Lead Data ArchitectAI Product Builder

Buildingdata and AI productsthat scale

Snowflake, dbt, FastAPI, Next.js — from data platform architecture to production-ready AI products. Built for reliability, shipped with speed.

8 Years in DataCAC 40 Companies9 Products Shipped

Live Product Snapshots

Production builds across data, AI, SaaS, security, and Web3 — each with a live link or case study.

Agentic Trading Hub screenshot 1Agentic Trading Hub screenshot 2Agentic Trading Hub screenshot 3Agentic Trading Hub screenshot 4Agentic Trading Hub screenshot 5
Data & AICase Study

Agentic Trading Hub

Autonomous quant trading platform with AI-driven strategy selection, multi-agent consensus, Hyperliquid SDK execution, and live sentiment analysis.

FastAPIReactTypeScript
CoffreZero screenshot 1CoffreZero screenshot 2CoffreZero screenshot 3CoffreZero screenshot 4CoffreZero screenshot 5
SaaSCase Study

CoffreZero

Zero-knowledge encrypted document vault with client-side XChaCha20-Poly1305 encryption, SDK-first architecture, and GDPR Article 17 data sovereignty.

Next.jsTypeScriptFastAPI
Comply-Agent screenshot 1Comply-Agent screenshot 2Comply-Agent screenshot 3Comply-Agent screenshot 4Comply-Agent screenshot 5
Data & AICase Study

Comply-Agent

AI compliance operating system for NIS2 and DORA workflows.

Next.jsTypeScriptTailwind CSS
DataPulse screenshot 1DataPulse screenshot 2DataPulse screenshot 3DataPulse screenshot 4DataPulse screenshot 5
Data & AICase Study

DataPulse

Open-source enterprise data platform — catalog, column-level lineage, pipeline monitoring, FinOps, secrets management, and governance with 14+ scanner integrations.

Next.jsTypeScriptFastAPI
Nextflow screenshot 1Nextflow screenshot 2Nextflow screenshot 3Nextflow screenshot 4Nextflow screenshot 5
Web3Case Study

Nextflow

Modular DeFi product spanning analytics, liquidity, governance, and community play.

TypeScriptSolanaExpress
PrettiOps screenshot 1PrettiOps screenshot 2PrettiOps screenshot 3PrettiOps screenshot 4PrettiOps screenshot 5
ToolingCase Study

PrettiOps

Developer email toolkit — syntax-highlighted snippets, encrypted token sharing, and secure file delivery from your inbox.

Symfony 6PHP 8.4Twig
Spectre screenshot 1Spectre screenshot 2Spectre screenshot 3Spectre screenshot 4Spectre screenshot 5
SecurityCase Study

Spectre

Autonomous offensive security platform — 39 AI exploit agents, 25+ scanners, multi-LLM orchestration, and DORA TLPT compliance in a single pane of glass.

Next.jsTypeScriptFastAPI
Cartely cover
SaaS

Cartely

B2B growth platform with analytics-led workflows and premium operational UX.

Next.jsTypeScriptSupabase
Griffe.ai cover
Data & AI

Griffe.ai

AI workflow platform tailored for the French market with production-ready delivery patterns.

Next.jsTypeScriptClerk
Agentic Trading Hub screenshot 1Agentic Trading Hub screenshot 2Agentic Trading Hub screenshot 3Agentic Trading Hub screenshot 4Agentic Trading Hub screenshot 5
Data & AICase Study

Agentic Trading Hub

Autonomous quant trading platform with AI-driven strategy selection, multi-agent consensus, Hyperliquid SDK execution, and live sentiment analysis.

FastAPIReactTypeScript
CoffreZero screenshot 1CoffreZero screenshot 2CoffreZero screenshot 3CoffreZero screenshot 4CoffreZero screenshot 5
SaaSCase Study

CoffreZero

Zero-knowledge encrypted document vault with client-side XChaCha20-Poly1305 encryption, SDK-first architecture, and GDPR Article 17 data sovereignty.

Next.jsTypeScriptFastAPI
Comply-Agent screenshot 1Comply-Agent screenshot 2Comply-Agent screenshot 3Comply-Agent screenshot 4Comply-Agent screenshot 5
Data & AICase Study

Comply-Agent

AI compliance operating system for NIS2 and DORA workflows.

Next.jsTypeScriptTailwind CSS
DataPulse screenshot 1DataPulse screenshot 2DataPulse screenshot 3DataPulse screenshot 4DataPulse screenshot 5
Data & AICase Study

DataPulse

Open-source enterprise data platform — catalog, column-level lineage, pipeline monitoring, FinOps, secrets management, and governance with 14+ scanner integrations.

Next.jsTypeScriptFastAPI
Nextflow screenshot 1Nextflow screenshot 2Nextflow screenshot 3Nextflow screenshot 4Nextflow screenshot 5
Web3Case Study

Nextflow

Modular DeFi product spanning analytics, liquidity, governance, and community play.

TypeScriptSolanaExpress
PrettiOps screenshot 1PrettiOps screenshot 2PrettiOps screenshot 3PrettiOps screenshot 4PrettiOps screenshot 5
ToolingCase Study

PrettiOps

Developer email toolkit — syntax-highlighted snippets, encrypted token sharing, and secure file delivery from your inbox.

Symfony 6PHP 8.4Twig
Spectre screenshot 1Spectre screenshot 2Spectre screenshot 3Spectre screenshot 4Spectre screenshot 5
SecurityCase Study

Spectre

Autonomous offensive security platform — 39 AI exploit agents, 25+ scanners, multi-LLM orchestration, and DORA TLPT compliance in a single pane of glass.

Next.jsTypeScriptFastAPI
Cartely cover
SaaS

Cartely

B2B growth platform with analytics-led workflows and premium operational UX.

Next.jsTypeScriptSupabase
Griffe.ai cover
Data & AI

Griffe.ai

AI workflow platform tailored for the French market with production-ready delivery patterns.

Next.jsTypeScriptClerk
Personal Portfolio

Project Portfolio

Flagship case studies and selective product snapshots focused on decisions, proof, and delivery quality.

Agentic Trading Hub cover
Data & AIActive

Agentic Trading Hub

Case Study

Autonomous quant trading platform with AI-driven strategy selection, multi-agent consensus, Hyperliquid SDK execution, and live sentiment analysis.

FastAPIReactTypeScript
CoffreZero cover
SaaSActive

CoffreZero

Case Study

Zero-knowledge encrypted document vault with client-side XChaCha20-Poly1305 encryption, SDK-first architecture, and GDPR Article 17 data sovereignty.

Next.jsTypeScriptFastAPI
Comply-Agent cover
Data & AIActive

Comply-Agent

Case Study

AI compliance operating system for NIS2 and DORA workflows.

Next.jsTypeScriptTailwind CSS
DataPulse cover
Data & AIActive

DataPulse

Case Study

Open-source enterprise data platform — catalog, column-level lineage, pipeline monitoring, FinOps, secrets management, and governance with 14+ scanner integrations.

Next.jsTypeScriptFastAPI
Nextflow cover
Web3Active

Nextflow

Case Study

Modular DeFi product spanning analytics, liquidity, governance, and community play.

TypeScriptSolanaExpress
PrettiOps cover
ToolingActive

PrettiOps

Case Study

Developer email toolkit — syntax-highlighted snippets, encrypted token sharing, and secure file delivery from your inbox.

Symfony 6PHP 8.4Twig
Spectre cover
SecurityActive

Spectre

Case Study

Autonomous offensive security platform — 39 AI exploit agents, 25+ scanners, multi-LLM orchestration, and DORA TLPT compliance in a single pane of glass.

Next.jsTypeScriptFastAPI
Cartely cover
SaaSIncubating

Cartely

B2B growth platform with analytics-led workflows and premium operational UX.

Next.jsTypeScriptSupabase
Griffe.ai cover
Data & AIIncubating

Griffe.ai

AI workflow platform tailored for the French market with production-ready delivery patterns.

Next.jsTypeScriptClerk
About MeArchitecture LeadershipProduct ExecutionCollaboration Style
8 Years

In data: analyst, manager, PO, architect

9 Products

Shipped to production

CAC 40

Pernod Ricard, Air Liquide

Production First

Reliability, governance, speed

About Me

Building enterprise-grade data and AI products

I am Cedric, Southern Europe Lead Data Architect with 8 years of experience across data analysis, product ownership, data management, and architecture — building high-performing data products and modern AI-enabled solutions for enterprise teams.

My core stack includes Snowflake, dbt, Matillion, FastAPI, Next.js, and Python automation. I focus on reliability, performance, and pragmatic delivery.

Architecture Leadership

Turning business complexity into robust platforms

I translate business requirements into technical designs, ensure data quality, and drive architecture decisions across ingestion, transformation, and consumption layers.

Daily operations include ETL monitoring, incident handling, and end-to-end ownership for critical data refreshes.

Product Execution

Shipping fast without diluting technical rigor

I build and iterate quickly, then publish only the parts that are safe to share publicly: the framing, the constraints, the decisions, and the outcomes.

This portfolio is designed to show judgment and delivery quality without exposing sensitive implementation details.

Collaboration Style

Outcome-driven, practical, and execution-focused

I partner with founders and teams from framing to rollout: roadmap, architecture, implementation, and stabilization.

You get clear communication, fast iteration loops, and resilient technical foundations.

Capabilities

What I build and lead

End-to-end data and AI execution — every tool, framework, and pattern I've used across 9 production products.

Data Platform Architecture

End-to-end design of scalable data foundations: ingestion pipelines, medallion layers, modeling standards, orchestration, and governed consumption.

Medallion architecture (bronze → silver → gold)Star schema & OBT modelingColumn-level lineage & data contractsCost governance & warehouse optimization

Warehousing & Compute

Snowflake

Primary cloud DWH — multi-cluster, time travel, zero-copy clones

PostgreSQL

Operational DB for apps, audit logs, metadata stores

Supabase

Managed Postgres with auth, realtime, and edge functions

Redis

Cache layer, session store, job queue broker

Ingestion & Transformation

dbt

SQL-based transformation layer with testing and docs

Matillion

ELT orchestration for Snowflake at enterprise scale

Azure Data Factory

Cloud ETL pipelines and data movement

SQLAlchemy + Alembic

Python ORM with migration management

Orchestration & Storage

ARQ

Async Python task queue for background jobs

Celery + Beat

Distributed task queue with periodic scheduling

MinIO

S3-compatible object storage for encrypted blobs

Docker Compose

Multi-container orchestration for local + staging

Projects

Comply-AgentCoffreZeroBrainrot TokenCartely

AI Product Engineering

Design and ship AI-enabled workflows with RAG pipelines, agent orchestration, observable behavior, and production guardrails.

RAG pipelines with vector searchMulti-model fallback & streamingAgent workflows with tool callingEvaluation, tracing & cost tracking

Frameworks & Agents

LangChain

Agent orchestration, chains, tool calling

PydanticAI

Type-safe AI workflows with structured outputs

FastAPI

Async Python API layer powering all AI backends

OpenRouter

Multi-model routing with fallback strategies

Models & Embeddings

Mistral AI

French-first LLM for compliance and generation

Ollama

Local model inference for dev and testing

Sentence Transformers

Embedding models for semantic search

Qdrant

Vector database for similarity search

Observability

LangFuse

LLM tracing, evaluation, and cost analytics

OpenTelemetry

Distributed tracing across AI services

Grafana

Dashboards for backend and AI metrics

Prometheus

Metric collection and alerting

Projects

Comply-AgentGriffe.aiBrainrot Token

Full-Stack Product Delivery

Frontend and backend implementation for production SaaS products — from component architecture to API design, auth, billing, and deployment.

Server components & edge runtimeSDK-first API architectureSubscription billing flowsChrome Extension & Outlook Add-in

Frontend

Next.js 14/15

App Router, RSC, SSR, ISR, edge runtime

React 18

Component architecture, hooks, Suspense

TypeScript

Type safety across every frontend and SDK

Tailwind CSS

Utility-first styling with design tokens

State & Data Fetching

TanStack Query

Cache management, background refresh, optimistic updates

Zustand

Lightweight client state for complex UIs

React Hook Form + Zod

Type-safe form validation

Axios

HTTP client with interceptors and retry logic

Backend & Services

Symfony 6

PHP backend with Doctrine ORM and Twig

Prisma

Type-safe ORM for Node.js backends

Stripe

Subscription billing and payment processing

Clerk

Auth provider with SSO and session management

UI & Visualization

Framer Motion

Animation library for React interfaces

Three.js + R3F

3D visualization for landing pages

Chart.js

Data visualization and analytics charts

CodeMirror 6

Code editor with syntax highlighting

Projects

CoffreZeroPrettiOpsCartelyLumanagiSpectre

Security & Cryptography

Zero-knowledge architectures, client-side encryption, tamper-proof audit logs, and secure sharing protocols built for real compliance.

Zero-knowledge encryption (server can't read data)HMAC-SHA256 chained audit trailsGDPR Article 17 erasure workflowsPentesting & offensive security tooling

Encryption & Keys

XChaCha20-Poly1305

AEAD cipher with 192-bit nonces — no reuse risk

Argon2id

Password-based key derivation (OWASP params)

NaCl SecretBox

Symmetric DEK wrapping for per-document keys

NaCl Sealed Box

Asymmetric re-encryption for secure sharing

Libraries

libsodium (WASM)

Client-side crypto running in the browser

PyNaCl + cryptography

Server-side crypto utilities in Python

Libsodium (PHP)

Token encryption at rest in Symfony backend

python-jose

JWT authentication and token management

Compliance & Audit

HMAC-SHA256 Chains

Tamper-proof audit log with chain integrity

GDPR Erasure Protocol

Cryptographic deletion workflows

Forensic Watermarking

Leak detection on shared documents

Scoped API Keys

Granular access control with revocation

Projects

CoffreZeroPrettiOpsSpectreComply-Agent

Automation & Monitoring

Operational tooling, background workers, webhook delivery, CI/CD pipelines, and observability to keep production systems healthy.

Background job orchestrationHMAC-signed webhook deliveryContainer orchestration & reverse proxyReal-time monitoring dashboards

Workers & Queues

ARQ

Async Python workers for expiry, cleanup, webhooks

Celery + Beat

Distributed task queue with scheduled jobs

Redis Pub/Sub

Event-driven messaging between services

Resend

Transactional email delivery with templates

Infrastructure

Docker

Containerized services across all projects

Nginx

Reverse proxy with TLS termination

Vercel

Edge deployment for Next.js frontends

Caddy

Automatic HTTPS for self-hosted services

Monitoring

Grafana

Operational dashboards and alerting

Prometheus

Metric collection and time-series storage

Sentry

Error tracking and performance monitoring

LangFuse

AI-specific cost and latency tracing

Projects

Comply-AgentCoffreZeroPrettiOpsBrainrot Token

Advisory & Fractional Leadership

Strategic support for data roadmaps, architecture reviews, team coaching, and execution governance — from framing through production.

Architecture decision records (ADRs)Data mesh & domain ownershipSprint delivery & Jira governanceStakeholder alignment & CAC 40 exposure

Strategy & Process

Jira + Confluence

Sprint planning, ADRs, technical documentation

Product Roadmapping

Priority frameworks, OKR alignment

Data Mesh Patterns

Domain ownership, data contracts, self-serve

Architecture Reviews

System design, trade-off analysis, RFC process

Delivery & Governance

Quality Frameworks

Data freshness, accuracy, completeness checks

Incident Response

Runbooks, escalation paths, post-mortems

Cost Governance

Warehouse spend tracking and optimization

Team Coaching

Pair programming, code reviews, mentoring

Enterprise Context

Pernod Ricard

Southern Europe data architecture leadership

Air Liquide

CAC 40 enterprise data platform experience

NIS2 & DORA

Regulatory compliance workflows

GDPR

Data sovereignty and privacy engineering

Projects

Comply-AgentGriffe.aiParty Game
Delivery Process

From idea to production

The same four-phase workflow I've used to ship 9 products — from Comply-Agent and CoffreZero to enterprise data platforms at Pernod Ricard and Air Liquide.

1

Conception & Scoping

Every product starts with a problem worth solving. I map the user pain points, define success metrics, identify constraints, and scope the first deliverable. Whether it's a compliance gap (Comply-Agent), a trust problem (CoffreZero), or a market inefficiency (Lumanagi) — I frame the product before touching code.

Deliverables
Problem statementUser storiesSuccess criteriaScope & risk matrix
Tools
JiraConfluenceMiroNotion
2

POC & Validation

I build a focused proof-of-concept to validate the riskiest assumption first. For AI products, that means a working RAG pipeline with real data. For SaaS, a functional core loop. For security, a crypto prototype that proves zero-knowledge is viable. No throwaway code — the POC is designed to evolve into the MVP.

Deliverables
Working prototypeArchitecture diagramTechnical validationGo/no-go decision
Tools
FastAPINext.jsDockerlibsodium
3

MVP & Iteration

The MVP ships with auth, core features, and enough polish that real users can give meaningful feedback. I build incrementally with CI/CD, PR reviews, and multi-environment deployment. Frontend, backend, infrastructure, and observability are set up from the start — not bolted on later.

Deliverables
Deployed productAPI documentationCI/CD pipelineUser feedback loop
Tools
TypeScriptReactTailwind CSSPostgreSQLRedisVercel
4

Production & Scale

Production means monitoring, hardening, and operational readiness. I set up dashboards, error tracking, security reviews, runbooks, and handover documentation. For data platforms, that includes reconciliation, SLAs, and cost governance. The product runs without me — that's the benchmark.

Deliverables
Monitoring dashboardsRunbookSecurity auditSLA reportHandover
Tools
GrafanaPrometheusSentryStripeSnowflakedbt
Let's Connect

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