the data & analytics mind

Freelance / Based in the Netherlands

Raw data in.
Decisions out.

I'm Mohammed Ben M'hand, a freelance data & AI platform engineer and solution architect. I design and build data platforms on Azure, Microsoft Fabric and Databricks. They bring the data from your source systems together in one place, so your team can trust the numbers.

  • 7+ years Building data platforms
  • 10+ clients Enterprise & scale-up
  • Azure native Fabric / Databricks / Synapse

Companies I've worked with

  • SmartMed
  • Van Oord
  • vb&t
  • Wulftec International
  • KPN
  • Port of Rotterdam
  • Dümmen Orange
  • Transavia
  • FibrXL
  • ASML
  • Shimano
  • gr8 Nederland
  • Riviq
  • Alten
Portrait of Mohammed Ben M'hand

About

Who you'd work with.

I start by asking stakeholders what they need to decide. Only then do I design and build the platform that answers it, instead of starting from the technology and working backwards.

Day to day I build ELT/ETL pipelines in Azure Synapse Analytics, Microsoft Fabric and Azure Databricks. I model the data with dbt and orchestrate the pipelines with Apache Airflow. I write Python, PySpark and (Spark) SQL, deploy through CI/CD on Azure DevOps and GitHub Actions, and build AI features on Azure AI Foundry, such as meeting-audio transcription and real-time email classification.

Until the end of October 2026 I was Lead Data & AI at SmartMed. I was responsible for the data and AI platform in a cloud-native, event-driven microservices architecture. I set the architectural standards, owned governance and MLOps, and brought AI/LLM solutions into the enterprise architecture.

I've worked for organisations from ASML and KPN to Port of Rotterdam and Van Oord, both as an engineer building the pipelines and as the architect designing the overall platform.

I'm a Dutch citizen and a native Dutch speaker.

  • 7+Years in data
  • 10+Enterprise clients
  • 7Certifications held

Platform & processing

Microsoft Fabric Azure Databricks Azure Synapse Azure Data Factory Delta Lake Unity Catalog Azure AI Foundry MLOps

Build & deliver

Python PySpark Spark SQL SQL dbt Apache Airflow Terraform Azure DevOps GitHub Actions Power BI Grafana

Capabilities

What I do.

I can take a project from the first data extract to the final architecture documentation, or step in on one part where your team needs extra expertise.

Data engineering

ELT/ETL pipelines that pull data from systems like ERP, CRM, maritime telemetry and marketing APIs, and deliver clean, modelled data that analysts can use.

  • Medallion lakehouse design
  • Slowly changing dimensions (SCD2)
  • REST & streaming ingestion
  • Data quality & testing

Solution architecture

A written design for the platform: the topology, the governance model, the migration path, and the trade-offs behind each choice.

  • Lakehouse & data mesh
  • Cross-region architecture
  • Governance & GDPR access control
  • Platform assessments

DataOps & DevOps

CI/CD for Data Factory, Synapse, Databricks and Fabric, with infrastructure defined in code and monitoring that alerts you before your users notice a problem.

  • Azure DevOps & GitHub Actions
  • Terraform & infrastructure as code
  • Automated testing & linting
  • Monitoring & alerting

AI platforms & MLOps

LLM solutions built into the enterprise architecture, with the MLOps and governance needed to run them in production.

  • Azure AI Foundry & LLM integration
  • MLOps processes & model delivery
  • Document & audio processing
  • Data strategy, workshops & enablement

Approach

How I work.

The steps are the same for a two-week assessment and a two-year platform build. I start by understanding the problem, then design, then build in small pieces that each go into production.

Understand

I talk to stakeholders to find out which decisions the business needs to make and what state the data is in. I don't design anything before this.

Architect

I write a target design covering the platform, governance, cost and migration path, with the trade-offs spelled out. It's documented so your team can question it.

Build

I deliver in vertical slices: one source system, end to end, in production, with CI/CD and tests from the start. Then I repeat that for the next source.

Hand over

Documentation, walkthroughs and working side by side until your engineers can run it themselves.

Experience

Where I've worked.

Seven years across healthcare, shipping, aviation, telecom, semiconductors, manufacturing, horticulture and real estate, mostly on Azure.

  1. Nov 2023 – Present Current

    Owner & Principal Consultant

    The Data & Analytics Mind

    My own consultancy for data engineering, data platform engineering, solution architecture and data strategy.

    ConsultancyArchitectureData strategy

  2. Aug 2026 – Oct 2026

    Lead Data & AI

    SmartMed

    Led the design and delivery of data and AI platforms in a cloud-native, event-driven microservices architecture. I set the architectural standards and technology choices, implemented governance, security and scalability, set up MLOps processes and CI/CD, and brought AI/LLM solutions into the enterprise architecture. I was the main technical contact for platform and architecture, and I mentored engineers, data scientists and stakeholders.

    Data & AI platformsMLOpsLLM integrationGovernanceEvent-driven

  3. May 2026 – Aug 2026

    Azure Data (Platform) Engineer

    Wulftec International / a Duravant company

    Migrated an on-premises Progress OpenEdge database to Azure Synapse Analytics and Dynamics 365 Finance & Operations. Built the ETL pipelines for ingestion and export, implemented the business logic and SCD Type 2 history in Synapse notebooks with Python and PySpark, and optimised SQL to cut Power BI dashboard load times. Also drafted a cross-region architecture for the platform, centred on evaluating Microsoft Fabric.

    SynapseDynamics 365 F&OPySparkPower BIMicrosoft Fabric

  4. Jun 2024 – May 2026

    Azure Data (Platform) Engineer

    Van Oord

    ELT pipelines in Azure Synapse Analytics pulling from Dynamics 365, Workday, E-Business Suite and maritime systems, then led the migration of ingestion and the full environment onto Azure Databricks. Built a medallion lakehouse, helped implement a GDPR-compliant access model with Unity Catalog, deployed Azure resources with Terraform, and built Grafana monitoring for pipelines and Key Vault secrets.

    DatabricksUnity CatalogSynapseTerraformGrafana

  5. Jan 2025 – Apr 2026

    Azure Solution Architect

    vb&t Real Estate Management

    Designed and implemented a real estate data integration solution on Azure and Microsoft Fabric: a medallion lakehouse, Synapse pipelines integrating the ERP systems and external APIs, PySpark validation and SCD Type 2 history, and the high-level architecture documentation behind it. Also built an AI minutes app on Azure AI Foundry for the VvE services department, and a real-time AI solution that categorises and assesses all inbound email for the secretariat and VvE managers.

    Microsoft FabricSynapseAzure AI FoundryAPI ManagementPySpark

  6. Jun 2026

    Freelance Power BI Consultant

    FibrXL

    A one-month Power BI consultancy engagement.

    Power BIConsultancy

  7. May 2026

    Freelance Power BI Consultant

    gr8 Nederland

    A one-month Power BI consultancy engagement.

    Power BIConsultancy

  8. Sep 2025

    Freelance Solution Architect

    Dümmen Orange

    Assessed the existing data platform and delivered a strategic advisory report for extending their Microsoft Fabric implementation into a cross-region architecture. The report weighed technical sustainability against governance and compliance.

    Microsoft FabricAssessmentCross-regionGovernance

  9. Nov 2023 – May 2024

    Azure Data Engineer

    KPN

    Designed and implemented a data integration solution on the Azure platform, drawing the architecture in ArchiMate. Exposed REST APIs in Synapse for Awin, Google Ads, CM360, DV360, Search Console, Facebook, Instagram, Reddit, Snapchat and TikTok, built ETL pipelines at account, campaign, ad-set and ad level, transformed JSON to Parquet with Python and PySpark, and set up CI/CD in Azure DevOps.

    SynapseREST APIsSCD2Azure DevOpsArchiMate

  10. Jan 2023 – Nov 2023

    Azure Data Engineer

    Port of Rotterdam / via Riviq

    Migrated on-premises SAP BW to Azure Databricks with Synapse pipelines and Airflow DAGs. Applied medallion architecture with Data Vault 2.0 in a data mesh, built dbt entities in PySpark and Spark SQL with data quality checks, automated ERD generation from dbt metadata, and wrote a Python linter that detects privacy-sensitive terms in the GitHub CI pipeline, ahead of an SRE Level 3 audit.

    DatabricksData Vault 2.0dbtAirflowSAP BW

  11. May 2022 – Dec 2022

    Azure Data Engineer

    Transavia / via Riviq

    ETL pipelines in Azure Data Factory with Airflow DAGs for orchestration, PySpark and Spark SQL transformations in Databricks, and an Azure Functions API exposing Transavia’s social media posts. Created dbt entities in JinjaSQL, wrote solution designs, and built the Power BI data models.

    Data FactoryAirflowDatabricksdbtPower BI

  12. May 2022 – Nov 2023

    Azure Data Engineer Consultant

    Riviq

    Consultant on Azure data engineering projects, delivered at Port of Rotterdam and Transavia.

    ConsultancyAzure

  13. Nov 2019 – Apr 2022

    Azure Data Engineer

    Shimano Europe / via Alten

    Built Azure Functions APIs for B2C, giving real-time connectivity between Azure and Adobe Campaign Manager, and for B2B, syncing Shimano’s sales and inventory portal. Led the B2B interface projects in C# and .NET for real-time and batch exchange, and configured Azure API Management with client certificates, OAuth2 and JWT.

    Azure FunctionsC# / .NETAPI ManagementOAuth2

  14. Apr 2019 – Apr 2022

    Splunk Data Engineer

    ASML / via Alten

    Enhanced the Alert & Health Monitoring application in Splunk Enterprise: new features, KPIs, ITSI thresholds and alerts, and dashboards built on the collected data, with Bash and Python scripts pulling data via REST API. Worked in Agile Scrum within SAFe and presented delivered epics and features at Agile Release Train meetings.

    SplunkITSIPythonSAFe

  15. Apr 2019 – Apr 2022

    Data Engineer Consultant

    Alten Nederland

    Consultant delivering data engineering solutions, placed at ASML and Shimano Europe.

    ConsultancyData engineering

Credentials

Education & certification.

Education

  1. Graduated Apr 2019

    Bachelor of ICT & Business

    Fontys University of Applied Sciences, Eindhoven

    Specialised in data-driven business and IT management. Minors in Data Driven Business Lab, Big Data, ICT Management and Cyber Security.

Certifications held

  • Databricks Certified: Data Engineer Professional
  • DP-700: Microsoft Fabric Data Engineer Associate
  • DP-203: Data Engineering on Microsoft Azure
  • DP-900: Microsoft Azure Data Fundamentals
  • AZ-900: Microsoft Azure Fundamentals
  • Databricks Certified: Data Engineer Associate
  • Databricks: Fundamentals

Contact

Let's talk about your platform.

Looking for a freelance data engineer, data platform engineer or solution architect? Or do you want a second opinion on an architecture? Tell me what you're working on. I reply to every message myself.