- I bring data to life — whether it's real-time Kafka streams or batch pipelines with AWS Glue, I design with purpose, precision, and peace.
- I believe calm thinking builds clean solutions.
- Mornings start with meditation. Code comes after clarity.
- End-to-End Data Pipelines (Batch + Real-Time)
- ETL Validation + Audits from raw → curated → analytics layer
- Athena Query Debugging & UAT-to-Prod anomaly detection
- Machine Learning & Computer Vision for personal and freelance projects
- Mentoring students and writing Pythonic code for clarity + performance
Built a pipeline in AWS Glue to ingest only top-rated, well-reviewed movies into Redshift for downstream analytics.
Validated complex Glue → Athena fraud detection pipeline with schema change handling, missing data catchers, and SNS alerting.
Developed clean models using scikit-learn, image classifiers using TensorFlow & OpenCV, and deployed demos for review.
Full-stack Flask app inspired by StackOverflow to gamify learning using votes + incentives. Top 3 Winner 🥇
- Clear data, clean logic, and trusted outcomes
- Systems that heal themselves (alerts, retries, audits)
- Edge-case hunting — where real bugs hide
- Curiosity-driven growth and learning-by-breaking
“The sun always waits behind the clouds. And so do great ideas — just behind the bugs.”
– Bhawna