Skip to content
Professional profile / Paris, France / Full-Stack & Data

Julien Esnault

Cloud &FinOps.

Engineering with financial discipline.

Cloud architecture, cost optimisation and reliable delivery. Full-Stack and Data Engineering expertise applied to business-critical platforms.

Open to opportunities worldwide
SELECTED OPERATING RESULTSSFR
−15 %

Infrastructure spend

Infrastructure cost optimisation at SFR, informed by consumption analysis and GCP BigQuery usage.

Before100
After optimisation85
Normalised comparison · baseline 100
Outcomes from my work at SFR
ARCHITECTURE / OPTIMISATION / DELIVERYThe experience behind the outcomes
01 / Experience & impactCLOUD / DATA / DELIVERY

Professional experience.

Experience across cloud cost management, business-critical software and data infrastructure. Selected outcomes from my work at SFR.

01

−15 %

Infrastructure spend

Up to 30% lower average execution cost for the most expensive BigQuery jobs.

SFR · Outcomes documented in my CV
02

−30 %

Critical incidents

40% faster detection and 30% faster resolution of incidents.

SFR · Outcomes documented in my CV
03

÷ 2

Release cycle time

Quality gates, repeatable deployments and a 97% pipeline success rate.

SFR · Outcomes documented in my CV

SEP. 2023 — PRESENT
Paris, France

SFR campus buildings around a landscaped courtyard

SFR

Telecommunications

Full-Stack Data & DevOps Developer

Technical lead on Gencia, an internal platform for fibre connection workflows. Architecture redesign, data quality, BigQuery optimisation and automated deployment pipelines.

GCP · BigQueryGitLab CIReact · SymfonyPrometheus · Grafana
Explore this experienceClose experience details at SFR

THE WORK BEHIND THE OUTCOMES

My work on Gencia connects product development with the reliability of fibre connection workflows: evolving the platform, securing data exchanges and improving how changes reach production.

Platform ownership & architecture

Led the technical redesign and evolution of Gencia. Separated domain logic from infrastructure through a hexagonal Symfony architecture to improve testability and reduce technical debt.

30% fewer recurring post-release defects

Cloud costs & BigQuery

Analysed GCP BigQuery consumption and optimised expensive queries to reduce infrastructure spend and average execution costs.

15% lower infrastructure spend · 30% lower cost per run for the most expensive jobs

Observability & incident response

Implemented Prometheus and Grafana dashboards with alerting to surface issues earlier and improve diagnosis and recovery.

30% fewer critical incidents · 40% faster detection · 30% faster resolution

CI/CD & production delivery

Industrialised GitLab CI pipelines, including quality gates and deployments, to make releases more repeatable and improve day-to-day operations.

Release cycle halved · 97% pipeline success rate

Integrations & data quality

Strengthened exports and data exchanges with validation, deduplication and consistency rules to make business-critical flows more reliable.

99% flow success · 25% fewer data inconsistency rejections

React interfaces & performance

Redesigned the UI and user journeys, built reusable React components and optimised performance on the platform’s key screens.

40% lower P95 latency on key screens

Responsibilities and outcomes documented in my CV.

MAY — AUG. 2023
Station F, Paris

Station F in Paris, with its curved roofs and illuminated glass facade

Biomechanics startup

Healthtech

Software Engineer

From biomechanical scanning to 3D visualisation: an investor demo delivered in under 8 weeks. Startup time reduced from 5.5 to 1.9 seconds, with more reliable data flows.

3D visualisationAPIs & dataPerformanceProduct prototyping
Explore this experienceClose experience details at Biomechanics startup

THE WORK BEHIND THE OUTCOMES

At Station F, I worked with the founders to turn biomechanical scan data into an interactive demonstrator for investor presentations, iterating quickly on product feedback.

Investor prototype & product collaboration

Built the interactive demonstrator used as the main fundraising presentation. Scoped and prioritised investor-ready features with the founders, and packaged reproducible demo scenarios with clear product storytelling.

Investor demonstrator delivered in under 8 weeks

Real-time 3D visualisation

Integrated the biomechanical scan-to-3D rendering pipeline to create a fluid, interactive demonstration of the product.

60 FPS in key demo scenarios

Loading & rendering performance

Optimised startup and rendering, using preloading and caching to reduce perceived latency and make the demo feel more responsive.

Startup reduced from 5.5s to 1.9s · 65% faster

Scan data & demo reliability

Implemented scan data ingestion and normalisation with validation and error handling. Added targeted tests and development conventions to reduce crashes and blocking behaviour as the prototype evolved.

98% processing success on test/demo datasets · 99% crash-free internal demo sessions

Results documented in my CV; performance and reliability figures refer to test datasets and demo scenarios.

Connecting the disciplines

Cloud & FinOpsAWS · GCP · FOCUS · allocation & showback

DevOps & IaCTerraform · Kubernetes · Docker · CI/CD

Full-Stack & DataReact · Next.js · Python · SQL · observability

02 / Certifications & learning

Qualifications & credentials.

Professional qualifications in Cloud & FinOps, supported by continued learning in data engineering and artificial intelligence.

Amazon Web Services logoCertification

Amazon Web Services

Solutions Architect
Associate · SAA-C03

Issued August 2026Valid until August 2029
CLOUD ARCHITECTURE
The Linux Foundation logoCertification

The Linux Foundation

FinOps Certified
Engineer

Issued March 2025Valid until March 2027
CLOUD FINANCIAL MANAGEMENT
FinOps Foundation logoCertification

FinOps Foundation

FinOps Certified
FOCUS Analyst

Issued April 2025Valid until April 2027
COST & USAGE DATA
ID · rv35ipvfangq

The complete picture

LinkedIn profile

13 credentials, including the 3 featured certifications above

Anthropic logoClaude with Amazon BedrockAnthropic · TrainingMarch 2026
Issued: March 2026Credential ID: 9u9nuyuid4doFind this credential on my LinkedIn profile
DataCamp logoSQL AssociateDataCamp · CertificationFebruary 2026
Issued: February 2026 · Valid until February 2028Credential ID: SQA0015685497356Find this credential on my LinkedIn profile
TOEIC Listening & Reading · 875 / 990ETS · Language testMarch 2026
Issued: March 2026 · Valid until March 2028Find this credential on my LinkedIn profile
J.P. Morgan · Forage logoQuantitative ResearchJ.P. Morgan · Forage · Job simulationDecember 2025
Issued: December 2025Credential ID: 6gQdx6sqmLXrqYSa9Find this credential on my LinkedIn profile
Skills4All logoMachine Learning: Concepts & Practical ProjectsSkills4All · Course completionDecember 2025
Issued: December 2025Credential ID: rtACixPkq6Find this credential on my LinkedIn profile
FinOps Foundation logoIntroduction to FOCUSFinOps Foundation · TrainingMarch 2025
Issued: March 2025 · Valid until March 2027Credential ID: 9aoc2sidni6zFind this credential on my LinkedIn profile
Career Essentials in Generative AIMicrosoft · LinkedIn · TrainingFebruary 2025
Skills4All logoFront-End Web DevelopmentSkills4All · Course completionFebruary 2025
Issued: February 2025Credential ID: 3pDXwg7VPZFind this credential on my LinkedIn profile
Generative AI FundamentalsDatabricks · AccreditationDecember 2024
Issued: December 2024 · Valid until December 2026Credential ID: 124917499Find this credential on my LinkedIn profile
Engineering degree — Sup de VinciEmineo Education · Sup de Vinci · DegreeSeptember 2024
Courses, accreditations and job simulations are distinguished from professional certifications.See the work behind the skills
03 / Selected workPLATFORMS & ENGINEERING

Projects & platforms.

A selection of professional work, independent products and technical resources.

8 projects

01

SFR · Gencia

Enterprise platform

Business-critical fibre connection workflows. Architecture redesign, BigQuery cost optimisation and CI/CD delivery at SFR.

GCP · BigQuery · Symfony · React · GitLab CIProfessional experience
02

Portfolio Terminal

Portfolio analytics

A multi-asset portfolio platform with AI-assisted imports, risk analysis and performance analytics. Designed and developed end to end.

Next.js · TypeScript · AI / LLM · Finance analyticsVisit platform
03

GoldenCompass

Financial education

Financial education, budgeting tools and mortgage simulations. A product combining structured content, data and interactive planning tools.

Next.js · Prisma · Data visualisationVisit platform
04

Databricks

Data analysis

Analysis of global vaccination data using the Databricks ecosystem: data cleaning, transformation and visualisation.

PySpark · Delta Lake · SQL · DatabricksView repository
05

System Design

Architecture resource

An educational roadmap covering scalability, distributed systems, caching and architecture fundamentals.

Architecture · Distributed systems · Learning resourcesExplore resource
06

Data Structures

Interactive learning

An interactive resource for learning data structures, algorithms and computational complexity.

Next.js · MDX · AlgorithmsExplore resource
07

Airneis

E-commerce

A premium furniture e-commerce platform, from catalogue and cart workflows to responsive interfaces and containerised delivery.

Next.js · REST APIs · Docker · GitLabView repository
08

Biomechanics

Investor prototype

An interactive prototype connecting biomechanical scan data with real-time 3D visualisation, developed at Station F.

3D rendering · Data integration · Product prototypingProfessional experience
Journal (4 articles)

Ideas & Perspectives

Notes on cloud, cost, governance and machine learning, written while building the things they describe.