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name: Freshness Latency SLOs description: See the main Data Freshness and Latency skill for comprehensive coverage of freshness monitoring and SLO tracking.

Freshness Latency SLOs

This skill is covered in detail in the main Data Freshness and Latency skill.

Please refer to: 43-data-reliability/freshness-latency/SKILL.md

That skill covers:

• Freshness vs latency distinction
• Freshness requirements by use case
• Measuring data freshness (SQL, Python, dbt)
• Latency measurement (end-to-end, per-stage, P50/P95/P99)
• Freshness monitoring and alerting
• Watermark tracking for streaming data
• Improving freshness (CDC, incremental updates, parallel processing)
• Trade-offs (freshness vs cost/completeness/accuracy)
• Freshness SLAs and SLOs
• SLO compliance measurement
• Tools (Monte Carlo, Grafana, dbt freshness tests)
• Handling stale data
• Real freshness issues and solutions

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Related Skills

• 43-data-reliability/freshness-latency (Main skill)
• 43-data-reliability/data-quality-monitoring
• 43-data-reliability/data-contracts