diff --git a/includes/api/wc-rest-product-attributes-controller.php b/includes/api/wc-rest-product-attributes-controller.php
index ac68913be0e..5fae3050142 100644
--- a/includes/api/wc-rest-product-attributes-controller.php
+++ b/includes/api/wc-rest-product-attributes-controller.php
@@ -36,10 +36,315 @@ class WC_REST_Product_Attributes_Controller extends WP_REST_Controller {
 	 */
 	protected $rest_base = 'products/attributes';
 
+	/**
+	 * Attribute name.
+	 *
+	 * @var string
+	 */
+	protected $attribute = '';
+
 	/**
 	 * Register the routes for product attributes.
 	 */
 	public function register_routes() {
+		register_rest_route( $this->namespace, '/' . $this->rest_base, array(
+			array(
+				'methods'             => WP_REST_Server::READABLE,
+				'callback'            => array( $this, 'get_items' ),
+				'permission_callback' => array( $this, 'get_items_permissions_check' ),
+				'args'                => $this->get_collection_params(),
+			),
+			array(
+				'methods'             => WP_REST_Server::CREATABLE,
+				'callback'            => array( $this, 'create_item' ),
+				'permission_callback' => array( $this, 'create_item_permissions_check' ),
+				'args'                => array_merge( $this->get_endpoint_args_for_item_schema( WP_REST_Server::CREATABLE ), array(
+					'name' => array(
+						'required' => true,
+					),
+				) ),
+			),
+			'schema' => array( $this, 'get_public_item_schema' ),
+		));
 
+		register_rest_route( $this->namespace, '/' . $this->rest_base . '/(?P<id>[\d]+)', array(
+			array(
+				'methods'             => WP_REST_Server::READABLE,
+				'callback'            => array( $this, 'get_item' ),
+				'permission_callback' => array( $this, 'get_item_permissions_check' ),
+				'args'                => array(
+					'context'         => $this->get_context_param( array( 'default' => 'view' ) ),
+				),
+			),
+			array(
+				'methods'             => WP_REST_Server::EDITABLE,
+				'callback'            => array( $this, 'update_item' ),
+				'permission_callback' => array( $this, 'update_item_permissions_check' ),
+				'args'                => $this->get_endpoint_args_for_item_schema( WP_REST_Server::EDITABLE ),
+			),
+			array(
+				'methods'             => WP_REST_Server::DELETABLE,
+				'callback'            => array( $this, 'delete_item' ),
+				'permission_callback' => array( $this, 'delete_item_permissions_check' ),
+				'args'                => array(
+					'force' => array(
+						'default'     => false,
+						'description' => __( 'Required to be true, as resource does not support trashing.', 'woocommerce' ),
+					),
+				),
+			),
+			'schema' => array( $this, 'get_public_item_schema' ),
+		) );
+	}
+
+	/**
+	 * Check if a given request has access to read the terms.
+	 *
+	 * @param  WP_REST_Request $request Full details about the request.
+	 * @return WP_Error|boolean
+	 */
+	public function get_items_permissions_check( $request ) {
+		$taxonomy = $this->get_taxonomy( $request );
+		if ( ! $taxonomy ) {
+			return new WP_Error( "woocommerce_rest_taxonomy_invalid", __( "Resource doesn't exist.", 'woocommerce' ), array( 'status' => 404 ) );
+		}
+
+		$taxonomy_obj = get_taxonomy( $taxonomy );
+		if ( 'edit' === $request['context'] && ! current_user_can( $taxonomy_obj->cap->edit_terms ) ) {
+			return new WP_Error( 'woocommerce_rest_forbidden_context', __( 'Sorry, you cannot view this resource with edit context.', 'woocommerce' ), array( 'status' => rest_authorization_required_code() ) );
+		}
+
+		return true;
+	}
+
+	/**
+	 * Check if a given request has access to create a term.
+	 *
+	 * @param  WP_REST_Request $request Full details about the request.
+	 * @return WP_Error|boolean
+	 */
+	public function create_item_permissions_check( $request ) {
+		$taxonomy = $this->get_taxonomy( $request );
+		if ( ! $taxonomy ) {
+			return new WP_Error( "woocommerce_rest_taxonomy_invalid", __( "Resource doesn't exist.", 'woocommerce' ), array( 'status' => 404 ) );
+		}
+
+		$taxonomy_obj = get_taxonomy( $taxonomy );
+		if ( ! current_user_can( $taxonomy_obj->cap->manage_terms ) ) {
+			return new WP_Error( 'woocommerce_rest_cannot_create', __( 'Sorry, you cannot create new resource.', 'woocommerce' ), array( 'status' => rest_authorization_required_code() ) );
+		}
+
+		return true;
+	}
+
+	/**
+	 * Check if a given request has access to read a term.
+	 *
+	 * @param  WP_REST_Request $request Full details about the request.
+	 * @return WP_Error|boolean
+	 */
+	public function get_item_permissions_check( $request ) {
+		return $this->get_items_permissions_check( $request );
+	}
+
+	/**
+	 * Check if a given request has access to update a term.
+	 *
+	 * @param  WP_REST_Request $request Full details about the request.
+	 * @return WP_Error|boolean
+	 */
+	public function update_item_permissions_check( $request ) {
+		$taxonomy = $this->get_taxonomy( $request );
+		if ( ! $taxonomy ) {
+			return new WP_Error( "woocommerce_rest_taxonomy_invalid", __( "Resource doesn't exist.", 'woocommerce' ), array( 'status' => 404 ) );
+		}
+
+		$taxonomy_obj = get_taxonomy( $taxonomy );
+		if ( ! current_user_can( $taxonomy_obj->cap->edit_terms ) ) {
+			return new WP_Error( 'woocommerce_rest_cannot_update', __( 'Sorry, you cannot update resource.', 'woocommerce' ), array( 'status' => rest_authorization_required_code() ) );
+		}
+
+		return true;
+	}
+
+	/**
+	 * Check if a given request has access to delete a term.
+	 *
+	 * @param  WP_REST_Request $request Full details about the request.
+	 * @return WP_Error|boolean
+	 */
+	public function delete_item_permissions_check( $request ) {
+		$taxonomy = $this->get_taxonomy( $request );
+		if ( ! $taxonomy ) {
+			return new WP_Error( "woocommerce_rest_taxonomy_invalid", __( "Resource doesn't exist.", 'woocommerce' ), array( 'status' => 404 ) );
+		}
+
+		$taxonomy_obj = get_taxonomy( $taxonomy );
+		if ( ! current_user_can( $taxonomy_obj->cap->delete_terms ) ) {
+			return new WP_Error( 'woocommerce_rest_cannot_delete', __( 'Sorry, you cannot delete resource.', 'woocommerce' ), array( 'status' => rest_authorization_required_code() ) );
+		}
+
+		return true;
+	}
+
+	/**
+	 * Get a single term from a taxonomy.
+	 *
+	 * @param WP_REST_Request $request Full details about the request.
+	 * @return WP_REST_Request|WP_Error
+	 */
+	public function get_item( $request ) {
+		global $wpdb;
+
+		$attribute = $wpdb->get_row( $wpdb->prepare( "
+			SELECT *
+			FROM {$wpdb->prefix}woocommerce_attribute_taxonomies
+			WHERE attribute_id = %d
+		 ", $request['id'] ) );
+
+		if ( is_wp_error( $attribute ) || is_null( $attribute ) ) {
+			return new WP_Error( 'woocommerce_rest_attribute_invalid', __( "Resource doesn't exist.", 'woocommerce' ), array( 'status' => 404 ) );
+		}
+
+		$response = $this->prepare_item_for_response( $attribute, $request );
+
+		return rest_ensure_response( $response );
+	}
+
+	/**
+	 * Prepare a single product attribute output for response.
+	 *
+	 * @param obj $item Term object.
+	 * @param WP_REST_Request $request
+	 * @return WP_REST_Response $response
+	 */
+	public function prepare_item_for_response( $item, $request ) {
+		$data = array(
+			'id'           => (int) $item->attribute_id,
+			'name'         => $item->attribute_label,
+			'slug'         => wc_attribute_taxonomy_name( $item->attribute_name ),
+			'type'         => $item->attribute_type,
+			'order_by'     => $item->attribute_orderby,
+			'has_archives' => (bool) $item->attribute_public,
+		);
+
+		$context = ! empty( $request['context'] ) ? $request['context'] : 'view';
+		$data    = $this->add_additional_fields_to_object( $data, $request );
+		$data    = $this->filter_response_by_context( $data, $context );
+
+		$response = rest_ensure_response( $data );
+
+		$response->add_links( $this->prepare_links( $item ) );
+
+		/**
+		 * Filter a term item returned from the API.
+		 *
+		 * Allows modification of the product attribute data right before it is returned.
+		 *
+		 * @param WP_REST_Response  $response  The response object.
+		 * @param object            $item      The original term object.
+		 * @param WP_REST_Request   $request   Request used to generate the response.
+		 */
+		return apply_filters( 'woocommerce_rest_prepare_product_attribute', $response, $item, $request );
+	}
+
+	/**
+	 * Prepare links for the request.
+	 *
+	 * @param object $attribute Attribute object.
+	 * @param WP_REST_Request $request Full details about the request.
+	 * @return array Links for the given attribute.
+	 */
+	protected function prepare_links( $attribute ) {
+		$base = '/' . $this->namespace . '/' . $this->rest_base;
+
+		$links = array(
+			'self' => array(
+				'href' => rest_url( trailingslashit( $base ) . $attribute->attribute_id ),
+			),
+			'collection' => array(
+				'href' => rest_url( $base ),
+			),
+		);
+
+		return $links;
+	}
+
+	/**
+	 * Get the Term's schema, conforming to JSON Schema.
+	 *
+	 * @return array
+	 */
+	public function get_item_schema() {
+		$schema = array(
+			'$schema'              => 'http://json-schema.org/draft-04/schema#',
+			'title'                => 'product_attribute',
+			'type'                 => 'object',
+			'properties'           => array(
+				'id' => array(
+					'description' => __( 'Unique identifier for the resource.', 'woocommerce' ),
+					'type'        => 'integer',
+					'context'     => array( 'view', 'edit' ),
+					'readonly'    => true,
+				),
+				'name' => array(
+					'description' => __( 'Attribute name.', 'woocommerce' ),
+					'type'        => 'string',
+					'context'     => array( 'view', 'edit' ),
+					'arg_options' => array(
+						'sanitize_callback' => 'sanitize_text_field',
+					),
+				),
+				'slug' => array(
+					'description' => __( 'An alphanumeric identifier for the resource unique to its type.', 'woocommerce' ),
+					'type'        => 'string',
+					'context'     => array( 'view', 'edit' ),
+					'arg_options' => array(
+						'sanitize_callback' => 'sanitize_title',
+					),
+				),
+				'type' => array(
+					'description' => __( 'Type of attribute.', 'woocommerce' ),
+					'type'        => 'string',
+					'default'     => 'select',
+					'enum'        => array_keys( wc_get_attribute_types() ),
+					'context'     => array( 'view', 'edit' ),
+				),
+				'order_by' => array(
+					'description' => __( 'Default sort order.', 'woocommerce' ),
+					'type'        => 'string',
+					'default'     => 'menu_order',
+					'enum'        => array( 'menu_order', 'name', 'name_num', 'id' ),
+					'context'     => array( 'view', 'edit' ),
+				),
+				'has_archives' => array(
+					'description' => __( 'Enable/Disable attribute archives.', 'woocommerce' ),
+					'type'        => 'boolean',
+					'context'     => array( 'view', 'edit' ),
+				),
+			),
+		);
+
+		return $this->add_additional_fields_schema( $schema );
+	}
+
+	/**
+	 * Get attribute name.
+	 *
+	 * @param WP_REST_Request $request Full details about the request.
+	 * @return int|WP_Error
+	 */
+	protected function get_taxonomy( $request ) {
+		if ( '' !== $this->attribute ) {
+			return $this->attribute;
+		}
+
+		if ( $request['id'] ) {
+			$name = wc_attribute_taxonomy_name_by_id( (int) $request['id'] );
+
+			$this->attribute = $name;
+		}
+
+		return $this->attribute;
 	}
 }