Web Scraping, External APIs, Custom Sources etc) 	Develop, construct, test and maintain our architecture to support internal research tools 	Discover opportunities for data acquisition 	Create and maintain a fault tolerant, highly available and scalable data architecture on AWS, snowflake etc to support the daily infrastructure needs 	Create and maintain robust ETL pipelines for market and trade data and alternative data using S3, snowflake, postgres, athena, AWS Glue, Airflow etc