diff --git a/src/Storages/MergeTree/SimpleMergeSelector.cpp b/src/Storages/MergeTree/SimpleMergeSelector.cpp
index 9063661e7aa..b9c19e2370c 100644
--- a/src/Storages/MergeTree/SimpleMergeSelector.cpp
+++ b/src/Storages/MergeTree/SimpleMergeSelector.cpp
@@ -154,12 +154,21 @@ void selectWithinPartition(
     if (parts_count <= 1)
         return;
 
-    for (size_t begin = 0; begin < parts_count; ++begin)
+    /// If the parts in the parts vector are sorted by block number,
+    /// it may not be ideal to only select parts for merging from the first N ones.
+    /// This is because if there are more than N parts in the partition,
+    /// we will not be able to assign a merge for newly created parts.
+    /// As a result, the total number of parts within the partition could
+    /// grow uncontrollably, similar to a snowball effect.
+    /// To address this we will try to assign a merge taking into consideration
+    /// only last N parts.
+    static constexpr size_t parts_threshold = 1000;
+    size_t begin = 0;
+    if (parts_count >= parts_threshold)
+        begin = parts_count - parts_threshold;
+
+    for (; begin < parts_count; ++begin)
     {
-        /// If too many parts, select only from first, to avoid complexity.
-        if (begin > 1000)
-            break;
-
         if (!parts[begin].shall_participate_in_merges)
             continue;