
This blog explores the internal working of Elasticsearch, explaining how logs move from ingestion through the translog and in-memory buffers into Lucene segments. It covers analyzers, inverted indexes, segment merging, and shard replicas, giving SREs and DevOps engineers practical insights for scaling search.

This blog takes a deep dive into the internal working of Prometheus, exploring how metrics flow from ingestion to storage. It explains the role of the Write-Ahead Log (WAL), the in-memory Head Block, and the immutable on-disk time series database (TSDB) blocks. With diagrams and analogies, it demystifies how Prometheus balances durability, speed, and scalability while powering queries, alerts, and dashboards. A must-read for SREs and DevOps engineers who want to go beyond the basics and truly understand how Prometheus works under the hood.

Discover what MCP (Model Context Protocol) is and how it empowers AI models like ChatGPT to use tools, memory, and context effectively. A simple, human explanation with real DevOps examples.

Learn how to restrict access to specific APIs in Azure API Management (APIM) using IP filtering policies—while keeping your APIM gateway public. A real-world case study with step-by-step guidance.
Microsoft laid off 9,000+ employees as it doubles down on AI. Here's what it means for DevOps, engineering, and cloud professionals—and how to stay future-proof in an AI-first industry.
This blog post describes key differences between Service Principal and Managed Identity and when to use what.




Detailed steps to enable Azure Active Directory Authentication for Azure WebApps
How to use Azure Event Grid ?
























































