diff --git a/src/query/catalog/src/table_context.rs b/src/query/catalog/src/table_context.rs
index 668f1d98dc9c7..39a1cfdf08fb4 100644
--- a/src/query/catalog/src/table_context.rs
+++ b/src/query/catalog/src/table_context.rs
@@ -69,6 +69,8 @@ pub trait TableContext: Send + Sync {
     fn try_get_part(&self) -> Option<PartInfoPtr>;
     // Update the context partition pool from the pipeline builder.
     fn try_set_partitions(&self, partitions: Partitions) -> Result<()>;
+    // Get the partition queue size.
+    fn get_partition_queue_size(&self) -> usize;
     fn attach_query_str(&self, kind: String, query: &str);
     fn get_fragment_id(&self) -> usize;
     fn get_catalog(&self, catalog_name: &str) -> Result<Arc<dyn Catalog>>;
diff --git a/src/query/service/src/sessions/query_ctx.rs b/src/query/service/src/sessions/query_ctx.rs
index 831e423db01f0..b71046b860d79 100644
--- a/src/query/service/src/sessions/query_ctx.rs
+++ b/src/query/service/src/sessions/query_ctx.rs
@@ -243,6 +243,11 @@ impl TableContext for QueryContext {
         }
         Ok(())
     }
+
+    fn get_partition_queue_size(&self) -> usize {
+        self.partition_queue.read().len()
+    }
+
     fn attach_query_str(&self, kind: String, query: &str) {
         self.shared.attach_query_str(kind, query);
     }
diff --git a/src/query/storages/fuse/src/operations/read_data.rs b/src/query/storages/fuse/src/operations/read_data.rs
index 198b5fb73393f..9480dadd4e1c0 100644
--- a/src/query/storages/fuse/src/operations/read_data.rs
+++ b/src/query/storages/fuse/src/operations/read_data.rs
@@ -135,16 +135,13 @@ impl FuseTable {
     }
 
     // Adjust the max io request.
-    fn adjust_max_io_requests(
-        ctx: Arc<dyn TableContext>,
-        plan: &ReadDataSourcePlan,
-    ) -> Result<usize> {
-        let parts_len = plan.parts.len();
+    fn adjust_max_io_requests(ctx: Arc<dyn TableContext>) -> Result<usize> {
+        let parts_size = ctx.get_partition_queue_size();
         let max_storage_io = ctx.get_settings().get_max_storage_io_requests()? as usize;
-        let max_io_requests = if parts_len > max_storage_io {
+        let max_io_requests = if parts_size > max_storage_io {
             max_storage_io
         } else {
-            parts_len
+            parts_size
         };
 
         Ok(std::cmp::max(1, max_io_requests))
@@ -204,7 +201,7 @@ impl FuseTable {
         let prewhere_filter = self.build_prewhere_filter_executor(ctx.clone(), plan)?;
         let remain_reader = self.build_remain_reader(plan)?;
 
-        let max_io_requests = Self::adjust_max_io_requests(ctx.clone(), plan)?;
+        let max_io_requests = Self::adjust_max_io_requests(ctx.clone())?;
         info!("read block data adjust max io requests:{}", max_io_requests);
 
         // Add source pipe.