About Me

I design and lead data platforms that help teams ship trusted data products faster. With 17+ years across analytics and data engineering, I’ve delivered end-to-end systems from ingestion and modelling through to governance, observability, and executive reporting. I’ve worked in central platform environments (Data Mesh and Data Vault) helping teams move ad-hoc logic into production-grade pipelines. I focus on practical architecture, clean delivery, and enabling teams to operate with confidence.

What I Do

Team Leadership

Building and mentoring platform teams, defining engineering standards, and enabling squads to own pipelines with shared guardrails and reusable patterns.

Data Engineering

Designing production-grade pipelines across AWS, dbt, and Airflow with observability, reusability, and uptime baked into every layer of the platform.

Analytics Solutions

Shipping trusted data products and executive-ready analytics that sit on governed models, ensuring decision makers get consistent metrics every time.

Stakeholder Management

Partnering with C-level and product leadership to translate strategy into platform roadmaps and communicate engineering trade-offs with clarity.

Data Governance

Implementing pragmatic governance, automated quality gates, and safe access controls so teams can innovate without compromising trust or compliance.

Data Strategy

Developing adoption roadmaps and investment cases for data platforms, aligning engineering execution with business priorities and resourcing realities.

Performance Analytics

Building KPI frameworks and telemetry that show how data platforms perform, from SLAs to value metrics consumed by business stakeholders.

Data Storytelling

Translating platform decisions into concise narratives for executives, bringing design, delivery, and impact together in a language leaders understand.

Professional Experience

Work Experience

Oct 2025 - Present
Software at Scale (Contracted to CBA)

Senior Data Engineering Consultant

Engagement with Commonwealth Bank of Australia (CBA), working within the central data platform team. Leveraging deep data platform expertise to accelerate delivery within a complex Data Mesh and Data Vault architecture.

  • Data Mesh Implementation: Embedded within the central platform team to bridge technical requirements with business unit logic, migrating ad-hoc SQL into version-controlled dbt models and Airflow DAGS
  • Production Engineering: Developed and deployed production-grade data pipelines on AWS, navigating strict enterprise governance and CI/CD protocols to promote code from Dev to Production
  • Architecture & Design: Contributed to the design of "Gold" layer data products, resolving complexities between raw Data Vault ingestion layers and dimensional consumption models
  • Stakeholder Enablement: Established engineering best practices for business-funded teams, enabling them to transition from SharePoint-based SQL storage to proper Git-based workflows
May 2025 - Oct 2025
Independent

Principal Data & Platform Engineer

Executed a series of full-lifecycle data product initiatives, focusing on privacy-enhancing technologies and financial market analytics.

  • Market Analytics Platform: Architected an end-to-end ASX short-position analytics engine. Engineered robust ingestion pipelines, a high-performance FastAPI backend, and a reactive HTMX frontend to visualize complex financial datasets for analysts
  • Privacy Engineering: Developed and released NoPII, a policy-driven Python toolkit for PII detection and masking. Solved complex data governance challenges by building a "batteries-included" auditing engine now available via PyPI
  • Full-Stack Product Delivery: Directed the end-to-end development of mobile data products ("ImmiGrant"), owning data modeling, API design, and secure deployment
Aug 2021 - May 2025
Service NSW

Principal Data Engineer

Led strategic data engineering initiatives across 8+ product teams, acting as the technical authority for analytics architecture and insight delivery.

  • Platform Strategy: Architected and implemented a portfolio-wide data strategy across eight product teams, standardising ingestion patterns and increasing observability
  • Automated Pipelines: Designed a sentiment analysis solution using AWS Comprehend that processed millions of customer records, automating feedback loops via Slack API integration
  • Secure ETL Architecture: Developed secure, Python-based ETL pipelines integrating disparate sources into an AWS-managed PostgreSQL warehouse, implementing ephemeral local data handling to meet strict privacy standards
  • Technical Leadership: Built and mentored a squad of 5 senior data professionals, successfully coaching them to transition into embedded product engineering roles
Apr 2021 - Aug 2021
Transport NSW

Analytics Lead

Drove data-driven decision making through advanced analytics solutions and executive-level reporting for Sydney Trains leadership.

  • Conceptualised and delivered an executive sentiment dashboard that became a critical tool for C-suite decision-making, enabling leadership to anticipate and proactively manage potential industrial relations challenges
  • Developed and implemented advanced time series forecasting solutions using Python and Facebook Prophet that enhanced operational planning through predictive modeling of workforce trends and potential disruptions
  • Created automated solutions for sentiment analysis, exceptions reporting, and media monitoring that delivered real-time brand awareness insights and timely information for strategic decision-making
  • Led the transformation from manual Excel-based reporting to Domo dashboards, significantly improving data reliability and reducing reporting preparation time while enhancing data accessibility across business units
Dec 2018 - Apr 2021
Service NSW

Senior Manager Analytics

Directed analytics initiatives supporting ministerial and executive decision-making, leading the development and delivery of strategic insights across the department.

  • Developed and maintained executive-level dashboards for the Minister for Customer Service and state cabinet ministers that drove data-informed policy decisions and led to the successful implementation of new government initiatives
  • Led the design and implementation of comprehensive reporting solutions that measured agile practices, CI/CD metrics, and team performance, resulting in optimised team structures and improved operational efficiency
  • Established robust analytics frameworks using Google BigQuery and SQL with multi-platform visualisation capabilities, enabling product teams to accelerate decision-making and improve service delivery outcomes
  • Managed departmental OKR reporting projects that synthesised multiple data sources into clear, actionable visualisations, enabling stakeholders to make informed strategic decisions
2017 - 2018
CBHS Health Fund

Insights Manager

Established comprehensive reporting framework to optimize marketing performance and business operations.

  • Implemented multi-level reporting system with daily, weekly, and monthly dashboards
  • Developed KPI frameworks for marketing team performance optimization
  • Created automated reporting solutions for key functional areas
2016 - 2017
LG Electronics

Insights Manager

Led B2B digital analytics and campaign optimization initiatives.

  • Optimized $150,000+ quarterly digital campaigns achieving 5% conversion rate
  • Created unified B2B digital asset dashboard combining multiple data sources
  • Led technical implementation of B2B Rewards Programme including SSO integration
  • Developed data-driven marketing strategies resulting in significant ROI improvements
2015 - 2016
The Freight Co.

Insights Manager

Established marketing and operations analytics framework from ground up.

  • Developed dynamic pricing calculator handling 9,000+ variables using advanced Excel functions
  • Achieved 59% conversion rate on inbound leads through data-driven campaign optimization
  • Improved SEO rankings to top 10 positions for key industry terms using analytics insights
  • Generated $228,800+ annual revenue through data-optimized customer acquisition
2012 - 2016
Crown Equipment

Marketing Analyst

Developed comprehensive analytics solutions for sales and marketing optimization.

  • Created executive dashboard for APAC leadership monitoring market share and financials
  • Managed data quality for 100,000+ records across national sales operations
  • Generated actionable insights from marketing trends for executive decision-making
2011 - 2012
Jet Interactive

Analytics Manager

Led implementation and support of call tracking analytics solutions.

  • Provided technical leadership for call tracking integration with Google Analytics
  • Conducted analytics training sessions for 20+ marketing agency teams
  • Drove product improvements through data-driven customer feedback analysis

Education & Certifications

Professional Certifications

DataCamp

Data Engineering & Analytics

  • Data Engineering Certification
  • Data Analyst Certification
  • Data Engineering Track with Python
  • Data Analyst Track with Python
LinkedIn Assessments

Technical Skill Assessments

  • Top 5% in MySQL, AWS, Google Analytics, Linux
  • Top 15% in Excel, AWS Lambda, Cybersecurity
  • Top 30% in Python, PowerBI

Advanced Training

Udemy

Technical Courses

  • Advanced Python
  • Data Warehousing
  • Machine Learning

Technical Skills

Core Skills

Python & PySpark

Advanced data processing, ETL pipelines, and SDK development

SQL & Data Vault 2.0

Complex queries, modeling, and warehouse design

AWS Cloud

Glue, Lambda, Comprehend, and serverless architecture

Data Mesh Strategy

Bridge between enterprise architecture and practical delivery

Tools & Platforms

Tableau/Power BI

Data visualization and executive dashboards

Apache Airflow

Workflow orchestration and pipeline scheduling

PostgreSQL/BigQuery

Database management and cloud data warehousing

dbt & CI/CD

Transformation pipelines, GitHub Actions, and Gitflow

Leadership Skills

Team Leadership

Building and mentoring high-performing data teams

Stakeholder Management

Executive-level communication and relationship building

Data Strategy

Developing and implementing enterprise data solutions

Analytics Implementation

End-to-end delivery of analytics solutions

LinkedIn Assessments

Top 5% Skills

MySQL, AWS, Linux, Google Analytics

Top 15% Skills

AWS Lambda, Excel, Cybersecurity

Top 30% Skills

Python, Power BI

Projects

Selected Engineering Work

Open Source
NoPII

PII Detection & Masking Toolkit

A batteries-included Python toolkit for detecting, masking, and auditing Personally Identifiable Information (PII) across data pipelines.

  • Core Engine: Built a policy-driven de-identification engine with CLI, reporting, and pandas support to automate privacy compliance
  • Tech Stack: Python, Click, Pydantic, YAML, Twine, PyPI Trusted Publishing
Open Source
ASXShorts

ASX Short Position Analysis SDK

Python SDK for downloading and analysing ASX short-position data published by ASIC, designed for analysts and data engineers automating market-insight workflows.

  • Robust Ingestion: Developed robust CSV ingestion and caching logic enabling reliable data retrieval
  • Advanced Features: Implemented support for async fetches and complex date-range queries for historical analysis
  • Tech Stack: Python, Requests, Pandas, PostgreSQL

Outside Work (Selected)

Ongoing
Kurmanji Books

Author & Publisher

Independent bilingual English-Kurmanji publishing project focused on keeping Kurdish language accessible to diaspora families.

  • Cultural Preservation: Authored storybooks and flashcards that make it easier for families to teach language and heritage at home.
  • Community Support: Designed modern learning resources and partnered with libraries and schools to extend their reach.

Get in Touch

Ayden Mich

Analytics Leader Driving Business Impact through Insight

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