# Edwards Lifesciences - **Answer**: Edwards Lifesciences builds mostly with Python, SQL, JavaScript, C#. Its stack also includes Power BI, AWS, Snowflake, Angular. Python is named in 47 of the 270 job postings Edwards Lifesciences published in the last 12 months (17%). Counted by Alion from the job postings of Edwards Lifesciences, updated Nov 10, 2026. - **Window days**: 365 - **Postings analysed**: 270 - **Open postings**: 117 - **Technologies in use**: 257 - **Modernity score**: 79 - **Ai adoption**: yes - **License**: CC BY-SA 4.0 ## Company - **Id**: 5220 - **Name**: Edwards Lifesciences - **Domain**: edwards.com - **Url**: ## Technologies - **Python** — Layer: languages; Postings: 47; Share: 0.1741; Required: 40; Open postings: 22; First seen: 2025-12-16 - **CAPA** — Layer: practices; Postings: 39; Share: 0.1444; Required: 39; Open postings: 23; First seen: 2026-06-29 - **SQL** — Layer: languages; Postings: 39; Share: 0.1444; Required: 35; Open postings: 20; First seen: 2026-05-28 - **Power BI** — Layer: cloud; Postings: 35; Share: 0.1296; Required: 33; Open postings: 7; First seen: 2026-07-02 - **Microsoft Excel** — Layer: tools; Postings: 35; Share: 0.1296; Required: 32; Open postings: 14; First seen: 2026-07-03 - **AWS** — Layer: cloud; Postings: 31; Share: 0.1148; Required: 25; Open postings: 12; First seen: 2025-12-16 - **CI/CD** — Layer: practices; Postings: 28; Share: 0.1037; Required: 25; Open postings: 15; First seen: 2026-07-29 - **Azure** — Layer: cloud; Postings: 28; Share: 0.1037; Required: 22; Open postings: 13; First seen: 2026-06-04 - **JavaScript** — Layer: languages; Postings: 28; Share: 0.1037; Required: 16; Open postings: 19; First seen: 2026-07-10 - **Mandiant capa** — Layer: tools; Postings: 27; Share: 0.1; Required: 27; Open postings: 8; First seen: 2026-07-03 - **Design Controls** — Layer: practices; Postings: 25; Share: 0.0926; Required: 24; Open postings: 16; First seen: 2026-08-12 - **Tableau** — Layer: cloud; Postings: 23; Share: 0.0852; Required: 22; Open postings: 6; First seen: 2026-07-29 - **Git** — Layer: tools; Postings: 21; Share: 0.0778; Required: 16; Open postings: 9; First seen: 2025-12-16 - **Snowflake** — Layer: data; Postings: 20; Share: 0.0741; Required: 18; Open postings: 8; First seen: 2026-07-02 - **GCP** — Layer: cloud; Postings: 18; Share: 0.0667; Required: 18; Open postings: 6; First seen: 2026-06-18 - **Copilot** — Layer: tools; Postings: 17; Share: 0.063; Required: 17; Open postings: 6; First seen: 2026-07-22 - **Databricks** — Layer: cloud; Postings: 17; Share: 0.063; Required: 17; Open postings: 6; First seen: 2026-07-09 - **Machine Learning** — Layer: practices; Postings: 17; Share: 0.063; Required: 17; Open postings: 8; First seen: 2025-12-16 - **Rest API** — Layer: tools; Postings: 17; Share: 0.063; Required: 16; Open postings: 13; First seen: 2026-07-10 - **GMP** — Layer: practices; Postings: 17; Share: 0.063; Required: 15; Open postings: 13; First seen: 2026-06-16 - **SolidWorks** — Layer: tools; Postings: 15; Share: 0.0556; Required: 12; Open postings: 2; First seen: 2026-07-06 - **C#** — Layer: languages; Postings: 15; Share: 0.0556; Required: 8; Open postings: 10; First seen: 2026-08-07 - **Angular** — Layer: frameworks; Postings: 13; Share: 0.0481; Required: 13; Open postings: 7; First seen: 2026-08-11 - **Verification & Validation** — Layer: practices; Postings: 13; Share: 0.0481; Required: 13; Open postings: 8; First seen: 2026-08-17 - **TypeScript** — Layer: languages; Postings: 13; Share: 0.0481; Required: 8; Open postings: 7; First seen: 2026-08-11 - **Java** — Layer: languages; Postings: 12; Share: 0.0444; Required: 10; Open postings: 6; First seen: 2025-12-16 - **Apex** — Layer: languages; Postings: 10; Share: 0.037; Required: 10; Open postings: 5; First seen: 2026-07-29 - **ETL/ELT** — Layer: practices; Postings: 10; Share: 0.037; Required: 10; Open postings: 2; First seen: 2026-06-04 - **SAS** — Layer: languages; Postings: 10; Share: 0.037; Required: 10; Open postings: 4; First seen: 2026-07-29 - **Windows** — Layer: cloud; Postings: 10; Share: 0.037; Required: 10; Open postings: 5; First seen: 2026-07-23 - **.NET** — Layer: cloud; Postings: 10; Share: 0.037; Required: 8; Open postings: 6; First seen: 2026-08-07 - **21 CFR Part 820** — Layer: practices; Postings: 9; Share: 0.0333; Required: 8; Open postings: 4; First seen: 2026-08-17 - **C++** — Layer: languages; Postings: 9; Share: 0.0333; Required: 8; Open postings: 5; First seen: 2025-12-16 - **IEC 62304** — Layer: practices; Postings: 9; Share: 0.0333; Required: 8; Open postings: 7; First seen: 2026-08-17 - **ISO 13485** — Layer: practices; Postings: 9; Share: 0.0333; Required: 7; Open postings: 5; First seen: 2026-08-17 - **Azure DevOps** — Layer: cloud; Postings: 9; Share: 0.0333; Required: 6; Open postings: 5; First seen: 2026-08-07 - **GitLab** — Layer: cloud; Postings: 8; Share: 0.0296; Required: 8; Open postings: 6; First seen: 2026-07-30 - **Kubernetes** — Layer: cloud; Postings: 8; Share: 0.0296; Required: 5; Open postings: 5; First seen: 2025-12-16 - **AI Agents** — Layer: practices; Postings: 7; Share: 0.0259; Required: 7; Open postings: 4; First seen: 2026-07-09 - **Statistical Process Control** — Layer: practices; Postings: 7; Share: 0.0259; Required: 7; Open postings: 5; First seen: 2026-07-03 - **Terraform** — Layer: tools; Postings: 7; Share: 0.0259; Required: 7; Open postings: 4; First seen: 2026-08-06 - **PyTorch** — Layer: frameworks; Postings: 7; Share: 0.0259; Required: 6; Open postings: 3; First seen: 2025-12-16 - **Scikit-learn** — Layer: frameworks; Postings: 7; Share: 0.0259; Required: 6; Open postings: 3; First seen: 2025-12-16 - **GitHub** — Layer: cloud; Postings: 7; Share: 0.0259; Required: 5; Open postings: 2; First seen: 2026-07-29 - **PowerShell** — Layer: languages; Postings: 7; Share: 0.0259; Required: 5; Open postings: 5; First seen: 2026-07-23 - **Active Directory** — Layer: cloud; Postings: 6; Share: 0.0222; Required: 6; Open postings: 2; First seen: 2026-06-18 - **GD&T** — Layer: practices; Postings: 6; Share: 0.0222; Required: 6; Open postings: 4; First seen: 2026-08-12 - **ISO 14971** — Layer: practices; Postings: 6; Share: 0.0222; Required: 6; Open postings: 3; First seen: 2026-08-17 - **Lightning Web Components** — Layer: frameworks; Postings: 6; Share: 0.0222; Required: 6; Open postings: 2; First seen: 2026-07-29 - **SOAP** — Layer: practices; Postings: 6; Share: 0.0222; Required: 6; Open postings: 6; First seen: 2026-07-10 - … 207 more in the JSON form ## Changes ### First appeared - **LIMS** — First seen: 2026-10-20 - **FHIR** — First seen: 2026-10-19 - **HL7** — First seen: 2026-10-19 - **IEC 62366** — First seen: 2026-10-19 - **Computer Vision** — First seen: 2026-10-06 - **Julia** — First seen: 2026-10-06 - **OpenCV** — First seen: 2026-10-06 - **SciPy** — First seen: 2026-10-06 ### Rising - **CAPA** — Share from: 7; Share to: 17 - **Design Controls** — Share from: 2; Share to: 11 - **Tableau** — Share from: 3; Share to: 10 - **Microsoft Excel** — Share from: 8; Share to: 14 - **Verification & Validation** — Share from: 0; Share to: 6 - **Copilot** — Share from: 3; Share to: 7 - **GMP** — Share from: 3; Share to: 7 - **21 CFR Part 820** — Share from: 0; Share to: 4 ### Falling - **AWS** — Share from: 22; Share to: 8 - **Python** — Share from: 27; Share to: 14 - **SQL** — Share from: 22; Share to: 12 - **Active Directory** — Share from: 8; Share to: 0 - **Rest API** — Share from: 12; Share to: 5 - **GitLab** — Share from: 8; Share to: 1 - **Linux** — Share from: 7; Share to: 0 - **Microsoft Entra ID** — Share from: 7; Share to: 0 ## Similar stacks - [Siemens Healthineers](https://alion.io/company/siemens-healthineers/technologies) — Shared technologies: 175 - [Amgen](https://alion.io/company/amgen/technologies) — Shared technologies: 203 - [MiniMed](https://alion.io/company/minimed/technologies) — Shared technologies: 143 - [GE HealthCare](https://alion.io/company/ge-healthcare/technologies) — Shared technologies: 193 - [Abbott](https://alion.io/company/abbott/technologies) — Shared technologies: 187 - [Merck & Co.](https://alion.io/company/msd/technologies) — Shared technologies: 193 - [Stryker](https://alion.io/company/stryker/technologies) — Shared technologies: 175 - [Roche](https://alion.io/company/roche/technologies) — Shared technologies: 208 --- [Page](https://alion.io/company/edwards/technologies) · [JSON](https://alion.io/company/edwards/technologies.json) Source: Alion (alion.io), 2026-11-11. 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