diff --git a/src/query/pipeline/transforms/src/processors/transforms/transform_compact_builder.rs b/src/query/pipeline/transforms/src/processors/transforms/transform_compact_builder.rs
index 69e4c1b40056a..56a8a275c52e6 100644
--- a/src/query/pipeline/transforms/src/processors/transforms/transform_compact_builder.rs
+++ b/src/query/pipeline/transforms/src/processors/transforms/transform_compact_builder.rs
@@ -14,7 +14,9 @@
 
 use databend_common_exception::Result;
 use databend_common_expression::BlockThresholds;
+use databend_common_expression::Column;
 use databend_common_expression::DataBlock;
+use databend_common_expression::Value;
 use databend_common_pipeline_core::Pipeline;
 
 use crate::processors::AccumulatingTransform;
@@ -63,7 +65,7 @@ impl AccumulatingTransform for BlockCompactBuilder {
 
     fn transform(&mut self, data: DataBlock) -> Result<Vec<DataBlock>> {
         let num_rows = data.num_rows();
-        let num_bytes = data.memory_size();
+        let num_bytes = memory_size(&data);
 
         if !self.thresholds.check_for_compact(num_rows, num_bytes) {
             // holding slices of blocks to merge later may lead to oom, so
@@ -112,3 +114,18 @@ impl AccumulatingTransform for BlockCompactBuilder {
         }
     }
 }
+
+pub(crate) fn memory_size(data_block: &DataBlock) -> usize {
+    data_block
+        .columns()
+        .iter()
+        .map(|entry| {
+            if let Value::Column(Column::Nullable(col)) = &entry.value {
+                if col.validity.true_count() == 0 {
+                    return 0;
+                }
+            }
+            entry.memory_size()
+        })
+        .sum()
+}
diff --git a/src/query/pipeline/transforms/src/processors/transforms/transform_compact_no_split_builder.rs b/src/query/pipeline/transforms/src/processors/transforms/transform_compact_no_split_builder.rs
index 85215b0b58b6f..adcd014acb56f 100644
--- a/src/query/pipeline/transforms/src/processors/transforms/transform_compact_no_split_builder.rs
+++ b/src/query/pipeline/transforms/src/processors/transforms/transform_compact_no_split_builder.rs
@@ -79,7 +79,7 @@ impl AccumulatingTransform for BlockCompactNoSplitBuilder {
 
     fn transform(&mut self, data: DataBlock) -> Result<Vec<DataBlock>> {
         self.accumulated_rows += data.num_rows();
-        self.accumulated_bytes += data.memory_size();
+        self.accumulated_bytes += crate::processors::memory_size(&data);
         if !self
             .thresholds
             .check_large_enough(self.accumulated_rows, self.accumulated_bytes)
diff --git a/src/query/storages/system/src/streams_table.rs b/src/query/storages/system/src/streams_table.rs
index 9a30db09adf21..f752186b84fea 100644
--- a/src/query/storages/system/src/streams_table.rs
+++ b/src/query/storages/system/src/streams_table.rs
@@ -185,7 +185,7 @@ impl<const T: bool> AsyncSystemTable for StreamsTable<T> {
 
                 let mut handlers = Vec::new();
                 for table in tables {
-                    // If db1 is visible, do not means db1.table1 is visible. An user may have a grant about db1.table2, so db1 is visible
+                    // If db1 is visible, do not mean db1.table1 is visible. A user may have a grant about db1.table2, so db1 is visible
                     // for her, but db1.table1 may be not visible. So we need an extra check about table here after db visibility check.
                     let t_id = table.get_id();
                     if visibility_checker.check_table_visibility(