Manual exports and reporting.
Scheduled ingestion pipelines with explicit source contracts and repeatable runs.
I help operations, finance, and growth teams replace manual reporting with automated pipelines, trusted metrics, and reporting your team can maintain after handover.
Client-owned delivery. Shared data models. Automated refreshes. Reporting and AI-ready outputs.
Why reporting breaks
Most reporting problems start upstream: manual exports, inconsistent metric logic, and delivery models that leave teams dependent on outside tools or people.
The star schema and semantic layer provides consistent metrics, lower manual overhead, and auditable reporting paths.
Scheduled ingestion pipelines with explicit source contracts and repeatable runs.
Shared analytical models and governed definitions so every report uses the same logic.
Client-owned code, data, automation, and handover boundaries from the start.
What I deliver
I help teams connect source data, model it into a shared reporting layer, deliver reporting outputs, and automate the workflow behind them.r
Connect APIs, exports, and file-based data into repeatable ingestion workflows built for reporting use.
Turn raw source data into a shared reporting model with consistent definitions and reusable logic.
Build dashboards and report layers from the same trusted model so teams can work from one set of numbers.
Add scheduled refreshes, documentation, and clear ownership boundaries so the system can be maintained after delivery.
Featured Example
A working example showing how API data can be ingested, modelled into a shared reporting layer, and surfaced in reporting outputs.
The full case study includes architecture, implementation detail, and reproducibility notes for technical review.
Technology and delivery proof
Engine orchestration combines dlt ingestion and dbt transformation with client-owned delivery assets. Planned next adapters include GraphQL API and SharePoint files.
Examples to get started Fake store implementation Axiomatic BI organisation Published ADRs Code you can see