AWS, GCE, Azure, all of them offer credits for new accounts to experiment. You might be limited in some resources but you can learn a lot. Also, a lot of data tools such as Spark, Airflow, Kafka, etc can be deployed in Kubernetes, which can be run locally using Minikube. Just that and read a lot of blog posts.