diff --git a/src/Common/AsynchronousMetrics.cpp b/src/Common/AsynchronousMetrics.cpp
index a5c9875188b..dc2f687004b 100644
--- a/src/Common/AsynchronousMetrics.cpp
+++ b/src/Common/AsynchronousMetrics.cpp
@@ -638,6 +638,10 @@ void AsynchronousMetrics::update(TimePoint update_time, bool force_update)
             "The amount of virtual memory mapped for the use of stack and for the allocated memory, in bytes."
             " It is unspecified whether it includes the per-thread stacks and most of the allocated memory, that is allocated with the 'mmap' system call."
             " This metric exists only for completeness reasons. I recommend to use the `MemoryResident` metric for monitoring."};
+
+#if !USE_JEMALLOC
+        MemoryTracker::updateValues(data.resident, data.resident, /*force_update=*/true);
+#endif
     }
 
     {
diff --git a/src/Common/MemoryTracker.cpp b/src/Common/MemoryTracker.cpp
index 49a3a6ef7ef..07d6ba98745 100644
--- a/src/Common/MemoryTracker.cpp
+++ b/src/Common/MemoryTracker.cpp
@@ -221,6 +221,7 @@ AllocationTrace MemoryTracker::allocImpl(Int64 size, bool throw_if_memory_exceed
         {
             /// For global memory tracker always update memory usage.
             amount.fetch_add(size, std::memory_order_relaxed);
+            rss.fetch_add(size, std::memory_order_relaxed);
 
             auto metric_loaded = metric.load(std::memory_order_relaxed);
             if (metric_loaded != CurrentMetrics::end())
@@ -242,7 +243,7 @@ AllocationTrace MemoryTracker::allocImpl(Int64 size, bool throw_if_memory_exceed
       * So, we allow over-allocations.
       */
     Int64 will_be = size ? size + amount.fetch_add(size, std::memory_order_relaxed) : amount.load(std::memory_order_relaxed);
-    Int64 will_be_rss = size + rss.load(std::memory_order_relaxed);
+    Int64 will_be_rss = size ? size + rss.fetch_add(size, std::memory_order_relaxed) : rss.load(std::memory_order_relaxed);
 
     auto metric_loaded = metric.load(std::memory_order_relaxed);
     if (metric_loaded != CurrentMetrics::end() && size)
@@ -269,6 +270,7 @@ AllocationTrace MemoryTracker::allocImpl(Int64 size, bool throw_if_memory_exceed
         {
             /// Revert
             amount.fetch_sub(size, std::memory_order_relaxed);
+            rss.fetch_sub(size, std::memory_order_relaxed);
 
             /// Prevent recursion. Exception::ctor -> std::string -> new[] -> MemoryTracker::alloc
             MemoryTrackerBlockerInThread untrack_lock(VariableContext::Global);
@@ -291,7 +293,8 @@ AllocationTrace MemoryTracker::allocImpl(Int64 size, bool throw_if_memory_exceed
         }
     }
 
-    if (unlikely(current_hard_limit && (will_be > current_hard_limit || will_be_rss > current_hard_limit)))
+    if (unlikely(
+            current_hard_limit && (will_be > current_hard_limit || (level == VariableContext::Global && will_be_rss > current_hard_limit))))
     {
         if (memoryTrackerCanThrow(level, false) && throw_if_memory_exceeded)
         {
@@ -303,6 +306,7 @@ AllocationTrace MemoryTracker::allocImpl(Int64 size, bool throw_if_memory_exceed
             {
                 /// Revert
                 amount.fetch_sub(size, std::memory_order_relaxed);
+                rss.fetch_sub(size, std::memory_order_relaxed);
 
                 /// Prevent recursion. Exception::ctor -> std::string -> new[] -> MemoryTracker::alloc
                 MemoryTrackerBlockerInThread untrack_lock(VariableContext::Global);
@@ -411,6 +415,7 @@ AllocationTrace MemoryTracker::free(Int64 size, double _sample_probability)
         {
             /// For global memory tracker always update memory usage.
             amount.fetch_sub(size, std::memory_order_relaxed);
+            rss.fetch_sub(size, std::memory_order_relaxed);
             auto metric_loaded = metric.load(std::memory_order_relaxed);
             if (metric_loaded != CurrentMetrics::end())
                 CurrentMetrics::sub(metric_loaded, size);
@@ -424,7 +429,12 @@ AllocationTrace MemoryTracker::free(Int64 size, double _sample_probability)
     }
 
     Int64 accounted_size = size;
-    if (level == VariableContext::Thread || level == VariableContext::Global)
+    if (level == VariableContext::Global)
+    {
+        amount.fetch_sub(accounted_size, std::memory_order_relaxed);
+        rss.fetch_sub(accounted_size, std::memory_order_relaxed);
+    }
+    else if (level == VariableContext::Thread)
     {
         /// Could become negative if memory allocated in this thread is freed in another one
         amount.fetch_sub(accounted_size, std::memory_order_relaxed);
@@ -498,12 +508,21 @@ void MemoryTracker::reset()
 }
 
 
-void MemoryTracker::updateValues(Int64 rss_, Int64 allocated_)
+void MemoryTracker::updateValues(Int64 rss_, Int64 allocated_, bool force_update)
 {
-    Int64 new_amount = allocated_;
-    total_memory_tracker.amount.store(new_amount, std::memory_order_relaxed);
     total_memory_tracker.rss.store(rss_, std::memory_order_relaxed);
 
+    if (likely(!force_update && total_memory_tracker.amount.load(std::memory_order_relaxed) >= 0))
+        return;
+
+    Int64 new_amount = allocated_;
+    LOG_INFO(
+        getLogger("MemoryTracker"),
+        "Correcting the value of global memory tracker from {} to {}",
+        ReadableSize(total_memory_tracker.amount.load(std::memory_order_relaxed)),
+        ReadableSize(allocated_));
+    total_memory_tracker.amount.store(new_amount, std::memory_order_relaxed);
+
     auto metric_loaded = total_memory_tracker.metric.load(std::memory_order_relaxed);
     if (metric_loaded != CurrentMetrics::end())
         CurrentMetrics::set(metric_loaded, new_amount);
diff --git a/src/Common/MemoryTracker.h b/src/Common/MemoryTracker.h
index add8bcb43d2..4913be9781f 100644
--- a/src/Common/MemoryTracker.h
+++ b/src/Common/MemoryTracker.h
@@ -240,7 +240,7 @@ public:
     void reset();
 
     /// update values based on external information (e.g. jemalloc's stat)
-    static void updateValues(Int64 rss_, Int64 allocated_);
+    static void updateValues(Int64 rss_, Int64 allocated_, bool force_update);
 
     /// Prints info about peak memory consumption into log.
     void logPeakMemoryUsage();
diff --git a/src/Common/MemoryWorker.cpp b/src/Common/MemoryWorker.cpp
index ae488a47b67..23cd90178ff 100644
--- a/src/Common/MemoryWorker.cpp
+++ b/src/Common/MemoryWorker.cpp
@@ -44,6 +44,7 @@ void MemoryWorker::backgroundThread()
     JemallocMibCache<size_t> resident_mib("stats.resident");
     JemallocMibCache<size_t> allocated_mib("stats.allocated");
     JemallocMibCache<size_t> purge_mib("arena." STRINGIFY(MALLCTL_ARENAS_ALL) ".purge");
+    bool first_run = false;
     std::unique_lock lock(mutex);
     while (true)
     {
@@ -62,9 +63,13 @@ void MemoryWorker::backgroundThread()
             ProfileEvents::increment(ProfileEvents::MemoryAllocatorPurgeTimeMicroseconds, purge_watch.elapsedMicroseconds());
         }
 
-        MemoryTracker::updateValues(resident, allocated_mib.getValue());
+        /// force update the allocated stat from jemalloc for the first run to cover the allocations we missed
+        /// during initialization
+        MemoryTracker::updateValues(resident, allocated_mib.getValue(), first_run);
         ProfileEvents::increment(ProfileEvents::MemoryWorkerRun);
         ProfileEvents::increment(ProfileEvents::MemoryWorkerRunElapsedMicroseconds, total_watch.elapsedMicroseconds());
+
+        first_run = false;
     }
 }
 #endif
diff --git a/src/Coordination/KeeperDispatcher.cpp b/src/Coordination/KeeperDispatcher.cpp
index 8c7e6405153..332662117d8 100644
--- a/src/Coordination/KeeperDispatcher.cpp
+++ b/src/Coordination/KeeperDispatcher.cpp
@@ -148,7 +148,13 @@ void KeeperDispatcher::requestThread()
                 Int64 mem_soft_limit = keeper_context->getKeeperMemorySoftLimit();
                 if (configuration_and_settings->standalone_keeper && isExceedingMemorySoftLimit() && checkIfRequestIncreaseMem(request.request))
                 {
-                    LOG_WARNING(log, "Processing requests refused because of max_memory_usage_soft_limit {}, the total used memory is {}, request type is {}", ReadableSize(mem_soft_limit), ReadableSize(total_memory_tracker.get()), request.request->getOpNum());
+                    LOG_WARNING(
+                        log,
+                        "Processing requests refused because of max_memory_usage_soft_limit {}, the total used memory is {}, request type "
+                        "is {}",
+                        ReadableSize(mem_soft_limit),
+                        ReadableSize(total_memory_tracker.get()),
+                        request.request->getOpNum());
                     addErrorResponses({request}, Coordination::Error::ZCONNECTIONLOSS);
                     continue;
                 }
diff --git a/tests/integration/test_keeper_memory_soft_limit/configs/keeper_config2.xml b/tests/integration/test_keeper_memory_soft_limit/configs/keeper_config2.xml
index 25ececea3e8..e71b93379d0 100644
--- a/tests/integration/test_keeper_memory_soft_limit/configs/keeper_config2.xml
+++ b/tests/integration/test_keeper_memory_soft_limit/configs/keeper_config2.xml
@@ -16,7 +16,7 @@
             <value>az-zoo2</value>
             <enable_auto_detection_on_cloud>1</enable_auto_detection_on_cloud>
         </availability_zone>
-        <max_memory_usage_soft_limit>20000000</max_memory_usage_soft_limit>
+        <max_memory_usage_soft_limit>200000000</max_memory_usage_soft_limit>
 
         <coordination_settings>
             <operation_timeout_ms>10000</operation_timeout_ms>
diff --git a/tests/integration/test_keeper_memory_soft_limit/configs/keeper_config3.xml b/tests/integration/test_keeper_memory_soft_limit/configs/keeper_config3.xml
index 81e343b77c9..cf4a4686f2c 100644
--- a/tests/integration/test_keeper_memory_soft_limit/configs/keeper_config3.xml
+++ b/tests/integration/test_keeper_memory_soft_limit/configs/keeper_config3.xml
@@ -13,7 +13,7 @@
         <tcp_port>2181</tcp_port>
         <server_id>3</server_id>
 
-        <max_memory_usage_soft_limit>20000000</max_memory_usage_soft_limit>
+        <max_memory_usage_soft_limit>200000000</max_memory_usage_soft_limit>
 
         <coordination_settings>
             <operation_timeout_ms>10000</operation_timeout_ms>