2007 – today

Experience

Nineteen years across Egypt, the UAE and Australia: oil & gas, mining, hydrology, health research, government and enterprise SaaS.

  1. Apr 2024 – presentPerth (Adelaide-based company)

    Reporting Manager · Amplify-Now

    Enterprise strategy-execution SaaS. Built and lead a 10-person distributed reporting team, run reporting for the new India Centre of Excellence, and lead the company’s AI enablement.

    • Cut report delivery from 2–3 months to 2–3 weeks (−60%) with a defined process, standard reports, workflow and team coaching.
    • Designed and built Amplify-Knowledge, a self-improving AI knowledge and delivery system used by 50+ colleagues: a further 50–70% delivery improvement.
    • Helped win 2 major enterprise contracts with tailored POCs and executive presentations, contributing to 7% year-over-year revenue growth.
    • Prevented 3 high-value client churns with custom Power BI solutions aligned to each client’s strategy.
    • Re-architected SQL Server: −40% storage cost, +50% OLAP/OLTP performance.
    • Redesigned customer onboarding: −30% porting time, −25% operational cost.
    • Authored the Data Governance policy and an AI-ready data strategy.
    • Power BI
    • SQL Server
    • SSRS
    • Python
    • Claude
    • MCP
    • GitLab
    • llama.cpp
  2. Apr 2022 – Apr 2024Perth

    Data Consultant · DataDivers

    Data consultancy. Moved between client engagements across Azure, AWS, Snowflake and Airflow stacks, often turning a POC into a contract.

    • INX Project Bifrost: technical lead of an “API without an API” integration on S3, Airflow and Snowflake; ~0.6 FTE saved.
    • Telethon Kids ORIGINS: built the full data pipeline whose 2-week POC became a multi-year partnership and the institute’s data platform.
    • Arc Infrastructure: real-time rail-sensor monitoring on TimescaleDB, Azure and live Power BI, including a custom visual.
    • AFG: migrated Informatica and Oracle to Fivetran, dbt and SQL Server with 100% output parity.
    • WA Department of Mines: AI/NLP graph-database POC for plain-English geoscience queries.
    • Snowflake
    • dbt
    • Airflow
    • Fivetran
    • AWS S3
    • Azure
    • TimescaleDB
    • PostgreSQL
    • Power BI
    • Power Automate
  3. Feb 2021 – Apr 2022Perth

    Data Analyst · Wireline Services Group

    Wireline logging services for mining and water clients.

    • Project Hawkeye: Board-level Power BI dashboards that exposed logging-truck failure patterns. +15% fleet reliability, and a major mining contract kept.
    • Image-log AI POC: 25% faster interpretation of structures and bedding.
    • Built water-level surface identification software for ore-extraction planning.
    • Automated calibration QC workflows: +40% efficiency and reliability, −1.5 FTE.
    • Python
    • SQL
    • Power BI
    • FileMaker Pro
    • VBA
    • REST APIs
  4. Dec 2018 – Feb 2021Perth

    Wireline Field Engineer → Geophysicist → Data Processor · Qteq / Surtech Systems

    Wireline geophysical logging for mining, water and exploration clients including Rio Tinto, BHP, FMG and Water Corporation.

    • Pre-sales pilot proving rock water content for export-ore tonnage: won a 3-month contract.
    • CSIRO collaboration evaluating CO₂ storage in isolated aquifers.
    • Processed a Rio Tinto BMR (NMR) exploration campaign; built an NMR processing workflow and VBA QC tooling.
    • Helped build the company database and prepare its migration to Microsoft Azure.
    • NMR/BMR processing
    • WellCAD
    • Techlog
    • VBA
    • Azure
  5. Feb 2017 – Dec 2018Perth

    Sessional Lecturer & PhD Candidate · Curtin University

    Research into formation evaluation of shale-gas reservoirs; lectures and workshops on Formation Evaluation and Borehole Geophysics.

    • Built software to analyse a 5 TB dataset of Australian minerals and oil & gas data.
    • MATLAB machine-learning model predicting Total Organic Carbon: 65% success against lab data.
    • Python
    • MATLAB
    • Petrel
    • Techlog
  6. Nov 2007 – Nov 2015Egypt → South Australia

    Senior Data Engineer · Baker Hughes

    Real-time drilling and wireline data for Apache, BP, ENI, Santos, Beach Energy and others. Trusted technical adviser on site.

    • Saved a well from plug-and-abandon: recommended a $1M extra downhole service that proved hydrocarbons, saving the client millions.
    • Caught a tiny casing leak in sensor data before it became a collapse, saving the well and the area.
    • Spotted a formation 700 m higher than planned, revealing a reverse fault, and changed the casing plan to prevent a collapse.
    • Real-time drilling data
    • ECLIPS
    • Petrel
    • Interactive Petrophysics
    • Techlog

Toolkit

Skills

AI & LLM engineering

  • Claude (Claude Code, claude.ai)
  • Agentic orchestration & skills
  • MCP connectors
  • File-based RAG
  • LLM evaluation harnesses
  • Local LLMs (llama.cpp, quantisation)

Data platforms

  • Snowflake (SnowPro Core)
  • SQL Server / Azure SQL
  • PostgreSQL
  • TimescaleDB

Data engineering

  • dbt
  • Airflow
  • Azure Data Factory
  • Fivetran
  • Python
  • SQL
  • REST APIs
  • Metadata-driven ETL

BI & apps

  • Power BI (DAX, semantic models, custom visuals)
  • SSRS
  • Power Automate
  • Power Apps
  • Streamlit

Cloud

  • Microsoft Azure (AZ-104)
  • AWS S3
  • Linux / Windows servers

Leadership

  • Team building & coaching
  • Training design (Cert IV TAE)
  • Pre-sales POCs & MVPs
  • Data governance
  • Offshore CoE set-up