Announcing Agent Commander - The First Integrated solution from Veeam + Securiti.ai enabling the scaling of safe AI agents

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ROI of Data Minimization for Financial Services

In this whitepaper, you’ll learn about how:

  • Reduce storage costs by eliminating ROT data across banking, payments, and trading systems.
  • Automate compliance by enforcing PCI DSS, SOX, and GDPR data retention limits.
  • Accelerate AI Adoption by improving data quality and ensuring models train only on high quality datasets.
  • Prevent Breach Risk by minimizing copies that expand attack surface and slow investigations.
  • Achieve ROI from data discovery, classification, and auto-remediation powered by DSPM.

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Award-winning technology, built by a proven team, backed by confidence. Learn more.


Financial services organizations are sitting on petabytes of redundant and obsolete data driving up storage costs, increasing security risks, violating compliance, and undermining AI efficacy.

This infographic quantifies the real ROI of data minimization and shows how leading financial services institutions use Securiti DSPM to cut cost, reduce risk, and strengthen AI.

ROI Data Minimization for Financial Services

Frequently Asked Questions (FAQs):

Banks, payment processors and trading firms store massive volumes of redundant or obsolete data (ROT). This excess data drives up storage costs, increases breach risk and makes compliance harder. Data minimization powered by DSPM helps eliminate unnecessary data, lowering risk and cost while improving operational efficiency.How does DSPM help reduce storage costs?

DSPM continuously discovers and classifies data across systems, identifying redundant, obsolete and trivial data. By automating ROT data cleanup, financial institutions can cut millions in wasted storage spend each year while streamlining data management.

DSPM enforces retention and deletion policies aligned with key regulations like PCI DSS, SOX and GDPR. It automates compliance by mapping sensitive data to applicable controls and continuously monitoring for violations, eliminating manual audits and reducing non-compliance risk.

AI models depend on high-quality data. By removing ROT and shadow data, DSPM ensures only relevant, compliant and accurate datasets are used for training resulting in more reliable AI outputs and reducing the risk of data leakage or bias.

Reducing data copies and shadow repositories shrinks the attack surface and accelerates incident response. DSPM’s automated discovery and remediation prevent unauthorized data exposure and improve breach containment across hybrid and multicloud systems.

By automating data discovery, classification and remediation, financial institutions can achieve measurable ROI by cutting storage costs, lowering compliance overhead, reducing breach incidents and increasing AI performance reliability.

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