Async

DRAFT Streamlit async operations require careful h

Streamlit async operations require careful handling due to synchronous execution model

Streamlit’s architecture fundamentally relies on a synchronous, top-to-bottom execution model. It reruns scripts on each user interaction. This creates significant challenges for implementing long-running async tasks and background processes. While Streamlit does not officially support multithreading in application code as of 2025, the framework has made notable improvements. These include event loop reuse (v1.31+), async generator support in st.write_stream, and fragment-based partial updates that enable more sophisticated async patterns.

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What is Microservice Architecture

This article orginally appeared in several websites and Linked in November 2015.

What is Microservice Architecture?

Rick HightowerEngineering Consultant focused on AI

November 27, 2015

Microservice architecture is a method of developing software systems. Its focus is building small, reusable, scalable services. Applying Microservices becomes very important when you have to create services for polyglot devices: wearables, Internet of Things (IOT), mobile, desktop, and web. The trend towards providing services for rich, native mobile application and web applications started the trend towards Microservices adoption. This is one reason why microservices lean heavily on web technologies like HTTP/REST/WebSocket with JSON,Message Pack, and their ilk. The web technologies provide a low barrier to entry and least common denominator to communication.

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