111,6 +112,10 @@ class BaseStashQueue(ABC):
     def get(self) -> QueueGetResult:
         """Pop and return the first item in the queue."""
 
+    @abstractmethod
+    def iter_queued(self) -> Generator[QueueEntry, None, None]:
+        """Iterate over items in the queue."""
+
     @abstractmethod
     def reproduce(self) -> Mapping[str, Mapping[str, str]]:
         """Reproduce queued experiments sequentially."""
diff --git a/dvc/repo/experiments/queue/local.py b/dvc/repo/experiments/queue/local.py
index d172c3ef7..d0d3b65a0 100644
--- a/dvc/repo/experiments/queue/local.py
+++ b/dvc/repo/experiments/queue/local.py
@@ -1,7 +1,7 @@
 import logging
 import os
 from collections import defaultdict
-from typing import TYPE_CHECKING, Dict, Mapping
+from typing import TYPE_CHECKING, Dict, Generator, Mapping
 
 from funcy import cached_property, first
 
@@ -78,6 +78,14 @@ class LocalCeleryQueue(BaseStashQueue):
     def get(self) -> QueueGetResult:
         raise NotImplementedError
 
+    def iter_queued(self) -> Generator[QueueEntry, None, None]:
+        for msg in self.celery.iter_queued():
+            if msg.headers.get("task") != setup_exp.name:
+                continue
+            args, kwargs, _embed = msg.decode()
+            entry_dict = kwargs.get("entry_dict", args[0])
+            yield QueueEntry.from_dict(entry_dict)
+
     def reproduce(self) -> Mapping[str, Mapping[str, str]]:
         raise NotImplementedError
 
@@ -103,6 +111,18 @@ class WorkspaceQueue(BaseStashQueue):
         executor = self.setup_executor(self.repo.experiments, entry)
         return QueueGetResult(entry, executor)
 
+    def iter_queued(self) -> Generator[QueueEntry, None, None]:
+        for rev, entry in self.stash.stash_revs:
+            yield QueueEntry(
+                self.repo.root_dir,
+                self.scm.root_dir,
+                self.ref,
+                rev,
+                entry.baseline_rev,
+                entry.branch,
+                entry.name,
+            )
+
     def reproduce(self) -> Dict[str, Dict[str, str]]:
         results: Dict[str, Dict[str, str]] = defaultdict(dict)
         try:
diff --git a/dvc/repo/experiments/show.py b/dvc/repo/experiments/show.py
index 609c0de0c..7558ae025 100644
--- a/dvc/repo/experiments/show.py
+++ b/dvc/repo/experiments/show.py
@@ -193,7 +193,8 @@ def show(
                 onerror=onerror,
             )
         # collect queued (not yet reproduced) experiments
-        for stash_rev, entry in repo.experiments.stash_revs.items():
+        for entry in repo.experiments.celery_queue.iter_queued():
+            stash_rev = entry.stash_rev
             if entry.baseline_rev in found_revs:
                 if stash_rev not in running or not running[stash_rev].get(
                     "last"