This article explains how Twitter’s open‑source Finagle framework, built on Netty and written in Scala/Java, provides a fault‑tolerant, protocol‑agnostic RPC layer with load balancing, metrics, tracing, and filters, enabling massive tweet traffic without latency or downtime.
This article examines how Tumblr handled rapid growth—processing 5 billion daily page views, 40 k requests per second, and terabytes of data—by evolving from a LAMP stack to a Scala‑based, Finagle‑driven distributed system with HBase, Redis, Kafka, and a cell architecture that supports massive real‑time dashboards.
This article presents a detailed overview of Snowball's backend architecture, technology stack, service decomposition, and the series of performance and scalability optimizations—including quote server, IM service, database caching, monitoring, and deployment strategies—implemented to support rapid growth and market volatility.
