📰 Medium · DevOps

When an application isn’t using much database capacity or traffic, keeping the database on Cloud SQL may not always be the most… Continue reading on Medium »

Escape Deployment Fatigue from Frequent Schema Change Continue reading on Snowflake Builders Blog: Data Engineers, App Developers, AI, & Data Science »

A few months back, one of our services started throwing p99 latency spikes every couple of hours. Nothing dramatic — the dashboard just… Continue reading on Med

The problem with raw test results is that a test suite can finish with 98% passing tests and still leave you wondering whether the release… Continue reading on

You are a six-person startup in Bengaluru or Mumbai. You sell an API, an analytics dashboard, or a KYC workflow to a stock broker, an AMC… Continue reading on M

The DORA metrics dashboard most engineering teams build lives in a spreadsheet. Continue reading on Google Cloud - Community »

Warehouses, databases, roles, pipelines, and network policies — all managed as Python-Code with the Snowflake Python APIs. Continue reading on Medium »

The dashboards were green. The service was on fire. Here’s what I reach for when metrics stop being useful. Continue reading on Medium »

The puzzle A classic trick question: how many times does the digit 9 appear between 1 and 100? Continue reading on Medium »

The dashboards were green. The service was on fire. Here’s what I reach for when metrics stop being useful. Continue reading on Medium »

Classic delivery metrics lie inside the SDD factory. Meet the leading and lagging indicators, the metric-countermetric pairs, and the… Continue reading on Mediu

Part 5 of the “The Data Engineering Stack” series. You wanted to schedule three jobs. You ended up maintaining a distributed system. Continue reading on Medium

It would have been faster to build this as one FastAPI app. Fetch news and weather, write it to a database, render a dashboard, done… Continue reading on CodeTo

I am not one who writes many love letters. But once in a while, when you don’t expect it, good things come along and they take a little… Continue reading on Sno

Ask most engineering teams whether their service is reliable enough, and you’ll get a nod, instead of numbers. Dashboards are green… Continue reading on KloudMa

Are you still relying on manual SQL scripts for your database deployments? In this video, I break down how to implement Liquibase to treat… Continue reading on

Whether you’re deploying a new application, refreshing a database environment, or setting up a new schema, you’ll inevitably face the task… Continue reading on

Apache Iceberg gives you ACID semantics, schema evolution, partition evolution, and time travel on object storage. What it does not give… Continue reading on IT

How to Choose Between File, Object and Block Storage Continue reading on Medium »

# From SQL to Snowflake Cortex AI: The Complete Roadmap to Becoming a Modern Data Engineer in 2026 Continue reading on Medium »

When I first started studying data engineering, I believed the job mainly involved writing SQL queries and building ETL pipelines… Continue reading on Medium »

Picture this: it’s 4:30 PM on a Friday. Someone just ran a rogue SQL script directly in production, and the dashboards your executives… Continue reading on Medi

As organizations increasingly rely on data to make informed decisions, the demand for skilled data professionals continues to grow. Two… Continue reading on Med

If you work in Data Engineering then your codebase is likely a chaotic cocktail of Python (for Airflow, Prefect or PySpark), massive… Continue reading on Medium