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From CI/CD to Cloud Data: How Shai Hulud Persistence Leads to Redshift Breach

A sophisticated supply chain attack, dubbed Shai Hulud, has been observed leveraging poisoned software dependencies to infiltrate CI/CD pipelines and subsequently gain access to sensitive cloud data, including information stored in Amazon Redshift. The campaign, attributed to a group known as TeamPCP, has been active since late 2025, targeting popular package repositories like npm and PyPI.