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data quality

3 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
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