Data & Analytics Competency
Practice area covering warehouses, streaming pipelines, and managed ETL that stay operable after the engineering team leaves.
- In progress
- In progress
- —
- Pending approval
What it covers
Modelled from decisions backward.
The common failure is a technically correct warehouse nobody queries. Validation examines modelling discipline, data quality practice, and whether the platform is actually used.
Dimensional modelling
Facts and dimensions designed for the query patterns that follow.
Pipelines
Batch and streaming ingest, orchestrated with dependency-aware retries.
Data quality
Assertions on volume, freshness, and nulls that fail the load, not the report.
Self-serve BI
A semantic layer so two dashboards cannot disagree on a metric.
Validation criteria
What AWS assessed.
The criteria AWS assesses for this competency, and our current status against each. Status is maintained in the CMS from AWS Partner Central.
How validation worksProduction pipelines
Ingest and transformation running at volume with monitoring in place.
Modelling review
Warehouse schemas examined against query patterns and governance needs.
Adoption evidence
Named business users querying the platform without engineering support.
Cost modelling
Warehouse run cost projected and validated against actual spend.
Evidence
The engagements behind it.
These are the customer references submitted to AWS for this competency. Ask us about any of them.
Architecture
Patterns behind this practice.
Services
What we build it on.
- Redshift
- Kinesis
- Glue
- Athena
- S3
- QuickSight
- Step Functions
Team on this practice
Data engineering sits inside the main bench — the same people build venture analytics and client warehouses.
Other competencies.
All designationsMigration & Modernization
Practice area covering moving production estates onto AWS without a maintenance window, and …
Cloud Operations
Practice area covering operating what we build — observability, incident practice, cost mana…
Machine Learning
Practice area covering applied AI that acts inside a product rather than alongside it — agen…
Security
Practice area covering residency-first architecture, least-privilege identity, and audit tra…
Work with this practice
Building a platform people will query?
Discovery comes first — a short, bounded review that ends in an architecture, a scope, and a price. You keep the output either way.