RevOps platforms built on batch data pipelines suffer from decision latency — the gap between when a signal occurs and when a user can act on it. This latency erodes trust in forecasting tools, breaks lead scoring, and causes churn signals to arrive too late. A real-time RevOps architecture requires continuous streaming

10m read timeFrom singlestore.com
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What decision latency looks like in practice:Continuous ingestion, not scheduled batchesLow-latency queries under concurrent loadA single queryable store for transactions and analyticsAI features that run on current data

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