Digital engineering lab · ujjwaltiwari.com
Welcome to my digital engineering lab—a live production environment where I test autonomous AI architectures, multi-cloud data strategies, and share practical technical notes. Built to foster collaboration and learning in public, I'm always open to talking shop with fellow architects, helping local businesses enhance their digital presence to drive revenue, or mentoring builders on meaningful projects.
I use this platform to test boundaries—migrating legacy Blogger content into a modern stack, prototyping agent interfaces, and sharing educational write-ups on Marketing Cloud, GEO / LLM discovery, and open-source orchestration. If you are exploring a joint experiment, mentoring conversation, or architecture review, you are in the right place.
Live experiments
Real builds that stress-test modern web performance and Salesforce operational patterns—not slide decks.
A working prototype focused on simplifying, optimizing, and visualizing Salesforce Marketing Cloud Data Views—demonstrating how technical marketers can move faster with clearer query insight and a web experience tuned for speed.
Open the experiment on dataviews.proDataViews.io and autonomous agent frameworks are active research threads—exploring how CrewAI, n8n, and Agentforce can be composed responsibly for operators and consulting teams.
View the projects hub →Lab notes
Educational articles from the Marketing Automation Log—shared so others can learn from real SFMC and architecture experiments.
An architectural case study on leveraging Salesforce Flow and Agentforce to build a highly predictable, end-to-end autonomous transactional system.
With the introduction of iOS 26 , Apple has materially changed how SMS messages are surfaced in the native Messages app. The biggest shift for businesses is…
Introduction In this tutorial, we will walk through the process of sending SMS messages to mobile numbers stored in a data extension and logging the…