diff --git a/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/impl/ManagedCursorImpl.java b/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/impl/ManagedCursorImpl.java
index 8555753d98b97..0b9a9c3e9fc94 100644
--- a/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/impl/ManagedCursorImpl.java
+++ b/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/impl/ManagedCursorImpl.java
@@ -196,11 +196,11 @@ public class ManagedCursorImpl implements ManagedCursor {
         position.ackSet = null;
         return position;
     };
-    private final RangeSetWrapper<PositionImpl> individualDeletedMessages;
+    protected final RangeSetWrapper<PositionImpl> individualDeletedMessages;
 
     // Maintain the deletion status for batch messages
     // (ledgerId, entryId) -> deletion indexes
-    private final ConcurrentSkipListMap<PositionImpl, BitSetRecyclable> batchDeletedIndexes;
+    protected final ConcurrentSkipListMap<PositionImpl, BitSetRecyclable> batchDeletedIndexes;
     private final ReadWriteLock lock = new ReentrantReadWriteLock();
 
     private RateLimiter markDeleteLimiter;
@@ -3622,4 +3622,29 @@ public boolean isCacheReadEntry() {
     public ManagedLedgerConfig getConfig() {
         return config;
     }
+
+    /***
+     * Create a non-durable cursor and copy the ack stats.
+     */
+    public ManagedCursor duplicateNonDurableCursor(String nonDurableCursorName) throws ManagedLedgerException {
+        NonDurableCursorImpl newNonDurableCursor =
+                (NonDurableCursorImpl) ledger.newNonDurableCursor(getMarkDeletedPosition(), nonDurableCursorName);
+        if (individualDeletedMessages != null) {
+            this.individualDeletedMessages.forEach(range -> {
+                newNonDurableCursor.individualDeletedMessages.addOpenClosed(
+                        range.lowerEndpoint().getLedgerId(),
+                        range.lowerEndpoint().getEntryId(),
+                        range.upperEndpoint().getLedgerId(),
+                        range.upperEndpoint().getEntryId());
+                return true;
+            });
+        }
+        if (batchDeletedIndexes != null) {
+            for (Map.Entry<PositionImpl, BitSetRecyclable> entry : this.batchDeletedIndexes.entrySet()) {
+                BitSetRecyclable copiedBitSet = BitSetRecyclable.valueOf(entry.getValue());
+                newNonDurableCursor.batchDeletedIndexes.put(entry.getKey(), copiedBitSet);
+            }
+        }
+        return newNonDurableCursor;
+    }
 }
diff --git a/pulsar-broker/src/main/java/org/apache/pulsar/broker/service/persistent/PersistentSubscription.java b/pulsar-broker/src/main/java/org/apache/pulsar/broker/service/persistent/PersistentSubscription.java
index 1baa4087e5571..a01904d86f32d 100644
--- a/pulsar-broker/src/main/java/org/apache/pulsar/broker/service/persistent/PersistentSubscription.java
+++ b/pulsar-broker/src/main/java/org/apache/pulsar/broker/service/persistent/PersistentSubscription.java
@@ -29,6 +29,7 @@
 import java.util.Map;
 import java.util.Optional;
 import java.util.TreeMap;
+import java.util.UUID;
 import java.util.concurrent.CompletableFuture;
 import java.util.concurrent.ExecutionException;
 import java.util.concurrent.atomic.AtomicIntegerFieldUpdater;
@@ -530,9 +531,15 @@ public String getTypeString() {
         return "Null";
     }
 
-    @Override
     public CompletableFuture<AnalyzeBacklogResult> analyzeBacklog(Optional<Position> position) {
-
+        final ManagedLedger managedLedger = topic.getManagedLedger();
+        final String newNonDurableCursorName = "analyze-backlog-" + UUID.randomUUID();
+        ManagedCursor newNonDurableCursor;
+        try {
+            newNonDurableCursor = ((ManagedCursorImpl) cursor).duplicateNonDurableCursor(newNonDurableCursorName);
+        } catch (ManagedLedgerException e) {
+            return CompletableFuture.failedFuture(e);
+        }
         long start = System.currentTimeMillis();
         if (log.isDebugEnabled()) {
             log.debug("[{}][{}] Starting to analyze backlog", topicName, subName);
@@ -547,7 +554,7 @@ public CompletableFuture<AnalyzeBacklogResult> analyzeBacklog(Optional<Position>
         AtomicLong rejectedMessages = new AtomicLong();
         AtomicLong rescheduledMessages = new AtomicLong();
 
-        Position currentPosition = cursor.getMarkDeletedPosition();
+        Position currentPosition = newNonDurableCursor.getMarkDeletedPosition();
 
         if (log.isDebugEnabled()) {
             log.debug("[{}][{}] currentPosition {}",
@@ -607,7 +614,7 @@ public CompletableFuture<AnalyzeBacklogResult> analyzeBacklog(Optional<Position>
 
             return true;
         };
-        return cursor.scan(
+        CompletableFuture<AnalyzeBacklogResult> res = newNonDurableCursor.scan(
                 position,
                 condition,
                 batchSize,
@@ -634,7 +641,22 @@ public CompletableFuture<AnalyzeBacklogResult> analyzeBacklog(Optional<Position>
                     topicName, subName, end - start, result);
             return result;
         });
+        res.whenComplete((__, ex) -> {
+            managedLedger.asyncDeleteCursor(newNonDurableCursorName,
+                new AsyncCallbacks.DeleteCursorCallback(){
+                    @Override
+                    public void deleteCursorComplete(Object ctx) {
+                        // Nothing to do.
+                    }
 
+                    @Override
+                    public void deleteCursorFailed(ManagedLedgerException exception, Object ctx) {
+                        log.warn("[{}][{}] Delete non-durable cursor[{}] failed when analyze backlog.",
+                                topicName, subName, newNonDurableCursor.getName());
+                    }
+                }, null);
+        });
+        return res;
     }
 
     @Override
diff --git a/pulsar-broker/src/test/java/org/apache/pulsar/broker/admin/AdminApi2Test.java b/pulsar-broker/src/test/java/org/apache/pulsar/broker/admin/AdminApi2Test.java
index f0bc80fa36495..bbcae37c4e21b 100644
--- a/pulsar-broker/src/test/java/org/apache/pulsar/broker/admin/AdminApi2Test.java
+++ b/pulsar-broker/src/test/java/org/apache/pulsar/broker/admin/AdminApi2Test.java
@@ -3389,4 +3389,33 @@ private void testSetBacklogQuotasNamespaceLevelIfRetentionExists() throws Except
         // cleanup.
         admin.namespaces().deleteNamespace(ns);
     }
+
+    @Test
+    private void testAnalyzeSubscriptionBacklogNotCauseStuck() throws Exception {
+        final String topic = BrokerTestUtil.newUniqueName("persistent://" + defaultNamespace + "/tp");
+        final String subscription = "s1";
+        admin.topics().createNonPartitionedTopic(topic);
+        // Send 10 messages.
+        Consumer<String> consumer = pulsarClient.newConsumer(Schema.STRING).topic(topic).subscriptionName(subscription)
+                .receiverQueueSize(0).subscribe();
+        Producer<String> producer = pulsarClient.newProducer(Schema.STRING).topic(topic).create();
+        for (int i = 0; i < 10; i++) {
+            producer.send(i + "");
+        }
+
+        // Verify consumer can receive all messages after calling "analyzeSubscriptionBacklog".
+        admin.topics().analyzeSubscriptionBacklog(topic, subscription, Optional.of(MessageIdImpl.earliest));
+        for (int i = 0; i < 10; i++) {
+            Awaitility.await().untilAsserted(() -> {
+                Message m = consumer.receive();
+                assertNotNull(m);
+                consumer.acknowledge(m);
+            });
+        }
+
+        // cleanup.
+        consumer.close();
+        producer.close();
+        admin.topics().delete(topic);
+    }
 }
diff --git a/pulsar-broker/src/test/java/org/apache/pulsar/broker/admin/AnalyzeBacklogSubscriptionTest.java b/pulsar-broker/src/test/java/org/apache/pulsar/broker/admin/AnalyzeBacklogSubscriptionTest.java
index 64b2a58ab86e8..f8aa3dc355d92 100644
--- a/pulsar-broker/src/test/java/org/apache/pulsar/broker/admin/AnalyzeBacklogSubscriptionTest.java
+++ b/pulsar-broker/src/test/java/org/apache/pulsar/broker/admin/AnalyzeBacklogSubscriptionTest.java
@@ -154,17 +154,17 @@ private void verifyBacklog(String topic, String subscription, int numEntries, in
         AnalyzeSubscriptionBacklogResult analyzeSubscriptionBacklogResult
                 = admin.topics().analyzeSubscriptionBacklog(topic, subscription, Optional.empty());
 
-        assertEquals(numEntries, analyzeSubscriptionBacklogResult.getEntries());
-        assertEquals(numEntries, analyzeSubscriptionBacklogResult.getFilterAcceptedEntries());
-        assertEquals(0, analyzeSubscriptionBacklogResult.getFilterRejectedEntries());
-        assertEquals(0, analyzeSubscriptionBacklogResult.getFilterRescheduledEntries());
-        assertEquals(0, analyzeSubscriptionBacklogResult.getFilterRescheduledEntries());
+        assertEquals(analyzeSubscriptionBacklogResult.getEntries(), numEntries);
+        assertEquals(analyzeSubscriptionBacklogResult.getFilterAcceptedEntries(), numEntries);
+        assertEquals(analyzeSubscriptionBacklogResult.getFilterRejectedEntries(), 0);
+        assertEquals(analyzeSubscriptionBacklogResult.getFilterRescheduledEntries(), 0);
+        assertEquals(analyzeSubscriptionBacklogResult.getFilterRescheduledEntries(), 0);
 
-        assertEquals(numMessages, analyzeSubscriptionBacklogResult.getMessages());
-        assertEquals(numMessages, analyzeSubscriptionBacklogResult.getFilterAcceptedMessages());
-        assertEquals(0, analyzeSubscriptionBacklogResult.getFilterRejectedMessages());
+        assertEquals(analyzeSubscriptionBacklogResult.getMessages(), numMessages);
+        assertEquals(analyzeSubscriptionBacklogResult.getFilterAcceptedMessages(), numMessages);
+        assertEquals(analyzeSubscriptionBacklogResult.getFilterRejectedMessages(), 0);
 
-        assertEquals(0, analyzeSubscriptionBacklogResult.getFilterRescheduledMessages());
+        assertEquals(analyzeSubscriptionBacklogResult.getFilterRescheduledMessages(), 0);
         assertFalse(analyzeSubscriptionBacklogResult.isAborted());
     }
 
diff --git a/pulsar-common/src/main/java/org/apache/pulsar/common/util/collections/BitSetRecyclable.java b/pulsar-common/src/main/java/org/apache/pulsar/common/util/collections/BitSetRecyclable.java
index 12ce7eb74c72b..b801d5f2b05a1 100644
--- a/pulsar-common/src/main/java/org/apache/pulsar/common/util/collections/BitSetRecyclable.java
+++ b/pulsar-common/src/main/java/org/apache/pulsar/common/util/collections/BitSetRecyclable.java
@@ -216,6 +216,14 @@ public static BitSetRecyclable valueOf(byte[] bytes) {
         return BitSetRecyclable.valueOf(ByteBuffer.wrap(bytes));
     }
 
+    /**
+     * Copy a BitSetRecyclable.
+     */
+    public static BitSetRecyclable valueOf(BitSetRecyclable src) {
+        // The internal implementation will do the array-copy.
+        return valueOf(src.words);
+    }
+
     /**
      * Returns a new bit set containing all the bits in the given byte
      * buffer between its position and limit.