In H2020 EU project symbIoTe (symbiosis of smart objects across IoT environments) we have been building IoT middleware based on microservices programmed in Java with Spring Boot and Spring Cloud components. Here I will present our experiences in developing such services in distributed team across EU and employed by 15 organizations. I will present organizational and technical advantages and drawbacks as well as our choices in building such system.