Data & AI

Lambda Architecture Breakdown

Data & AI Pipelines diagram · made in Skemio

System architecture diagram of Lambda architecture showing data splitting into a batch layer and a speed layer, then joining in a unified serving layer.
System architecture diagram of Lambda architecture showing data splitting into a batch layer and a speed layer, then joining in a unified serving layer.
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What it shows

  • Batch layer processes the master dataset to compute complete accuracy.
  • Speed layer processes recent streaming delta events with low latency.
  • Serving layer merges real-time views and precomputed batch views on query.

The takeaway

Lambda guarantees accuracy via batch recomputation while covering latency gaps with streaming.

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