Your company is planning to migrate its data ingestion process to AWS. The data ingestion process involves collecting data from various sources, processing it, and storing it in a data lake. The data is expected to be ingested in both batch and streaming modes. Given the requirements, which AWS services would you recommend for this scenario and why?