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Handling Bursty Traffic in Real-Time Analytics Applications

Rockset

Lambda Architecture: Too Many Compromises A decade ago, a multitiered database architecture called Lambda began to emerge. Lambda systems try to accommodate the needs of both big data-focused data scientists as well as streaming-focused developers by separating data ingestion into two layers.

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Data News — Week 23.12

Christophe Blefari

LinkedIn team decided to migrate to a lambda architecture and got 94% uplift in performance. Hex is a notebook-based analytics application. Cells are at the center of the analytics, they produce outputs than can be used later in other cells on in visualisation. How fast is DuckDB really?

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An Overview of Real Time Data Warehousing on Cloudera

Cloudera

Optimized for point lookups, analytics, mutations, etc. Data streamed in is queryable in conjunction with historical data, avoiding need for Lambda Architecture. Figure 1 below shows a standard architecture for a Real-Time Data Warehouse. with low latency and high concurrency. Data Model.