Rockset

MAY 12, 2022

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.

Analytics Application 52

Analytics Application Lambda Architecture Hadoop Database 52

Christophe Blefari

MARCH 24, 2023

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?

Lambda Architecture 130

Lambda Architecture Data Pipeline Data SQL 130

Cloudera

NOVEMBER 2, 2020

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. Basic Architecture for Real-Time Data Warehousing. These include stream processing/analytics, batch processing, tiered storage (i.e.

Data Warehouse 95

Data Warehouse Kafka Lambda Architecture Telecommunication 95