Retention is driven by regulatory requirements, internal policy, and the analytical value of the dataset. Many compliance regimes require retention windows of one, three, seven, or more years for financial, healthcare, or telecom logs. Security and machine learning use cases often justify even longer windows when the underlying storage is cheap enough to make extended retention practical.