--- canonical: "https://www.softatlas.io/stacks/benchmark/la-stack-data-des-scale-ups-francaises-2026" name: "La stack data des scale-ups françaises 2026" cohort: "La stack data des scale-ups françaises 2026" companies_listed: 120 companies_in_atlas: 120 benchmark_companies: 120 distinct_tools: 474 updated: "2026-10-20" --- # La stack data des scale-ups françaises 2026 ## What this measures Les outils data des 120 entreprises du French Tech 120 et du Next40. Of the 120 on the list, 120 exist as a Soft Atlas organization and 120 have at least one tool identified. **Every percentage below is a share of the full 120**, including the 0 Soft Atlas has no tool for. Every figure is therefore a minimum: it can only understate how many of the cohort run a tool, never overstate it. A tool is counted for a company only when a source recorded it: a job posting naming it, a vendor listing the company as a customer, Soft Atlas market research, or an employee with a verified work email. It is counted once per company even when several sources agree. An area with no tool means Soft Atlas identified none, not that the company runs none. **D'où viennent les données.** Les références clients des éditeurs / Les offres d'emploi récentes / Les réseaux sociaux / Les déclarations des membres de Soft Atlas / Les interviews / Les entreprises et les éditeurs eux-mêmes. **Minimum (jamais un plafond).** Chaque chiffre est un minimum : la part réelle d'entreprises qui utilisent un outil peut être plus élevée, jamais plus basse. **Une sous-catégorie par outil.** Chaque solution est classée dans une seule sous-catégorie, celle de son cœur de métier, et c'est là qu'elle est comptée avec tous ses clients. Une suite qui couvre plusieurs besoins, par exemple le SIRH, la paie et la formation, n'apparaît donc qu'une fois dans le benchmark, même si son offre est plus large. ## Ingestion et transformation - [dbt Labs](https://www.softatlas.io/dbt-labs), 15% (18 companies) - Used by: Back Market, Exotec, Ledger, Partoo, Voodoo - [Apache Airflow](https://www.softatlas.io/apache-airflow), 9% (11 companies) - Used by: Alan, AQEMIA, Back Market, Pennylane, Voodoo - [Airbyte](https://www.softatlas.io/airbyte), 7% (8 companies), rated 4.5/5 on Soft Atlas (1 review) - Used by: 52 Entertainment, GitGuardian, Hublo, Ouihelp, Spendesk - [Stitch](https://www.softatlas.io/stitch), 4% (5 companies) - Used by: Hublo, PayFit, Pennylane, Qonto, Swile - [Fivetran](https://www.softatlas.io/fivetran), 3% (4 companies) - Used by: GitGuardian, Mistertemp, Spendesk, Zeplug - [Dagster](https://www.softatlas.io/dagster), 2% (2 companies) - Used by: Doctolib, GitGuardian - [Mindee](https://www.softatlas.io/mindee), 2% (2 companies) - Used by: PayFit, Spendesk - [Apify](https://www.softatlas.io/apify), 1% (1 company), rated 5/5 on Soft Atlas (1 review) - Used by: Partoo _Outils les plus utilisés en Data Integration par les entreprises du panel, en nombre d'entreprises (sur 120)._ ## Entrepôts de données - [Snowflake](https://www.softatlas.io/snowflake-inc), 13% (15 companies), rated 5/5 on Soft Atlas (1 review) - Used by: 360Learning, Hublo, Ledger, Qonto, Yespark - [Databricks](https://www.softatlas.io/databricks), 3% (4 companies), rated 5/5 on Soft Atlas (1 review) - Used by: Ekimetrics, Locala, Shift Technology, Zeplug - [Google BigQuery](https://www.softatlas.io/google-bigquery), 3% (4 companies) - Used by: Agicap, Back Market, Bigblue, Doctolib - [ClickHouse](https://www.softatlas.io/clickhouse), 2% (2 companies) - Used by: Contentsquare, GitGuardian - [Amazon Redshift](https://www.softatlas.io/amazon-redshift), 1% (1 company) - Used by: Pennylane _Outils les plus utilisés en Data Warehouses & Lakehouses par les entreprises du panel, en nombre d'entreprises (sur 120)._ ## Business Intelligence - [Metabase](https://www.softatlas.io/metabase), 15% (18 companies), rated 4.3/5 on Soft Atlas (3 reviews) - Used by: Doctolib, Mistral, Ouihelp, Pennylane, Qonto - [Tableau](https://www.softatlas.io/tableau-software), 8% (10 companies) - Used by: Back Market, Contentsquare, GitGuardian, Ledger, Qonto - [Looker](https://www.softatlas.io/looker), 6% (7 companies), rated 3.5/5 on Soft Atlas (1 review) - Used by: 360Learning, Agicap, Alma, Malt, PayFit - [Omni](https://www.softatlas.io/omni), 4% (5 companies), rated 4.5/5 on Soft Atlas (1 review) - Used by: AURA AERO, Back Market, Electra, HomeExchange, Qonto - [Looker Studio](https://www.softatlas.io/looker-studio), 3% (3 companies), rated 2.5/5 on Soft Atlas (1 review) - Used by: 360Learning, Alma, papernest - [Power BI](https://www.softatlas.io/power-bi), 3% (3 companies), rated 4.7/5 on Soft Atlas (3 reviews) - Used by: Ekimetrics, Exotec, Voodoo - [Deepnote](https://www.softatlas.io/deepnote), 2% (2 companies) - Used by: Homa, Spendesk - [ClicData](https://www.softatlas.io/clicdata), 1% (1 company) - Used by: WAAT _Outils les plus utilisés en Business Intelligence par les entreprises du panel, en nombre d'entreprises (sur 120)._ ## Analytics produit et web - [Amplitude](https://www.softatlas.io/amplitude-inc), 8% (9 companies), rated 4.3/5 on Soft Atlas (2 reviews) - Used by: 360Learning, GitGuardian, PayFit, Spendesk, Yubo - [Mixpanel](https://www.softatlas.io/mixpanel), 7% (8 companies) - Used by: Chargemap, Ledger, LegalPlace, Ornikar, Planity - [Pendo](https://www.softatlas.io/pendo), 4% (5 companies) - Used by: 360Learning, Contentsquare, EcoVadis, Ekimetrics, Upsun - [Hotjar](https://www.softatlas.io/hotjar), 3% (4 companies), rated 5/5 on Soft Atlas (1 review) - Used by: Agicap, Alma, GitGuardian, Planity - [AB Tasty](https://www.softatlas.io/ab-tasty), 1% (1 company), rated 3/5 on Soft Atlas (1 review) - Used by: Pennylane - [Contentsquare](https://www.softatlas.io/contentsquare), 1% (1 company) - Used by: Back Market - [Eulerian](https://www.softatlas.io/eulerian), 1% (1 company) - Used by: Pixmania - [Kameleoon](https://www.softatlas.io/kameleoon), 1% (1 company), rated 5/5 on Soft Atlas (1 review) - Used by: PayFit _Outils les plus utilisés en Product & Web Analytics par les entreprises du panel, en nombre d'entreprises (sur 120)._ ## Collecte et activation (CDP) - [Segment](https://www.softatlas.io/segment), 6% (7 companies) - Used by: Akur8, Ornikar, Qonto, Shopopop, Spendesk - [DinMo](https://www.softatlas.io/dinmo), 1% (1 company) - Used by: Yespark - [Hightouch](https://www.softatlas.io/hightouch), 1% (1 company), rated 4.8/5 on Soft Atlas (2 reviews) - Used by: Swile - [Stape](https://www.softatlas.io/stape), 1% (1 company) - Used by: HomeExchange _Outils les plus utilisés en Customer Data Platforms par les entreprises du panel, en nombre d'entreprises (sur 120)._ ## Gouvernance et qualité des données - [Datablist](https://www.softatlas.io/datablist), 1% (1 company) - Used by: Stoïk _Outils les plus utilisés en Data Governance & Quality par les entreprises du panel, en nombre d'entreprises (sur 120)._ ## Aller plus loin - [Toute la stack du French Tech 120, catégorie par catégorie](https://www.softatlas.io/stacks/benchmark/french-tech-120) Source: https://www.softatlas.io/stacks/benchmark/la-stack-data-des-scale-ups-francaises-2026