Shalini Goyal's Recent LinkedIn Posts

Every developer using Claude Code makes the same mistake first. They jump straight into coding. No plan. No context file. No rules defined. No tests written first. Just: "Write me a function that does X." Then 2 hours of refactoring what Claude built without understanding what you actually needed. That’s not a C…

Every major outage I’ve studied comes down to the same thing. Not bad engineers. Missing frameworks. Most engineers learn system design as theory. But real systems aren’t built on theory - they’re built on proven patterns. Not guesswork. Not random decisions. Clear frameworks that help systems scale, recover, and…

If you're still using Claude through one chat window in 2026, you're using it wrong. Not wrong as in broken - wrong as in: leaving 80% of the value untouched. Here's the cheat sheet I wish I'd seen earlier: → Claude Cowork For knowledge workers. Desktop app, voice input, memory files you can edit, pinned chats fo…

Prompt engineering helps you get a better answer. Loop engineering helps you build a system that keeps working until the answer is good enough to trust. Most AI workflows still follow the old pattern: Prompt → Output → Manual review → Fix → Repeat In that model, the human becomes the loop. Every weak answer crea…

If you're still using Claude through one chat window in 2026, you're using it wrong. Not wrong as in broken - wrong as in: leaving 80% of the value untouched. Here's the cheat sheet I wish I'd seen earlier: → Claude Cowork For knowledge workers. Desktop app, voice input, memory files you can edit, pinned chats fo…

The Data Engineering Periodic Table brings the entire modern data stack into one clear view. From raw data collection to trusted analytics and AI, every layer plays a specific role in turning scattered information into something businesses can actually use. 𝗗𝗮𝘁𝗮 𝗘𝗻𝗴𝗶𝗻𝗲𝗲𝗿𝗶𝗻𝗴 𝗙𝘂𝗻𝗱𝗮𝗺𝗲𝗻𝘁𝗮𝗹𝘀…