diff --git a/src/event/format/json.rs b/src/event/format/json.rs
index 76b857f0e..b782d1f3c 100644
--- a/src/event/format/json.rs
+++ b/src/event/format/json.rs
@@ -118,6 +118,9 @@ impl EventFormat for Event {
             ));
         }
 
+        // Rename JSON keys starting with '@' to '_' to match the schema
+        let value_arr = rename_json_keys(value_arr);
+
         Ok((value_arr, schema, is_first))
     }
 
@@ -257,6 +260,27 @@ fn collect_keys<'a>(values: impl Iterator<Item = &'a Value>) -> Result<Vec<&'a s
     Ok(keys)
 }
 
+/// Renames JSON keys to match the schema transformation using normalize_field_name
+fn rename_json_keys(values: Vec<Value>) -> Vec<Value> {
+    values
+        .into_iter()
+        .map(|value| {
+            if let Value::Object(map) = value {
+                let new_map: serde_json::Map<String, Value> = map
+                    .into_iter()
+                    .map(|(mut key, val)| {
+                        super::normalize_field_name(&mut key);
+                        (key, val)
+                    })
+                    .collect();
+                Value::Object(new_map)
+            } else {
+                value
+            }
+        })
+        .collect()
+}
+
 fn fields_mismatch(
     schema: &[Arc<Field>],
     body: &Value,
@@ -267,7 +291,10 @@ fn fields_mismatch(
         if val.is_null() {
             continue;
         }
-        let Some(field) = get_field(schema, name) else {
+        // Normalize field name to match schema transformation
+        let mut lookup_name = name.to_string();
+        super::normalize_field_name(&mut lookup_name);
+        let Some(field) = get_field(schema, &lookup_name) else {
             return true;
         };
         if !valid_type(field, val, schema_version, static_schema_flag) {
diff --git a/src/event/format/mod.rs b/src/event/format/mod.rs
index 56d3a676d..4157627b6 100644
--- a/src/event/format/mod.rs
+++ b/src/event/format/mod.rs
@@ -57,6 +57,15 @@ static TIME_FIELD_NAME_PARTS: [&str; 11] = [
 ];
 type EventSchema = Vec<Arc<Field>>;
 
+/// Normalizes a field name by replacing leading '@' with '_'.
+/// Fields starting with '@' are renamed to start with '_'.
+#[inline]
+pub fn normalize_field_name(name: &mut String) {
+    if let Some(stripped) = name.strip_prefix('@') {
+        *name = format!("_{}", stripped);
+    }
+}
+
 /// Source of the logs, used to perform special processing for certain sources
 #[derive(Default, Debug, Clone, PartialEq, Eq, Serialize, Deserialize, Hash)]
 pub enum LogSource {
@@ -335,7 +344,9 @@ pub fn override_data_type(
         .fields()
         .iter()
         .map(|field| {
-            let field_name = field.name().as_str();
+            // Normalize field names - replace '@' prefix with '_'
+            let mut field_name = field.name().to_string();
+            normalize_field_name(&mut field_name);
             match (schema_version, map.get(field.name())) {
                 // in V1 for new fields in json named "time"/"date" or such and having inferred
                 // type string, that can be parsed as timestamp, use the timestamp type.