Data Pipelines (ETL/ELT)

We build ETL/ELT pipelines using tools like dbt, Airflow and cloud-native equivalents, with data quality checks and monitoring built in — a pipeline that fails silently and corrupts a downstream report is worse than one that doesn't run at all.

Where pipelines already exist but are fragile or poorly understood, we document and stabilise them before adding anything new.