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TYPE8

Data engineering & platforms

A platform is not finished when data lands. It is finished when a named owner can change it safely, prove its quality and explain its lineage to a regulator.

A$4.5BPROGRAMME · PENDING VERIFICATION · C-001

Launch model

Core

Boundary

Platform operations beyond business hours are staged or partner-enabled.

Accountable principal

Sim Cuthbert

When to engage

Four observable triggers.

  • 01Reporting disagrees with itself across two systems of record.
  • 02A migration has stalled between proof of concept and production.
  • 03Pipelines run, but nobody can say who owns a broken one.
  • 04Data quality is discussed in meetings rather than measured in code.

What we deliver

Modules, artefacts and ownership.

Client inputs, dependencies and the operating owner are agreed before the first sprint, not discovered during it.

  • Lakehouse and warehouse architecture
  • Batch, streaming and integration engineering
  • Data products, contracts and semantics
  • Quality, metadata and lineage
  • DataOps, IaC and release control

Proof

Programme intelligence for a national broadband rollout

A programme data platform with an explicit KPI contract, reconciled site status model, governed pipelines and an executive intelligence layer with alerting.

Delivered by our principal while at a national delivery organisation.

Read the full outcome

Risk and assurance

Security, privacy, AI assurance, accessibility, data quality and human oversight are tested as acceptance criteria on this practice — not appended as a closing report.

Standards
WCAG 2.2 AA, Essential Eight and ISM mapping where in scope.
Data residency
Australian by default; offshore processing named and approved in writing.
Support boundary
Platform operations beyond business hours are staged or partner-enabled.
Response standard
Principal response within one business day, AWST.
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