Modernising ETL workflows
for scalability and compliance.
Migrated ETL workloads to a cloud data platform and introduced Airflow and dbt for orchestration and automated data quality validation — replacing manual, inconsistent processes with predictable, auditable pipelines.
Manual ETL limited scale, slowed insight, and obscured lineage.
Manual, inconsistent ETL processes limited scalability and timely insights. Teams lacked a standardised pipeline promotion process and had no visibility into data lineage or failures — making compliance reporting and incident response slow and uncertain.
Cloud-native orchestration with quality and lineage built in.
Migrated ETL workloads to a cloud data platform and introduced Airflow and dbt for orchestration and automated data quality validation — with CI gates governing promotion from development to production.
Cloud data warehouse migration
Moved ETL workloads from legacy infrastructure to a cloud data platform — establishing a scalable foundation for downstream analytics.
Orchestration with Airflow
Standardised job scheduling and dependency management — failures surface automatically for quick remediation.
Data quality with dbt
Tests, contracts, and assertions enforced upstream — issues caught before reaching reporting layers.
CI gates for pipeline promotion
Standard checklist and continuous integration controls govern dev-to-prod promotion — making releases predictable and auditable.
A modern, auditable data engineering platform.
Cloud data warehouse anchoring the platform; Airflow orchestrating workloads; dbt enforcing quality and lineage. Operational logs and lineage give teams a clear view of what changed and when.
From manual ETL to a controlled, observable platform.
Standardised, automated ETL
Pipelines run consistently with minimal manual touch — failures surfaced automatically for quick remediation.
Predictable releases
New pipelines promote dev to prod using a standard checklist and CI gates.
Upstream data quality
Issues caught at ingest rather than discovered in reports.
Compliance visibility
Operational logs and lineage give teams a clear view of what changed and when.