diff --git a/server/src/main/java/org/opensearch/index/IndexService.java b/server/src/main/java/org/opensearch/index/IndexService.java
index 7afc6d24cddde..e39d66d57e99b 100644
--- a/server/src/main/java/org/opensearch/index/IndexService.java
+++ b/server/src/main/java/org/opensearch/index/IndexService.java
@@ -498,10 +498,9 @@ public synchronized IndexShard createShard(
                     Directory remoteDirectory = remoteDirectoryFactory.newDirectory(this.indexSettings, path);
                     remoteStore = new Store(shardId, this.indexSettings, remoteDirectory, lock, Store.OnClose.EMPTY, path);
                 } else {
-                    logger.info("Hitting the migration case");
                     if (sourceNode != null && sourceNode.isRemoteStoreNode() == false) {
                         assert routing.primary();
-                        logger.info("Hitting the migration case where we need to seed remote store");
+                        logger.info("DocRep shard {} is migrating to remote", shardId);
                         seedRemote = true;
                     }
                     RemoteSegmentStoreDirectoryFactory directoryFactory = new RemoteSegmentStoreDirectoryFactory(
diff --git a/server/src/main/java/org/opensearch/index/shard/IndexShard.java b/server/src/main/java/org/opensearch/index/shard/IndexShard.java
index d01ca1fa46153..351c4ac5e63f5 100644
--- a/server/src/main/java/org/opensearch/index/shard/IndexShard.java
+++ b/server/src/main/java/org/opensearch/index/shard/IndexShard.java
@@ -4000,10 +4000,10 @@ public boolean isStartedPrimary() {
     }
 
     public boolean enableUploadToRemoteTranslog() {
-        return isStartedPrimary() || (shouldSeedRemoteStore() && hasOneSyncHappened());
+        return isStartedPrimary() || (shouldSeedRemoteStore() && hasOneRemoteSegmentSyncHappened());
     }
 
-    private boolean hasOneSyncHappened() {
+    private boolean hasOneRemoteSegmentSyncHappened() {
         assert indexSettings.isRemoteNode();
         // We upload remote translog only after one remote segment upload in case of migration
         RemoteSegmentStoreDirectory rd = getRemoteDirectory();
@@ -4814,7 +4814,6 @@ public ParsedDocument newNoopTombstoneDoc(String reason) {
      * Rollback the current engine to the safe commit, then replay local translog up to the global checkpoint.
      */
     void resetEngineToGlobalCheckpoint() throws IOException {
-        logger.info("Reseting to global checkpoint");
         assert Thread.holdsLock(mutex) == false : "resetting engine under mutex";
         assert getActiveOperationsCount() == OPERATIONS_BLOCKED : "resetting engine without blocking operations; active operations are ["
             + getActiveOperations()
diff --git a/server/src/main/java/org/opensearch/indices/IndicesService.java b/server/src/main/java/org/opensearch/indices/IndicesService.java
index f452043e62e2c..dc74db2fa1ca9 100644
--- a/server/src/main/java/org/opensearch/indices/IndicesService.java
+++ b/server/src/main/java/org/opensearch/indices/IndicesService.java
@@ -539,7 +539,6 @@ private static BiFunction<IndexSettings, ShardRouting, TranslogFactory> getTrans
                     remoteStoreStatsTrackerFactory.getRemoteTranslogTransferTracker(shardRouting.shardId())
                 );
             } else if (isRemoteStoreAttributePresent(settings) && shardRouting.primary()) {
-                logger.info("Hitting the migration case for translogs ");
                 return new RemoteBlobStoreInternalTranslogFactory(
                     repositoriesServiceSupplier,
                     threadPool,
diff --git a/server/src/main/java/org/opensearch/indices/recovery/RecoverySourceHandler.java b/server/src/main/java/org/opensearch/indices/recovery/RecoverySourceHandler.java
index ce1196094ea4a..2434efb241f5f 100644
--- a/server/src/main/java/org/opensearch/indices/recovery/RecoverySourceHandler.java
+++ b/server/src/main/java/org/opensearch/indices/recovery/RecoverySourceHandler.java
@@ -845,7 +845,6 @@ void finalizeRecovery(long targetLocalCheckpoint, long trimAboveSeqNo, ActionLis
                     || (request.sourceNode().isRemoteStoreNode() && request.targetNode().isRemoteStoreNode())
                         ? recoveryTarget::forceSegmentFileSync
                         : () -> {};
-                // ToDo : Do we need a new action to replay translog here ?
 
                 // TODO: make relocated async
                 // this acquires all IndexShard operation permits and will thus delay new recoveries until it is done