diff --git a/fe/fe-core/src/main/java/org/apache/doris/statistics/ColumnStatisticsCacheLoader.java b/fe/fe-core/src/main/java/org/apache/doris/statistics/ColumnStatisticsCacheLoader.java
index 08a410b859..eda3645fd0 100644
--- a/fe/fe-core/src/main/java/org/apache/doris/statistics/ColumnStatisticsCacheLoader.java
+++ b/fe/fe-core/src/main/java/org/apache/doris/statistics/ColumnStatisticsCacheLoader.java
@@ -42,18 +42,25 @@ public class ColumnStatisticsCacheLoader extends StatisticsCacheLoader<Optional<
 
     @Override
     protected Optional<ColumnStatistic> doLoad(StatisticsCacheKey key) {
-        // Load from statistics table.
-        Optional<ColumnStatistic> columnStatistic = loadFromStatsTable(key);
-        if (columnStatistic.isPresent()) {
-            return columnStatistic;
-        }
-        // Load from data source metadata
+        Optional<ColumnStatistic> columnStatistic = Optional.empty();
         try {
-            TableIf table = StatisticsUtil.findTable(key.catalogId, key.dbId, key.tableId);
-            columnStatistic = table.getColumnStatistic(key.colName);
-        } catch (Exception e) {
-            LOG.debug(String.format("Exception to get column statistics by metadata. [Catalog:%d, DB:%d, Table:%d]",
-                    key.catalogId, key.dbId, key.tableId), e);
+            // Load from statistics table.
+            columnStatistic = loadFromStatsTable(key);
+            if (columnStatistic.isPresent()) {
+                return columnStatistic;
+            }
+            // Load from data source metadata
+            try {
+                TableIf table = StatisticsUtil.findTable(key.catalogId, key.dbId, key.tableId);
+                columnStatistic = table.getColumnStatistic(key.colName);
+            } catch (Exception e) {
+                LOG.debug(String.format("Exception to get column statistics by metadata. [Catalog:{}, DB:{}, Table:{}]",
+                        key.catalogId, key.dbId, key.tableId), e);
+            }
+        } catch (Throwable t) {
+            LOG.warn("Failed to load stats for column [Catalog:{}, DB:{}, Table:{}, Column:{}], Reason: {}",
+                    key.catalogId, key.dbId, key.tableId, key.colName, t.getMessage());
+            LOG.debug(t);
         }
         return columnStatistic;
     }