Automated answers from your data — built for real-world delivery.

I’m a contract data engineer who helps teams ship reliable data pipelines, automated reporting outputs (Excel/CSV/BI), and AI-ready workflows. I can work with any technology stack (cloud or on-prem), and I’m comfortable stepping into existing platforms to improve reliability, speed, and trust.

ETL / ELT delivery

Automated Excel / CSV outputs

AI-ready data foundations

Cost + quality + governance

Email for availability Call 0402 123 045 LinkedIn

How it works Raw data → pipelines → AI-ready → automated business answers

Flow diagram: Your Data (databases, Excel/CSV, raw sources) → Extract/Load/Transform → Optimize for AI → Combine with AI Prompt → Business Insights and outputs.

Deliverables can include automated Excel/CSV exports, dashboards, and self-serve AI answers — built on trusted, governed data.

Services

Hands-on contract delivery and advisory support across the data stack — designed for maintainability, observability, and clean handover.

Data platform & pipeline engineering Ingestion, orchestration, transformations (ETL/ELT), testing, monitoring, and SLAs.

Automated reporting & exports Fully automated, scheduled outputs (Excel/CSV/BI) with traceability, quality checks, and stakeholder-friendly delivery.

Warehouse / lakehouse / DB optimisation Performance tuning, cost control, and modelling patterns across modern and legacy platforms (not limited to specific vendors).

AI data readiness Make AI reliable: trusted sources, context, governance, and repeatable prompt workflows.

Technical Solutions Architecture Translate business needs into pragmatic roadmaps, implementation plans, and exec-ready artefacts.

Faster delivery Less manual reporting Higher trust in numbers

Production-ready pipelines Clear runbooks & handover AI that stays consistent

How engagements run

I work in short, high-signal iterations: define the business outcome, deliver a working slice early (pipeline + output), then harden (tests, monitoring, access controls) and hand over with documentation.

Week 1: scope + quick wins Weeks 2–4: build + automate Ongoing: optimise + extend

DWaaS — Digital Workforce as a Service

DWaaS is my human driven framework of 50+ AI agents that can be used across business functions (Executive, Finance, Ops, Marketing, Legal, Customer, Data). Each agent uses a structured prompting approach (layers + chains) to produce consistent, reusable artifacts — not just chat responses.

DWaaS at a glance Agents → structured prompts → multi-step workflows → exec-ready outputs

DWaaS infographic showing an AI agent framework with 50+ AI agents across business functions, built on layered prompts and multi-step chains, integrating enterprise data and producing actionable outputs.

Practical use: turn raw inputs (notes, spreadsheets, systems data) into board-ready packs, forecasts, risk registers, campaign plans, SOPs, and more — quickly and consistently.

50+ agents 5-10 high value artifacts per agent Human inputs the data Agent creates repeatable artifacts Human checks and edits output

Capabilities

Experienced delivering end-to-end data infrastructure and analytics solutions: data ingestion, modelling, automation, governance, and stakeholder-ready outputs. Comfortable across cloud and on-prem environments, and I can adapt to whatever stack you already have.

ETL / ELT pipelines Warehousing & modelling Data quality & testing Observability & SLAs Cost governance Security & access controls Automation (exports/BI) GenAI enablement

Hire me

For contract work, send a short overview of your goals, timelines, and current stack. I’ll respond with next steps and availability.

Phone

0402 123 045

linkedin.com/in/ashley-mcmahon-228583236

Email

ashleymcmahon2208@gmail.com

Start an enquiry Call now Services DWaaS