# Novartis - **Answer**: Novartis builds mostly with Python, JavaScript, Node JS, SQL. Its stack also includes GCP, Power BI, Snowflake, Pandas. Python is named in 131 of the 811 job postings Novartis published in the last 12 months (16%). Counted by Alion from the job postings of Novartis, updated Nov 10, 2026. - **Window days**: 365 - **Postings analysed**: 811 - **Open postings**: 327 - **Technologies in use**: 247 - **Modernity score**: 77 - **Ai adoption**: yes - **License**: CC BY-SA 4.0 ## Company - **Id**: 5824 - **Name**: Novartis - **Domain**: novartis.com - **Url**: ## Technologies - **Machine Learning** — Layer: practices; Postings: 221; Share: 0.2725; Required: 153; Open postings: 79; First seen: 2026-05-28 - **GMP** — Layer: practices; Postings: 141; Share: 0.1739; Required: 123; Open postings: 78; First seen: 2026-01-26 - **Python** — Layer: languages; Postings: 131; Share: 0.1615; Required: 97; Open postings: 64; First seen: 2026-05-28 - **JavaScript** — Layer: languages; Postings: 117; Share: 0.1443; Required: 38; Open postings: 36; First seen: 2026-04-30 - **Node JS** — Layer: languages; Postings: 108; Share: 0.1332; Required: 33; Open postings: 34; First seen: 2026-04-30 - **CAPA** — Layer: practices; Postings: 91; Share: 0.1122; Required: 89; Open postings: 40; First seen: 2026-06-02 - **AI Agents** — Layer: practices; Postings: 83; Share: 0.1023; Required: 76; Open postings: 41; First seen: 2026-05-08 - **Time Series** — Layer: practices; Postings: 75; Share: 0.0925; Required: 32; Open postings: 39; First seen: 2026-06-09 - **SQL** — Layer: languages; Postings: 71; Share: 0.0875; Required: 44; Open postings: 32; First seen: 2026-06-09 - **GCP** — Layer: cloud; Postings: 51; Share: 0.0629; Required: 43; Open postings: 16; First seen: 2026-04-15 - **Power BI** — Layer: cloud; Postings: 47; Share: 0.058; Required: 37; Open postings: 16; First seen: 2026-07-07 - **Snowflake** — Layer: data; Postings: 35; Share: 0.0432; Required: 29; Open postings: 16; First seen: 2026-06-12 - **Cell Culture** — Layer: practices; Postings: 34; Share: 0.0419; Required: 23; Open postings: 15; First seen: 2026-07-09 - **CI/CD** — Layer: practices; Postings: 32; Share: 0.0395; Required: 30; Open postings: 18; First seen: 2026-07-28 - **AWS** — Layer: cloud; Postings: 32; Share: 0.0395; Required: 27; Open postings: 20; First seen: 2026-06-02 - **NLP** — Layer: practices; Postings: 30; Share: 0.037; Required: 13; Open postings: 21; First seen: 2026-08-04 - **Design of Experiments** — Layer: practices; Postings: 29; Share: 0.0358; Required: 14; Open postings: 19; First seen: 2026-06-10 - **RAG** — Layer: practices; Postings: 27; Share: 0.0333; Required: 25; Open postings: 15; First seen: 2026-06-03 - **Good Clinical Practice** — Layer: practices; Postings: 27; Share: 0.0333; Required: 22; Open postings: 11; First seen: 2026-04-15 - **Azure** — Layer: cloud; Postings: 27; Share: 0.0333; Required: 20; Open postings: 15; First seen: 2026-05-28 - **Pandas** — Layer: frameworks; Postings: 27; Share: 0.0333; Required: 7; Open postings: 19; First seen: 2026-06-09 - **Copilot** — Layer: tools; Postings: 26; Share: 0.0321; Required: 18; Open postings: 12; First seen: 2026-06-03 - **Microsoft Excel** — Layer: tools; Postings: 25; Share: 0.0308; Required: 19; Open postings: 11; First seen: 2026-07-20 - **Chromatography** — Layer: practices; Postings: 24; Share: 0.0296; Required: 23; Open postings: 9; First seen: 2026-07-09 - **LLM** — Layer: ai; Postings: 24; Share: 0.0296; Required: 20; Open postings: 10; First seen: 2026-05-28 - **Platform Engineering** — Layer: practices; Postings: 23; Share: 0.0284; Required: 23; Open postings: 11; First seen: 2026-06-03 - **Veeva** — Layer: tools; Postings: 20; Share: 0.0247; Required: 18; Open postings: 15; First seen: 2025-12-23 - **Statistical Process Control** — Layer: practices; Postings: 20; Share: 0.0247; Required: 9; Open postings: 10; First seen: 2026-08-28 - **Multimodal AI** — Layer: practices; Postings: 19; Share: 0.0234; Required: 18; Open postings: 8; First seen: 2026-06-09 - **GLP** — Layer: practices; Postings: 18; Share: 0.0222; Required: 14; Open postings: 10; First seen: 2026-07-09 - **Databricks** — Layer: cloud; Postings: 17; Share: 0.021; Required: 15; Open postings: 12; First seen: 2026-07-07 - **Master Data Management** — Layer: practices; Postings: 16; Share: 0.0197; Required: 16; Open postings: 5; First seen: 2026-07-17 - **Mass Spectrometry** — Layer: practices; Postings: 16; Share: 0.0197; Required: 15; Open postings: 9; First seen: 2026-07-14 - **Model Context Protocol** — Layer: tools; Postings: 16; Share: 0.0197; Required: 13; Open postings: 10; First seen: 2026-07-07 - **PyTorch** — Layer: frameworks; Postings: 15; Share: 0.0185; Required: 15; Open postings: 7; First seen: 2026-06-22 - **Flow Cytometry** — Layer: practices; Postings: 15; Share: 0.0185; Required: 14; Open postings: 11; First seen: 2026-07-09 - **Alteryx** — Layer: tools; Postings: 15; Share: 0.0185; Required: 10; Open postings: 4; First seen: 2026-08-02 - **21 CFR Part 11** — Layer: practices; Postings: 14; Share: 0.0173; Required: 14; Open postings: 10; First seen: 2026-08-11 - **Knowledge Graph** — Layer: practices; Postings: 14; Share: 0.0173; Required: 11; Open postings: 7; First seen: 2026-07-31 - **Computer Vision** — Layer: practices; Postings: 14; Share: 0.0173; Required: 8; Open postings: 7; First seen: 2026-07-09 - **ETL/ELT** — Layer: practices; Postings: 13; Share: 0.016; Required: 7; Open postings: 4; First seen: 2026-08-05 - **Tableau** — Layer: cloud; Postings: 12; Share: 0.0148; Required: 11; Open postings: 5; First seen: 2026-08-11 - **Git** — Layer: tools; Postings: 12; Share: 0.0148; Required: 8; Open postings: 6; First seen: 2026-06-03 - **ELISA** — Layer: practices; Postings: 11; Share: 0.0136; Required: 11; Open postings: 7; First seen: 2026-07-09 - **Mandiant capa** — Layer: tools; Postings: 11; Share: 0.0136; Required: 11; Open postings: 6; First seen: 2026-07-25 - **Collibra** — Layer: cloud; Postings: 11; Share: 0.0136; Required: 9; Open postings: 7; First seen: 2026-07-31 - **Incident Management** — Layer: practices; Postings: 11; Share: 0.0136; Required: 9; Open postings: 6; First seen: 2026-07-23 - **Agentic Workflows** — Layer: practices; Postings: 10; Share: 0.0123; Required: 10; Open postings: 4; First seen: 2026-06-18 - **LLM Guardrails** — Layer: practices; Postings: 10; Share: 0.0123; Required: 9; Open postings: 7; First seen: 2026-06-18 - **OpenAI** — Layer: cloud; Postings: 10; Share: 0.0123; Required: 8; Open postings: 4; First seen: 2026-06-12 - … 197 more in the JSON form ## Changes ### First appeared - **Microsoft Fabric** — First seen: 2026-11-05 - **Cortex XDR** — First seen: 2026-11-05 - **Cortex XSOAR** — First seen: 2026-11-05 - **GitHub Actions** — First seen: 2026-11-05 - **Delta Lake** — First seen: 2026-10-26 - **Spring Boot** — First seen: 2026-10-26 - **Antibody Engineering** — First seen: 2026-10-22 - **Splunk** — First seen: 2026-10-22 ### Rising - **GMP** — Share from: 8; Share to: 20 - **CAPA** — Share from: 7; Share to: 13 - **AI Agents** — Share from: 6; Share to: 12 - **GCP** — Share from: 2; Share to: 7 - **CI/CD** — Share from: 1; Share to: 5 - **AWS** — Share from: 1; Share to: 5 - **NLP** — Share from: 1; Share to: 5 - **Power BI** — Share from: 4; Share to: 7 ### Falling - **Machine Learning** — Share from: 50; Share to: 21 - **JavaScript** — Share from: 22; Share to: 12 - **Node JS** — Share from: 20; Share to: 11 ## Similar stacks - [Eli Lilly and Company](https://alion.io/company/lilly-com/technologies) — Shared technologies: 198 - [Pfizer](https://alion.io/company/pfizer/technologies) — Shared technologies: 163 - [AbbVie](https://alion.io/company/abbvie/technologies) — Shared technologies: 189 - [Johnson & Johnson](https://alion.io/company/jnj/technologies) — Shared technologies: 189 - [Bayer](https://alion.io/company/bayer-7/technologies) — Shared technologies: 154 - [Merck & Co.](https://alion.io/company/msd/technologies) — Shared technologies: 205 - [AstraZeneca](https://alion.io/company/astra-zeneca/technologies) — Shared technologies: 212 - [Gilead Sciences](https://alion.io/company/gilead/technologies) — Shared technologies: 143 --- [Page](https://alion.io/company/novartis/technologies) · [JSON](https://alion.io/company/novartis/technologies.json) Source: Alion (alion.io), 2026-11-11. 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