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Thierry Triet LamTT

Thierry Triet Lam

Senior Analytics Engineer (Data Platform)

€550/day
Paris, FR
3-7 years

Average response time: 1 hour

Freelancer profile translated to English.
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About Thierry Triet

Senior Analytics Engineer, with over 5 years of experience in designing and managing end-to-end analytical platforms, from cloud architecture and dbt modeling to BI dashboard delivery and business adoption.

I translate business needs into tested and reconciled Data Marts. I specialize in four areas: multi-entity and multi-currency payment reconciliation for Finance, lead attribution for Marketing, stock distribution for Supply Chain, and omnichannel reporting for Sales.

I have rebuilt three data platforms from scratch:
  • Solo at Colonies: 225 dbt models in production, from Finance to Asset Management.
  • On legacy at Kering: a 3,000-line SQL monolith broken down into dbt models, and the Refused Store project, which reduced an annual revenue shortfall of nearly €2M by 92%.
  • In a startup at Connecty AI: complete stack (Snowflake, dbt, Power BI) and LLM semantic layer.
  • French

    Native or bilingual

  • English

    Native or bilingual

  • Vietnamese

    Native or bilingual

Can work on-site
Paris (up to 50km)

Experience

  • Colonies
    Senior Analytics Engineer Consultant (Data Platform & Reporting)
    REAL ESTATE
    March 2026 - Today (5 months)
    Paris, France
    Context:
    • Complete redesign of a European real estate operator's analytical platform: from 8 fragmented source systems to a BigQuery foundation covering Finance, Operations, Sales, Marketing, and Asset Management.
    Solo mission
    Key achievements:
    • Consolidation of Stripe payments from 35 accounts (6 entities, 4 countries) into a Finance Data Mart, validated by reconciliation and 16 automated quality tests.
    • Lead attribution by matching Salesforce, Pipedrive, and marketing spend, and modeling the lease and occupancy lifecycle for Asset Management reusable dimensions.
    • Orchestration of dbt Cloud pipelines, including 139 SCD2 snapshots for historical data, and new self-service Looker Studio dashboards.
    Technical environment:
    dbt (Cloud); BigQuery; Looker Studio; Fivetran; Stripe; Pipedrive; Salesforce; Typeform; Airtable; SQL; GitHub.
    Looker Studio DBT Big Query Fivetran PostgreSQL
  • ConnectyAI
    Founding AI Data Analyst
    SOFTWARE PUBLISHING
    December 2025 - March 2026 (3 months)
    California, United States
    Context:
    • First analytics hire at an agentic AI startup: building the internal data stack and validating the LLM-powered SQL generation engine.
    Solo mission
    Key achievements:
    • Design and optimization of the semantic layer (JSON) and marketing funnel templates, halving generation time (from 20 to 10 minutes).
    • LLM Benchmark (accuracy, latency, cost) through prompt engineering, guiding the choice of SQL generation engine.
    • Centralization of business logic in dbt: models combining Facebook Ads, GA4, and Shopify, from acquisition to revenue, and migration of Power BI transformations (DAX), now versioned and testable.
    • Snowflake performance and costs under control: warehouse sizing, query profile analysis, and resource monitor deployment.
    Technical environment:
    Snowflake; dbt; SQL; GitHub; Power BI; AI Prompting; Semantic Layer; GA4; Facebook Ads; Shopify.
    Snowflake Prompt engineering semantic layer Google Analytics Big Query
  • Kering
    Senior Analytics Engineer Consultant (Data Platform)
    LUXURY GOODS
    February 2023 - December 2025 (2 years and 10 months)
    Paris, France
    Context:
    • Consulting mission at Kering Technologies: modernization and scaling of the group's analytical platform (data mesh architecture) for global reporting, disseminating analytics engineering practices across Sales, Omnichannel, Supply Chain, and Marketing domains.
    Team size: 14
    Key achievements:
    • Initiated the Refused Store project: a Tableau dashboard combining OMS, Salesforce, and SAP data on in-store order refusals, leading to corrective actions that optimized stock distribution and reduced an annual revenue shortfall of nearly €2M by 92% (2022 global sales).
    • Aggregation of international sales from four brands with currency conversion (forex) and order lifecycle control: consolidated financial reporting and group-wide commercial KPIs.
    • Migration of the dbt project from AWS (Athena, S3) to BigQuery using a Medallion architecture, in line with the group's Data Mesh strategy.
    • Implementation of dbt controls (freshness, volume thresholds, parameter consistency) for technical tests and a Tableau monitoring dashboard for functional tests, across all pipelines: anomalies detected before reaching analysis.
    Technical environment:
    dbt; Tableau; Power BI; GCP (BigQuery, IAM, GCS); AWS (Athena, Redshift, S3); Git; PySpark; Airflow; Airbyte; Excel; Jira; Confluence; ServiceNow; Terraform; Docker; Manhattan OMS; GA4; Google Search Console.
    DBT Tableau software AWS Google Cloud Platform (GCP) Microsoft Power BI

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Education

  • Master of Software Engineering in Big Data & Embedded Systems
    ISAE-ENSMA
    2021
  • Aeronautical Engineer in Data and Systems
    ISAE-ENSMA
    2021

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