diff --git a/src/batch/src/executor/postgres_query.rs b/src/batch/src/executor/postgres_query.rs
index 59a9e56d441bc..2b6524a2e45e7 100644
--- a/src/batch/src/executor/postgres_query.rs
+++ b/src/batch/src/executor/postgres_query.rs
@@ -146,15 +146,17 @@ impl PostgresQueryExecutor {
             }
         });
 
-        // TODO(kwannoel): Use pagination using CURSOR.
-        let rows = client
-            .query(&self.query, &[])
+        let params: &[&str] = &[];
+        let row_stream = client
+            .query_raw(&self.query, params)
             .await
             .context("postgres_query received error from remote server")?;
         let mut builder = DataChunkBuilder::new(self.schema.data_types(), 1024);
         tracing::debug!("postgres_query_executor: query executed, start deserializing rows");
         // deserialize the rows
-        for row in rows {
+        #[for_await]
+        for row in row_stream {
+            let row = row?;
             let owned_row = postgres_row_to_owned_row(row, &self.schema)?;
             if let Some(chunk) = builder.append_one_row(owned_row) {
                 yield chunk;