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data quality

4 articles on data quality.

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SOC Alert Fatigue In July 2026: Confidence Scoring Beats More Noise
SOCJul 7, 2026

SOC Alert Fatigue In July 2026: Confidence Scoring Beats More Noise

Vectra AI research shows alert overload remains a resilience problem. SOC teams need source quality, confidence scoring, enrichment, and SIEM workflows that suppress noise without hiding risk.

4 min read
SOC Alert Fatigue: How Threat Intelligence Reduces False Positives Without Hiding Real Attacks
SOCJun 4, 2026

SOC Alert Fatigue: How Threat Intelligence Reduces False Positives Without Hiding Real Attacks

Alert fatigue is not a staffing problem alone. SOC teams need better evidence, source quality, confidence bands, and enrichment workflows that turn noisy alerts into defensible decisions.

8 min read
Backfill NVD : pourquoi la complétude du catalogue CVE change toute la priorisation
ResearchMay 24, 2026

Backfill NVD : pourquoi la complétude du catalogue CVE change toute la priorisation

Un catalogue CVE incomplet fausse les métriques, les timelines et les décisions patch. Voici pourquoi le backfill NVD est une fondation de sécurité, pas une tâche technique secondaire.

6 min read
Threat Intelligence Platforms: Architecture, Data Quality, and High-Signal Feeds
ResearchApr 26, 2026

Threat Intelligence Platforms: Architecture, Data Quality, and High-Signal Feeds

Design TIPs and intel pipelines that scale: normalization, confidence scoring, deduplication, API-first delivery, and how to pair platform investments with analyst workflows.

9 min read