diff --git a/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/impl/ManagedLedgerImpl.java b/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/impl/ManagedLedgerImpl.java
index 4084d7004a80d..a6b196bda471c 100644
--- a/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/impl/ManagedLedgerImpl.java
+++ b/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/impl/ManagedLedgerImpl.java
@@ -3242,7 +3242,7 @@ void offloadLoop(CompletableFuture<PositionImpl> promise, Queue<LedgerInfo> ledg
                 .thenCompose(readHandle -> config.getLedgerOffloader().offload(readHandle, uuid, extraMetadata))
                 .thenCompose((ignore) -> {
                         return Retries.run(Backoff.exponentialJittered(TimeUnit.SECONDS.toMillis(1),
-                                                                       TimeUnit.SECONDS.toHours(1)).limit(10),
+                                                                       TimeUnit.HOURS.toMillis(1)).limit(10),
                                            FAIL_ON_CONFLICT,
                                            () -> completeLedgerInfoForOffloaded(ledgerId, uuid),
                                            scheduledExecutor, name)
diff --git a/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/offload/OffloadUtils.java b/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/offload/OffloadUtils.java
index 550626f76c000..9c9feb2aa7f7c 100644
--- a/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/offload/OffloadUtils.java
+++ b/managed-ledger/src/main/java/org/apache/bookkeeper/mledger/offload/OffloadUtils.java
@@ -198,7 +198,7 @@ public static CompletableFuture<Void> cleanupOffloaded(long ledgerId, UUID uuid,
         metadataMap.put("ManagedLedgerName", name);
 
         return Retries.run(Backoff.exponentialJittered(TimeUnit.SECONDS.toMillis(1),
-                        TimeUnit.SECONDS.toHours(1)).limit(10),
+                        TimeUnit.HOURS.toMillis(1)).limit(10),
                 Retries.NonFatalPredicate,
                 () -> mlConfig.getLedgerOffloader().deleteOffloaded(ledgerId, uuid, metadataMap),
                 executor, name).whenComplete((ignored, exception) -> {