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Analytics 2.1 DLM Spotlight: The Data Lifespan

Dialogue

Parties jouées 8 %Précision 100 Temps moyen 00:27

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Exploring DLM basics and CIA triad.

Muhammad Asif

United Kingdom

#	Jeux	Précision	temps
1	Mohsinali 18 Septembre 2025	% 100	00:27

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Analytics 2.1 DLM Spotlight: The Data Lifespan


Analytics 2.1 DLM Spotlight: The Data LifespanVersion en ligne Exploring DLM basics and CIA triad. par Muhammad Asif Analyst Let’s go through the DLM model: Creation & Collection is where data first enters the system. Auditor Right, and data quality rules—validation, type enforcement, and standard formats—are essential here. Analyst Next comes Storage, with tiered storage so hot data stays fast and cold data isn’t costly. Auditor We must define retention and movement rules, like moving data after 90 days of inactivity. Analyst In the Usage phase, RBAC controls who can access data, supporting GDPR/HIPAA compliance. Auditor De-identification may be needed for certain datasets used by data scientists. Analyst Archival is about long-term retention, compression, and deduplication for efficiency. Auditor Retention policies should match regulatory needs, like seven years for financial records. Analyst Finally, Destruction must be verifiable: data sanitization and audited deletion. Auditor We require audit logs and, for physical media, certified destruction to ensure complete removal.