It's possible to add specific attributes to each form and and each underlying field.
By default, attributes are shipped as symfony parameters so it's easy to override them:
parameters:
form_builder_form_attributes:
- ['my-data-attribute','My Data Attribute']
form_builder_field_attributes: '%form_builder_form_attributes%'