Data ingestion is the process of collecting, importing, and transferring data from various sources into a storage or processing system. This guide explores ingestion types—batch vs real-time, popular tools like Apache Kafka and AWS Glue, and how businesses use ingestion to streamline analytics and decision-making.
Data Science in 2025 is evolving rapidly with groundbreaking trends like generative AI, real-time analytics, and edge computing. Professionals are navigating dynamic career paths including roles like AI ethicists, data product managers, and hybrid data engineers. In this article, we explore the top trends shaping the data science industry and how you can prepare for the most in-demand careers in the coming year.