![Real-Time Analytics Using the Kappa Architecture in ~20 Lines of Code with Turbine, Materialize, Spark, & S3 - Meroxa Real-Time Analytics Using the Kappa Architecture in ~20 Lines of Code with Turbine, Materialize, Spark, & S3 - Meroxa](https://20285798.fs1.hubspotusercontent-na1.net/hubfs/20285798/Data%20App%20Spotlight.png)
Real-Time Analytics Using the Kappa Architecture in ~20 Lines of Code with Turbine, Materialize, Spark, & S3 - Meroxa
john kutay on X: "Kappa Architectures are becoming a popular way of unifying real-time (streaming) and historical (batch) analytics. Treating batch and streaming as separate pipelines for separate use cases drives up
![Proposed kappa architecture. Source: compiled by authors with data from... | Download Scientific Diagram Proposed kappa architecture. Source: compiled by authors with data from... | Download Scientific Diagram](https://www.researchgate.net/publication/360141694/figure/fig1/AS:1160667834912768@1653736184011/Proposed-kappa-architecture-Source-compiled-by-authors-with-data-from-30-Apache.jpg)