Senior AI & Data Engineer
Well Experienced Data Warehouse Craftsman
I design, build, and operate end-to-end data pipeline (Ingestion, Transformation, and Serving) at scale.
Confluent Certified Data Streaming Engineer · GCP Certified Data Engineer
william@portfolio: ~
Projects
All projects →Project 1 of 6: Crypto Tracker - Local Data Pipeline
Writing
Everything →January 2025
Tired of stacking UNION ALL, have you tried BigQuery GROUPING SETS?
This article explores BigQuery's GROUPING SETS clause as a more concise and readable alternative to complex UNION ALL queries for generating aggregations at multiple levels of granularity.
- bigquery
- sql
- data-engineer
- data-analysis
January 2025
BigQuery “NOT IN” vs “NOT EXISTS” vs “EXCEPT DISTINCT” understand the differences in 3 minutes!
This article compares three BigQuery operators—NOT IN, NOT EXISTS, and EXCEPT DISTINCT—for excluding data from query results, using a real-world debugging scenario involving bot traffic exclusion.
- bigquery
- sql
- data-engineer



