Data integration has transformed rapidly as organizations seek scalable, intelligent ETL solutions. In 2025, top ETL alternatives include platforms like Apache Hadoop with Amazon EMR, Google BigQuery, Airflow, Amazon Kinesis, Snowflake, MongoDB, Cass...