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In Part 2 we covered Amazon OpenSearch Ingestion, time-based index strategy, ISM lifecycle policies, and network optimisation for high log volume. This post completes the series. We will use OpenS...

In Part 1 we traced the journey of a log record from logger.info() inside your application, through Python’s logging internals, through Docker’s log driver, and into a Fluent Bit sidecar’s output q...

So far in this series we have explored how OpenSearch indexes application data and how reindexing works under the hood. Both posts dealt with data you intentionally write — product catalogs, user r...

Table of Contents The Setup Case 1: The Zombie Flag Case 2: The Name Collision Nightmare Case 3: The Flag Matrix — When Testing Becomes a Nightmare Looking Back Feature flags feel like...

Table of Contents Introduction The Business Context: Human-in-the-Loop Ingestion The Architecture The Problem: The “Race Condition” Illusion Unmasking the Caches: A Debugging Story Th...

In Authentication Deep Dive: How JWT Works we looked at how users authenticate to your application using JWT tokens. The fundamental mechanism there was: prove your identity once (with a password),...

Authentication is one of those topics where almost every engineer knows how to use it — call the login endpoint, store the token, attach the Authorization header — but far fewer know what is actual...

Part 5 of 5 in the Complete PySpark Series: Building reliable, optimized, and production-ready data pipelines Table of Contents Testing PySpark Applications Error Handling & Debugging ...

Part 4 of 5 in the Complete PySpark Series: Building ACID-compliant data lakes and real-time streaming pipelines Table of Contents Delta Lake Operations Structured Streaming In the previou...