| 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
Related Skills
43-data-reliability/freshness-latency(Main skill)43-data-reliability/data-quality-monitoring43-data-reliability/data-contracts