Events reach Kafka in milliseconds and dashboards minutes later. Where the time goes at p95, what breaks while data is in transit, and what real-time ingestion actually requires.
How fresh is ad data by the time anyone can query it?
calendar_today
July 20, 2026
domain
singlestore