
The Lambda-Medallion Architecture: A Real-Time Speed Layer Backed by a CDC-Fed Medallion Batch Layer
We didn’t set out to build a Lambda architecture. We were solving two specific problems. Our event stream didn’t reliably match what we’d co...

We didn’t set out to build a Lambda architecture. We were solving two specific problems. Our event stream didn’t reliably match what we’d co...

Two months ago, our supply chain manager rejected an automated restock proposal for 500 units of a high-velocity SKU. The deterministic mode...

Rayon makes parallel Rust look almost too easy. You can replace .iter() with .par_iter() and suddenly use several CPU cores. That convenienc...

How I evolved a natural-language infrastructure assistant into a policy-controlled NFH/Beckn Fabric SRE that can build local Docker infrastr...

I already had an Infrastructure Agent working. It could provision the Beckn foundation: registry, gateway, ONIX adapter, and cloud infrastru...

The first time I tried to bring up a Beckn network locally, I thought the hard part would be Docker. It was not. The containers were running...

Introduction A rewrite is the most expensive way to discover that the database was the bottleneck. Rust usually enters the conversation afte...

Deploying software to production is easy. Deploying it without interrupting users is where things get hard. My application is a Spring Boot ...