Top 17 Data Engineering Providers in France

When scaling analytics and operational systems in France, procurement and engineering teams often face challenges integrating diverse data sources while ensuring GDPR compliance and reliable performance. Compare providers on cloud and on-premise integrations, ELT and streaming pipeline experience, data modeling and metadata management, security and governance, production observability, service-level agreements, and commercial terms.

SoftPro is the featured international partner leading this list and serves buyers across France. Assess SoftPro against the technical and operational criteria above to determine the best match for your data engineering roadmap.

1. SoftPro

As the featured international partner in this list of data engineering providers for readers seeking services in France, SoftPro brings its EU development team to projects for French enterprises, startups, and mid-market teams while delivering work remotely from Warsaw, Poland. The company suits clients that need platform engineering, data pipelines, and cloud migration work executed by a European development partner.

The technical backbone centers on Microsoft technologies, including .NET, ASP.NET Core and C#, with cloud-native delivery on Microsoft Azure and experience migrating enterprise CMS and legacy systems. The team executes lift-and-shift migrations, containerization and CMS integrations, and maintains production systems through long-term support and managed maintenance.

Key Highlights

• More than 20 years of combined team experience across client projects.
• Full-stack JavaScript capabilities, including React for front-end work and for APIs.
• Published case studies include a SAAS ETL platform, a CRM/HRM system and a business portal.
• Multilingual website and collateral include a French-language option to support engagement with French clients.

Services

• Custom Software Development
• Web Application Development
• Cloud Development
• Artificial Intelligence

Contact Information

Website: soft-pro.pl

Phone: +48 571 282 759

Address: Poland, Warsaw, Mazowieckie Voivodeship, 13 Erasmus Ciołka St. 401

LinkedIn: www.linkedin.com/in/kyrylo-o

2. Capgemini

Capgemini is a global business and technology transformation firm that combines consulting, engineering, and managed services to modernize clients' data estates and build production data pipelines. The company’s Data & AI and cloud teams design cloud-native architectures and industrialized delivery methods to move analytics workloads into production at scale.

Capgemini fits this topic because its delivery model pairs industry-aligned teams with hyperscaler platforms to implement end-to-end data engineering workstreams, from pipeline engineering and data estate modernization to operationalizing analytics for regulated, high-volume environments. Its approach emphasizes repeatable platforms and operational handover to support sustained analytics and AI use in enterprise settings.

Key Highlights

• Expanded its strategic partnership with Google Cloud in February 2026 to deliver sovereign cloud solutions and support Vertex AI and Gemini Enterprise deployments.
• Won multiple Google Cloud Partner of the Year awards at Google Cloud Next, including a Global Artificial Intelligence: Innovation & Solutions award in 2026.
• Holds Microsoft designations including Microsoft Azure Expert Managed Services Provider, thousands of Microsoft Certified Professionals, and Gold membership in the Microsoft Partner Network.
• Capgemini Government Solutions reports managing over 100 AWS GovCloud accounts and more than 70 Azure Government subscriptions for public-sector clients.

Services

• Data estate modernization
• Data strategy and analysis
• Enterprise data & analytics
• Data & AI engineering

Contact Information

Website: www.capgemini.com

Phone: +33 1 47 54 50 00

Address: Capgemini Service, Place de l’Étoile, 11 rue de Tilsitt, 75017 Paris, France

LinkedIn: linkedin.com/company/capgemini

3. Atos

Atos designs, builds, and operates AI-powered, secure, end-to-end digital environments for public and private organizations. Its delivery model combines cloud and on-premises platform integration with automation and engineering to run large-scale data pipelines and analytical platforms for regulated industries.

Delivery blends global managed services with consulting-led transformation and embedded AI agents to accelerate data modernization while preserving data sovereignty and compliance requirements. These enterprise-grade capabilities suit data engineering programs that need integrated architecture, sustained operations, and regulatory controls.

Key Highlights

• 52,000+ employees serving 4,500+ clients in 54 countries.
• Atos Amplify is the company’s consulting and advisory brand for data and AI strategy.
• Announced an Autonomous Data & AI Engineer agentic AI solution on Microsoft Azure, powered by the Atos Polaris AI Platform.
• Designated Worldwide Information Technology Partner for the Olympic and Paralympic Games.

Services

• Enterprise application operations
• Cloud data platform integration
• Data modernization consulting

Contact Information

Website: atos.net

Phone: +33 (0)1 73 26 00 00

Address: River Ouest, 80 Quai Voltaire, 95870 Bezons, France

LinkedIn: linkedin.com/company/atos

4. Sopra Steria

Sopra Steria is a European digital transformation and systems‑integration group that builds and operationalizes data platforms across cloud and legacy environments. Its data engineering teams combine integration expertise with analytics tooling to design customised data pipelines, ETL processes, and production dataflows that feed operational systems and strategic analytics.

The company embeds governance, security, and ethical controls into data projects to support regulated industries and sensitive workloads. Sopra Steria uses multidisciplinary delivery teams to migrate warehouses and modernise data architectures while maintaining business continuity during transformation.

Key Highlights

• The Sopra Steria Group holds the Analytics on Microsoft Azure Advanced Specialization.
• Sopra Steria is recognised as a Google Cloud Managed Service Provider and publishes Sopra Steria Data Services for Google Cloud.
• The group operates a Cloud Center of Excellence Europe that coordinates cloud and data migration expertise.
• Public client case studies on the site document migrations to cloud data lakes, including Autogrill’s replacement of a thirty‑year data warehouse on Google Cloud.

Services

• Data Platform Engineering
• Data Governance
• Cloud Migration
• MLOps

Contact Information

Website: www.soprasteria.com

Phone: +33.1.40.67.68.16

Email: investors@soprasteria.com

LinkedIn: linkedin.com/company/soprasteria

5. Artefact

Artefact is a global data and AI consulting firm headquartered in Paris that architects and implements modern data platforms, production-grade MLOps pipelines, and agentic AI applications for enterprise clients. Its engineering teams accelerate platform builds with the SKAFF data & AI accelerators and modern data‑stack patterns to integrate data lakes, warehouses, governance, and deployment pipelines.

Artefact combines strategic roadmaps with hands-on engineering squads to industrialize platforms and move use cases into production within complex IT landscapes. That combination of consultancy-led planning, proprietary accelerators, and cross-functional delivery makes Artefact a relevant data engineering provider for large French enterprises and multinational programs.

Key Highlights

• 2500+ employees and a global footprint spanning 36 offices in 27 countries.
• Strategic partnership with Palantir to deploy and operationalize Foundry-based enterprise data solutions.
• Strategic partnership with Informatica for enterprise data management and integration projects.
• Partnership with dbt Labs to accelerate adoption of modern data stack practices and improve data governance.

Services

• Data Platform Implementation
• Data Engineering & MLOps
• Data Governance & Management
• Data & AI Factory

Contact Information

Website: www.artefact.com

Phone: +33 1 79 72 45 45

Email: hello@artefact.com

Address: 19 rue Richer, 75009 Paris, France

6. Keyrus

Keyrus is an international data, AI, and digital consultancy that designs and builds cloud-native data platforms and data products to turn raw information into operational decision systems. The firm combines data engineering, data architecture, and business consulting to industrialize analytics and deploy governed data foundations that support production AI and ongoing analytics.

Keyrus fits this list because it delivers end-to-end data platform projects and organizational delivery models that move teams from experimentation to repeatable, production-grade data services. The company emphasizes governed, scalable delivery patterns such as distributed data product architectures and operational data foundations to support analytics, self-service, and AI workloads.

Key Highlights

• Keyrus operates in 28 countries and states on its site that it has over 30 years of experience architecting data and intelligence.
• Keyrus USA is listed as a Snowflake Premier Services Partner with more than 20 certified consultants and a multi-year partnership history.
• Keyrus promotes deep Tableau capability with over 50 certified Tableau consultants and 100+ realized Tableau projects noted by the firm.
• Case studies on the site show Keyrus implementing cloud data warehouses on AWS Redshift and building ELT pipelines with AWS Glue, Talend, and Power BI for reporting and dashboards.

Services

• Data Engineering
• Modern Data Platforms
• Data Mesh & Data Fabric
• Customer Data Platform

Contact Information

Website: keyrus.com

Phone: +33 (0)1 41 34 10 00

Email: contact@keyrus.com

Address: 157 Rue Anatole France 92593 Levallois-Perret

7. OVHcloud

OVHcloud is a European cloud provider that designs, builds, and operates its own servers, data centers, and global network infrastructure, giving customers direct control over where data is stored and processed. The company’s vertically integrated model supports predictable pricing and governance that matter for data locality and regulatory compliance.

That platform is positioned for data engineering workloads by combining on-demand compute, scalable storage, private networking, and managed platform services with APIs and infrastructure-as-code tooling so teams can deploy reproducible ETL, streaming, and analytics pipelines while retaining jurisdictional control.

Key Highlights

• Operates 46 datacentres across four continents with a 100 Tbps global network capacity and 44 redundant PoPs, supporting global scale and regional data residency.
• Holds SecNumCloud-qualified solutions and a dedicated Trusted Zone offering to host sensitive data under ANSSI-recognized controls.
• Publishes a Managed Database & Analytics SLA effective January 6, 2025 that explicitly covers Managed MongoDB, Managed PostgreSQL, Managed MySQL, Managed Caching/Valkey, and Managed Kafka (including Kafka Connect and MirrorMaker).
• Supports automated provisioning, CLI and Terraform; OVHcloud documentation notes Terraform methods tested with Terraform v1.14.6 for managed database setup.

Services

• Data Platform
• Managed Databases
• Object Storage
• Managed Kafka

Contact Information

Website: www.ovhcloud.com

Phone: +353 1 920 36 82

Address: 2, rue Kellermann, 59100 Roubaix, France

8. Quantmetry

Quantmetry is a Paris-based AI and data engineering consultancy that delivers end-to-end data pipelines, machine learning models and production APIs for enterprise clients. The firm brings together data engineering, model development and productization to operationalize analytics at scale.

Quantmetry pairs an engineering delivery practice with an internal R&D lab and a training arm to industrialize reliable, measurable AI for sectors such as energy, insurance, retail and the public sector. Its delivery approach emphasizes cloud-native architectures and open-source components to build production-grade pipelines and services.

Key Highlights

• Founded in 2011 and has delivered more than 350 AI projects.
• The Quant Lab dedicates 20% of payroll to research, produces over 50 publications per year and commits roughly 4,500 person-days annually to R&D.
• Implemented a serverless Kappa platform on AWS to collect and normalize data from more than 10,000 renewable energy installations for EDF.
• Operates Yotta Academy for Machine Learning Engineer training and runs the DataJob recruitment event with over 3,000 participants.

Services

• AI Strategy
• Time Series
• Natural Language Processing
• AI Product

Contact Information

Website: www.quantmetry.com

Email: contact@quantmetry.com

Email: presse@quantmetry.com

Address: 52 rue d'Anjou, 75008 Paris

9. SQLI

SQLI is a European digital services company that combines technology, data, and design to build data and AI solutions for large and mid‑size enterprises. Its Data & AI practice helps organisations connect and govern data so teams can deliver analytics, personalization, and AI‑driven decisions.

The firm delivers end‑to‑end data engineering and analytics across cloud, on‑premises, and hybrid environments, covering ingestion, processing, governance, activation, and operationalisation. SQLI also undertakes modernisation projects that move legacy warehouses and reporting into contemporary platforms to support large‑scale data operations.

Key Highlights

• Microsoft Solution Partner with an "AI Platform on Microsoft Azure" specialization; SQLI cites 300 Microsoft experts, 250 certifications, and about 75 Microsoft projects completed per year.

• Public cloud and big‑data tooling listed on the site includes Azure HDInsight, Azure Databricks, AWS Athena, AWS Redshift, Snowflake, GCP Dataflow and BigQuery, plus event tooling like Kafka and Azure Event Hubs and visualisation tools like Power BI and Tableau.

• Case study work includes modernising Puratos’s global data warehouse to SAP BW/4HANA and ongoing data engineering through to dashboarding.

• SQLI staff have contributed to published guidance on Big Data and Machine Learning, with an SQLI expert co‑authoring a practitioner book on the topic.

Services

• Data Strategy & Governance

• Data Collection, Storage, Processing & Analytics

• Insights, BI & Dashboarding

• Master Data Management

Contact Information

Website: www.sqli.com

Phone: 01 85 64 20 20

Address: Immeuble Maslo 2-10, rue Thierry Le Luron 92300 Levallois-Perret France (sqli.com)

10. Wavestone

Wavestone is a global management and technology consulting firm whose Data & Artificial Intelligence practice builds and operationalizes data platforms and AI use cases for enterprise clients. The firm combines strategy, engineering, and implementation to move projects from architecture and migration through production deployment and ongoing run operations.

Wavestone emphasizes secure, scalable AI rollouts and governance while integrating cloud-native platforms and industry-specific delivery teams to execute data engineering, migration, and operationalization programs. Its approach pairs consulting-led roadmaps with hands-on platform and migration work to help organizations scale analytics and generative AI capabilities.

Key Highlights

• More than 6,000 employees worldwide.

• Present in 17 countries with a local office network for industry-specific delivery.

• Major technology partners include Microsoft, Google Cloud, AWS, Salesforce, SAP, Dassault Systèmes, and Phoeniqs.

• Publishes client stories and insights on topics such as data protection at scale and agentic AI in financial services.

Services

• Data & Artificial Intelligence

• AI strategy & governance

• Cloud & data platform migration

• Data protection & privacy

Contact Information

Website: www.wavestone.com

Phone: +33 (0)1 49 03 20 00

Email: communication@wavestone.com

Address: Tour Franklin, 100-101 Terrasse Boieldieu, 92042 Paris La Défense CEDEX

LinkedIn: linkedin.com/company/wavestone

11. Inetum

Inetum is a European digital services group that builds data platforms, pipelines, and production-ready ML architectures for regulated enterprises and public organizations. It combines cloud-native engineering, enterprise integration, and centralized delivery centers to implement ingestion, transformation, and operational data workflows that feed analytics and AI applications.

Inetum accelerates analytics and AI adoption by pairing delivery templates and platform accelerators with local delivery teams to shorten time-to-value and enforce governance. The company emphasizes production readiness, compliance, and sustained operations when moving projects from pilot to scale.

Key Highlights

• Coborg™ is Inetum’s proprietary AI framework that combines modular accelerators and orchestration to scale pilots into production.

• Inetum publishes measurable outcomes for Data & AI engagement, including “99% of answers hallucination-free,” a reported 40% reduction in data preparation costs, and over €200M in documented maintenance savings for an aerospace client.

• The group operates 7 FabLabs for rapid prototyping and co-innovation to validate data and AI use cases.

• Inetum holds Microsoft partner recognitions, including Microsoft Solutions Partner for Azure and Azure Expert MSP participation in the Microsoft Cloud Partner Program.

Services

• Data engineering

• Data platforms & lakehouse

• GenAI and AI production

• Cloud modernization

Contact Information

Website: www.inetum.com

Email: press@inetum.com

Address: Inetum Headquarters, 145 boulevard Victor Hugo, 93400 Saint-Ouen – FRANCE

LinkedIn: linkedin.com/company/inetum

12. Business & Decision

Business & Decision is a French data consultancy and systems integrator that designs and implements enterprise data platforms, ETL pipelines, and analytics solutions to turn operational data into business outcomes. Their practice covers data architecture, data intelligence, and the operationalization of analytics for clients across regulated and commercial sectors.

The firm fits the data engineering landscape by delivering end-to-end platform projects and BI/Data Intelligence deployments for large organizations, with a track record of platform and integration references that show practical experience in building production data pipelines and reporting ecosystems.

Key Highlights

• Founded in 1992 and described on the site as "expert de la Data depuis 1992".

• Identified on the site as a Business & Decision division published by Orange Business Services S.A.

• Lists a global headcount of +2400 talents across its network on the official site.

• Operates an internal "École de la Data & de l'IA" and runs a one-month Data bootcamp for new consultants and data engineers.

Services

• Data Architecture

• Data Science & AI

• Data Governance

• Data Intelligence

Contact Information

Website: www.businessdecision.com

Email: contact@businessdecision.com

Address: Cœur Défense A, 110 Esplanade du Général de Gaulle, 92931 Paris La Défense Cedex, France

Phone: 01 56 21 21 21

13. Ekimetrics

Ekimetrics is a French AI business solutions firm that transforms marketing and commercial data into operational decisions through statistical modelling and machine learning. The company frames its work around decision systems and measurement to make marketing and investment choices directly actionable for enterprise teams.

Ekimetrics emphasizes industrialisation and rapid deployment of analytics into productionized decision cycles, citing accelerated time-to-deployment and measured financial gains on its site. That delivery focus and its work across marketing effectiveness and commercial use cases make it a relevant vendor for data engineering and operational analytics in France.

Key Highlights

• Google Measurement Partner as listed on the company site.

• Google Specialized Partner — Data Analytics, shown among official partner badges.

• Microsoft Solutions Partner — AI and Machine Learning, displayed on the homepage.

• Gold Medal Ecovadis noted in the site’s awards and recognition section.

Services

• Marketing Mix Modeling

• Campaign Optimization

• Customer Value Orchestration

• Data Architecture & Engineering

Contact Information

Website: www.ekimetrics.com

France Phone: +33 (0)1 45 22 62 99

France Address: 36 rue La Fayette 75009 Paris

Hong Kong Phone: +852 3665 7360

Hong Kong Address: 31/F, Hysan Place 500 Hennessy Rd Causeway Bay, Hong Kong SAR

Shanghai Email: shanghai@ekimetrics.com

Shanghai Address: 5/F, No. 819 West Nanjing Road, Shanghai, 200040

United Kingdom Phone: +44 20 3950 9934

United Kingdom Address: Elm Yard, Elmt St WC1X 0BJ London

United States Address: 120 Broadway, 29th Floor, New York, NY 10271

14. Scaleway

Scaleway is a European cloud and AI provider that runs a unified Data & AI platform designed to manage ingestion, storage, analytics, and model deployment while keeping data portable through open standards. The platform emphasizes data sovereignty by hosting resources in multi‑AZ European regions and by combining owned hardware with cloud‑native orchestration.

Its stack pairs managed services and predictable pricing to support large‑scale ETL, real‑time streaming, and model training workflows for data engineering teams. That architecture and delivery model make Scaleway a practical option for French and European organizations building compliant, high‑velocity data pipelines.

Key Highlights

• Scaleway holds ISO/IEC 27001:2022 certification and was certified as a Health Data Host (HDS) in France in July 2024.

• The company offers a fully managed Data Warehouse for ClickHouse as a cloud‑native analytics service.

• Scaleway provides fully managed Clusters for Apache Spark and Clusters for Apache Kafka for large‑scale batch processing and streaming.

• The platform operates 4 multi‑AZ cloud regions in Europe, supports 65+ global points of presence, and advertises 5,000+ GPUs available for AI workloads.

Services

• Data Warehouse for ClickHouse

• Clusters for Apache Spark

• Clusters for Apache Kafka

• Managed Databases

Contact Information

Website: www.scaleway.com

Email: csirt@scaleway.com

Address: 8 rue de la Ville l’Evêque, 75008 Paris

15. Zenika

Zenika is a French technology consultancy that builds data platforms, cloud-native data pipelines, and analytics solutions for enterprise clients. The company focuses on taking proofs of concept into production by combining platform engineering and long-term IT delivery.

Zenika pairs hands-on engineering with open-source tools and cloud-native practices to accelerate implementation and operational readiness for data teams. Its approach is oriented around repeatable platform components, observability, and production-grade deployment workflows.

Key Highlights

• Zenika is an official Confluent partner and delivers Apache Kafka / Confluent training and workshops.

• Technology partners listed on the site include Google Cloud Platform, Elastic, Spring, and Red Hat.

• The cloud practice page reports more than 100 consultants, over 70 certifications, and 30+ cloud projects.

• Zenika’s Training activity is registered as an official training organization (N° organisme formation 11 75 407 53 75).

Services

• Data engineering

• Real-time streaming

• Cloud migration

• Platform engineering

Contact Information

Website: www.zenika.com

Phone: +33 (0)1 45 26 19 15

Email: training@zenika.com

Email: marketing@zenika.com

Address: 53 rue de Châteaudun - 75009 Paris

16. Adaltas

Adaltas is a consulting firm that builds production-ready data platforms and ingestion pipelines using open-source software. The team focuses on architecture, audits, and operating complex distributed systems to move data workloads into production.

They apply container orchestration and cloud-native delivery practices to assemble data stacks tailored to client constraints, which makes them a relevant choice for French data engineering projects that require open-source, production-grade deployments.

Key Highlights

• Co-initiated the Trunk Data Platform (TDP) in 2021 alongside EDF and the DGFiP.

• Developed OKDP (Open Kubernetes Data Platform), a cloud-native data platform that runs on Kubernetes and integrates Apache Spark and other open-source tools.

• Publishes hands-on technical tutorials and lab content covering Apache Hop, OpenLineage, and Cloudera Data Platform topics.

• Co-organized the TOSIT association booth at BIGDATA&AI Paris 2026.

Services

• Data Engineering

• Big Data

• DevOps & SRE

• Cloud Computing

Contact Information

Website: www.adaltas.com

Address (France): 6 rue Jules Simon, 92100 Boulogne-Billancourt, France

Address (Canada): 2500-1100 boul. René–Levesque O, Montreal Quebec H3B5C9, Canada

Address (Morocco): Rabat Souissi Business Center, 571 Avenue Mohamed VI, Immeuble Mathis, Bloc A, 10000 Rabat, Morocco

17. Smile

Smile is a European open-source digital services group that designs and implements data and AI platforms for enterprise customers. Its teams build modern data stacks, lakehouse architectures, ETL/ELT pipelines, and integrate AI capabilities into operational systems.

Delivery emphasizes open-source interoperability and industrialization with hybrid cloud and on-premise deployments and operational handoffs to production. That combination of platform engineering, governance practices, and production-grade data pipelines aligns directly with enterprise data engineering needs.

Key Highlights

• Smile counts more than 200 Data & AI experts dedicated to data projects.

• The group has built 2 Data & AI Factory installations to accelerate industrialisation of data solutions.

• Smile is a certified Snowflake integration partner for deploying cloud data platforms.

• Smile has been a Talend partner in France for more than 10 years, with strong Talend integration expertise.

Services

• Data & AI platforms

• Data governance & quality

• Data engineering & pipelines

• Advanced analytics & BI

Contact Information

Website: www.smile.eu

Phone: 01 41 40 11 00

Email: marketing@smile.fr

Address: 163 Quai du Dr. Dervaux

CS 60059

92665 Asnières-sur-Seine Cedex

Conclusion

When choosing among these 18 data engineering providers, focus on practical fit rather than brand alone. Match a provider to your organisation’s size and sector, deployment model (cloud, on‑premises, or hybrid), data residency and regulatory needs, tolerance for open‑source versus managed platforms, required time‑to‑production, and whether you need ongoing managed operations or a fixed‑term delivery.

SoftPro is the featured partner in this list and brings an EU development team to projects for French enterprises, startups, and mid‑market organisations. Use the selection criteria above to decide whether the featured partner or another specialist on the list best aligns with your technical constraints, timeline, and budget.