Data Engineering

Pipelines that fail loudly,
not silently.

Ingestion, transformation, warehousing and the observability around them. Built so a broken load wakes someone up instead of quietly serving stale numbers.

What we do

From source system to decision.

Cloud-native data platforms on AWS, with schema evolution and recovery designed in rather than bolted on.

Pipelines & ETL

AWS Glue, Lambda and Step Functions orchestration with automated schema evolution and self-healing recovery.

Warehousing

Amazon Redshift modelling, performance tuning and cost control that survives growth.

Integration

Airbyte and API ingestion across external sources, landed reliably and idempotently.

Orchestration

Airflow and AWS MWAA with dependency-aware scheduling and real backfill support.

Data Observability

Freshness, volume and schema monitoring, so quality problems surface before a dashboard lies to someone.

Analytics Infrastructure

Amazon QuickSight and Power BI on a modelled warehouse rather than direct queries against production.

Migrations measured, not hoped.

Large warehouse migrations run unattended with every stage resumable, so a mid-run failure never restarts the job. Cutovers rehearsed on a clone before a date is promised.

How the engagement runs

Scoped, delivered, handed over.

Scope

A short discovery with an engineer, not a salesperson. We agree the deliverable and what done looks like.

Assess

Read-only access first. We report what is actually there before anything changes.

Deliver

Changes land as reviewed pull requests with an audit trail. Nothing runs unsupervised.

Hand over

Runbooks, documentation and a working knowledge transfer. Your team owns it on day one.

Data stack

What we work with

  • Amazon Redshift
  • AWS Glue
  • AWS MWAA
  • Apache Airflow
  • dbt
  • Airbyte
  • Amazon RDS
  • Amazon S3
  • Step Functions
  • Lambda
  • Amazon QuickSight
  • Power BI
  • Python
  • SQL
  • Kinesis
  • DMS

Bring us the pipeline nobody trusts.

Stale dashboards, silent failures, a warehouse bill nobody can attribute. All fixable.