diff --git a/sqlglot/expressions/dml.py b/sqlglot/expressions/dml.py
index 1aa31ee732..ed50983220 100644
--- a/sqlglot/expressions/dml.py
+++ b/sqlglot/expressions/dml.py
@@ -282,7 +282,8 @@ class LoadData(Expression):
         "this": True,
         "local": False,
         "overwrite": False,
-        "inpath": True,
+        "inpath": False,
+        "files": False,
         "partition": False,
         "input_format": False,
         "serde": False,
diff --git a/sqlglot/generator.py b/sqlglot/generator.py
index 9ba486bdf4..d9f08c480a 100644
--- a/sqlglot/generator.py
+++ b/sqlglot/generator.py
@@ -2811,10 +2811,20 @@ def escape_str(
         return self._replace_line_breaks(text).replace(delimiter, escaped_delimiter)
 
     def loaddata_sql(self, expression: exp.LoadData) -> str:
+        is_overwrite = expression.args.get("overwrite")
+        overwrite = " OVERWRITE" if is_overwrite else ""
+        this = self.sql(expression, "this")
+
+        files = expression.args.get("files")
+        if files:
+            files_sql = self.expressions(files, flat=True)
+            files_sql = f"FILES{self.wrap(files_sql)}"
+            this = f" {this}" if is_overwrite else f" INTO TABLE {this}"
+            return f"LOAD DATA{overwrite}{this} FROM {files_sql}"
+
         local = " LOCAL" if expression.args.get("local") else ""
         inpath = f" INPATH {self.sql(expression, 'inpath')}"
-        overwrite = " OVERWRITE" if expression.args.get("overwrite") else ""
-        this = f" INTO TABLE {self.sql(expression, 'this')}"
+        this = f" INTO TABLE {this}"
         partition = self.sql(expression, "partition")
         partition = f" {partition}" if partition else ""
         input_format = self.sql(expression, "input_format")
diff --git a/sqlglot/parser.py b/sqlglot/parser.py
index 586b285531..7bb9c36b68 100644
--- a/sqlglot/parser.py
+++ b/sqlglot/parser.py
@@ -3558,6 +3558,8 @@ def _parse_load(self) -> exp.LoadData | exp.Command:
                     local=local,
                     overwrite=overwrite,
                     inpath=inpath,
+                    files=self._match_text_seq("FROM", "FILES")
+                    and exp.Properties(expressions=self._parse_wrapped_properties()),
                     partition=self._parse_partition(),
                     input_format=self._match_text_seq("INPUTFORMAT") and self._parse_string(),
                     serde=self._match_text_seq("SERDE") and self._parse_string(),
diff --git a/tests/dialects/test_bigquery.py b/tests/dialects/test_bigquery.py
index 03f55e135c..dfe7f243c0 100644
--- a/tests/dialects/test_bigquery.py
+++ b/tests/dialects/test_bigquery.py
@@ -206,6 +206,12 @@ def test_bigquery(self):
         self.validate_identity("BEGIN TRANSACTION")
         self.validate_identity("COMMIT TRANSACTION")
         self.validate_identity("ROLLBACK TRANSACTION")
+        for load_data_sql in (
+            "LOAD DATA OVERWRITE mydataset.table1 FROM FILES(FORMAT='AVRO', uris=['gs://bucket/path/file.avro'])",
+            "LOAD DATA INTO TABLE mydataset.table1 FROM FILES(FORMAT='AVRO', uris=['gs://bucket/path/file.avro'])",
+        ):
+            with self.subTest(load_data_sql=load_data_sql):
+                self.validate_identity(load_data_sql).assert_is(exp.LoadData)
         self.validate_identity("CAST(x AS BIGNUMERIC)")
         self.validate_identity("SELECT y + 1 FROM x GROUP BY y + 1 ORDER BY 1")
         self.validate_identity("SELECT TIMESTAMP_SECONDS(2) AS t")