diff --git a/server/src/main/java/org/elasticsearch/index/engine/InternalEngine.java b/server/src/main/java/org/elasticsearch/index/engine/InternalEngine.java
index 5bd11e8f6a2e8..6dd17187ea64e 100644
--- a/server/src/main/java/org/elasticsearch/index/engine/InternalEngine.java
+++ b/server/src/main/java/org/elasticsearch/index/engine/InternalEngine.java
@@ -491,6 +491,7 @@ public Translog.Location getTranslogLastWriteLocation() {
     private void revisitIndexDeletionPolicyOnTranslogSynced() throws IOException {
         if (combinedDeletionPolicy.hasUnreferencedCommits()) {
             indexWriter.deleteUnusedFiles();
+            translog.trimUnreferencedReaders();
         }
     }
 
@@ -1808,6 +1809,8 @@ private void releaseIndexCommit(IndexCommit snapshot) throws IOException {
         // Revisit the deletion policy if we can clean up the snapshotting commit.
         if (combinedDeletionPolicy.releaseCommit(snapshot)) {
             ensureOpen();
+            // Here we don't have to trim translog because snapshotting an index commit
+            // does not lock translog or prevents unreferenced files from trimming.
             indexWriter.deleteUnusedFiles();
         }
     }
diff --git a/server/src/test/java/org/elasticsearch/index/engine/InternalEngineTests.java b/server/src/test/java/org/elasticsearch/index/engine/InternalEngineTests.java
index a0c6f14224b12..e647c5d5f5615 100644
--- a/server/src/test/java/org/elasticsearch/index/engine/InternalEngineTests.java
+++ b/server/src/test/java/org/elasticsearch/index/engine/InternalEngineTests.java
@@ -4367,13 +4367,18 @@ public void testAcquireIndexCommit() throws Exception {
 
     public void testCleanUpCommitsWhenGlobalCheckpointAdvanced() throws Exception {
         IOUtils.close(engine, store);
-        store = createStore();
+        final IndexSettings indexSettings = IndexSettingsModule.newIndexSettings("test",
+            Settings.builder().put(defaultSettings.getSettings())
+                .put(IndexSettings.INDEX_TRANSLOG_RETENTION_SIZE_SETTING.getKey(), -1)
+                .put(IndexSettings.INDEX_TRANSLOG_RETENTION_AGE_SETTING.getKey(), -1).build());
         final AtomicLong globalCheckpoint = new AtomicLong(SequenceNumbers.NO_OPS_PERFORMED);
-        try (InternalEngine engine = createEngine(store, createTempDir(), globalCheckpoint::get)) {
+        try (Store store = createStore();
+             InternalEngine engine =
+                 createEngine(config(indexSettings, store, createTempDir(), newMergePolicy(), null, null, globalCheckpoint::get))) {
             final int numDocs = scaledRandomIntBetween(10, 100);
             for (int docId = 0; docId < numDocs; docId++) {
                 index(engine, docId);
-                if (frequently()) {
+                if (rarely()) {
                     engine.flush(randomBoolean(), randomBoolean());
                 }
             }
@@ -4387,6 +4392,7 @@ public void testCleanUpCommitsWhenGlobalCheckpointAdvanced() throws Exception {
             globalCheckpoint.set(randomLongBetween(engine.getLocalCheckpoint(), Long.MAX_VALUE));
             engine.syncTranslog();
             assertThat(DirectoryReader.listCommits(store.directory()), contains(commits.get(commits.size() - 1)));
+            assertThat(engine.estimateTranslogOperationsFromMinSeq(0L), equalTo(0));
         }
     }
 
diff --git a/server/src/test/java/org/elasticsearch/indices/recovery/RecoveryTests.java b/server/src/test/java/org/elasticsearch/indices/recovery/RecoveryTests.java
index 609365e175b85..365529d471cfe 100644
--- a/server/src/test/java/org/elasticsearch/indices/recovery/RecoveryTests.java
+++ b/server/src/test/java/org/elasticsearch/indices/recovery/RecoveryTests.java
@@ -73,7 +73,6 @@ public void testTranslogHistoryTransferred() throws Exception {
         }
     }
 
-    @AwaitsFix(bugUrl = "https://github.com/elastic/elasticsearch/issues/32089")
     public void testRetentionPolicyChangeDuringRecovery() throws Exception {
         try (ReplicationGroup shards = createGroup(0)) {
             shards.startPrimary();