# Machinify - **Answer**: Machinify builds mostly with SQL, Python, Scala, Java. Its stack also includes Spark, AWS, Snowflake, Google BigQuery. SQL is named in 21 of the 55 job postings Machinify published in the last 12 months (38%). Counted by Alion from the job postings of Machinify, updated Nov 11, 2026. - **Window days**: 365 - **Postings analysed**: 55 - **Open postings**: 40 - **Technologies in use**: 95 - **Modernity score**: 89 - **Ai adoption**: yes - **License**: CC BY-SA 4.0 ## Company - **Id**: 7119 - **Name**: Machinify - **Domain**: machinify.com - **Url**: ## Technologies - **SQL** — Layer: languages; Postings: 21; Share: 0.3818; Required: 21; Open postings: 17; First seen: 2026-01-27 - **Python** — Layer: languages; Postings: 21; Share: 0.3818; Required: 20; Open postings: 20; First seen: 2026-01-22 - **AI Agents** — Layer: practices; Postings: 14; Share: 0.2545; Required: 14; Open postings: 12; First seen: 2026-01-22 - **Scala** — Layer: languages; Postings: 13; Share: 0.2364; Required: 13; Open postings: 10; First seen: 2026-01-22 - **Java** — Layer: languages; Postings: 11; Share: 0.2; Required: 11; Open postings: 9; First seen: 2026-01-27 - **LLM** — Layer: ai; Postings: 11; Share: 0.2; Required: 11; Open postings: 9; First seen: 2026-02-24 - **Microsoft Excel** — Layer: tools; Postings: 10; Share: 0.1818; Required: 8; Open postings: 4; First seen: 2026-03-13 - **Rust** — Layer: languages; Postings: 9; Share: 0.1636; Required: 9; Open postings: 7; First seen: 2026-01-27 - **Spark** — Layer: cloud; Postings: 8; Share: 0.1455; Required: 7; Open postings: 8; First seen: 2026-02-03 - **AWS** — Layer: cloud; Postings: 7; Share: 0.1273; Required: 7; Open postings: 6; First seen: 2026-01-22 - **CI/CD** — Layer: practices; Postings: 7; Share: 0.1273; Required: 7; Open postings: 4; First seen: 2026-01-22 - **Claude** — Layer: ai; Postings: 7; Share: 0.1273; Required: 7; Open postings: 6; First seen: 2026-02-24 - **ETL/ELT** — Layer: practices; Postings: 7; Share: 0.1273; Required: 6; Open postings: 3; First seen: 2026-01-22 - **Snowflake** — Layer: data; Postings: 5; Share: 0.0909; Required: 5; Open postings: 3; First seen: 2026-07-28 - **Multimodal AI** — Layer: practices; Postings: 5; Share: 0.0909; Required: 2; Open postings: 5; First seen: 2026-02-24 - **Agentic Workflows** — Layer: practices; Postings: 4; Share: 0.0727; Required: 4; Open postings: 4; First seen: 2026-02-09 - **Azure** — Layer: cloud; Postings: 4; Share: 0.0727; Required: 4; Open postings: 3; First seen: 2026-01-22 - **ChatGPT** — Layer: ai; Postings: 4; Share: 0.0727; Required: 4; Open postings: 3; First seen: 2026-03-05 - **Claude Code** — Layer: tools; Postings: 4; Share: 0.0727; Required: 4; Open postings: 4; First seen: 2026-02-24 - **Databricks** — Layer: cloud; Postings: 4; Share: 0.0727; Required: 4; Open postings: 3; First seen: 2026-07-28 - **GCP** — Layer: cloud; Postings: 4; Share: 0.0727; Required: 4; Open postings: 3; First seen: 2026-01-22 - **Kubernetes** — Layer: cloud; Postings: 4; Share: 0.0727; Required: 4; Open postings: 3; First seen: 2026-01-22 - **LLM Evaluation** — Layer: practices; Postings: 4; Share: 0.0727; Required: 4; Open postings: 4; First seen: 2026-02-24 - **OpenAI Codex** — Layer: tools; Postings: 4; Share: 0.0727; Required: 4; Open postings: 4; First seen: 2026-02-24 - **RAG** — Layer: practices; Postings: 4; Share: 0.0727; Required: 4; Open postings: 4; First seen: 2026-02-24 - **Windows** — Layer: cloud; Postings: 4; Share: 0.0727; Required: 4; Open postings: 3; First seen: 2026-05-12 - **Docker** — Layer: tools; Postings: 3; Share: 0.0545; Required: 3; Open postings: 3; First seen: 2026-01-27 - **Go** — Layer: languages; Postings: 3; Share: 0.0545; Required: 3; Open postings: 2; First seen: 2026-01-22 - **Google BigQuery** — Layer: data; Postings: 3; Share: 0.0545; Required: 3; Open postings: 2; First seen: 2026-07-28 - **MS SQL** — Layer: data; Postings: 3; Share: 0.0545; Required: 3; Open postings: 2; First seen: 2026-03-13 - **Machine Learning** — Layer: practices; Postings: 3; Share: 0.0545; Required: 3; Open postings: 3; First seen: 2026-02-24 - **Power BI** — Layer: cloud; Postings: 3; Share: 0.0545; Required: 3; Open postings: 3; First seen: 2026-09-23 - **Structured Outputs** — Layer: practices; Postings: 3; Share: 0.0545; Required: 3; Open postings: 3; First seen: 2026-02-24 - **dbt** — Layer: tools; Postings: 3; Share: 0.0545; Required: 3; Open postings: 3; First seen: 2026-09-23 - **Apache Kafka** — Layer: cloud; Postings: 3; Share: 0.0545; Required: 2; Open postings: 3; First seen: 2026-02-03 - **Grafana** — Layer: cloud; Postings: 3; Share: 0.0545; Required: 2; Open postings: 2; First seen: 2026-01-22 - **LangGraph** — Layer: frameworks; Postings: 3; Share: 0.0545; Required: 2; Open postings: 3; First seen: 2026-02-24 - **Model Context Protocol** — Layer: tools; Postings: 3; Share: 0.0545; Required: 2; Open postings: 3; First seen: 2026-04-09 - **Prometheus** — Layer: tools; Postings: 3; Share: 0.0545; Required: 2; Open postings: 2; First seen: 2026-01-22 - **LangChain** — Layer: frameworks; Postings: 3; Share: 0.0545; Required: 0; Open postings: 3; First seen: 2026-02-24 - **Airflow** — Layer: cloud; Postings: 2; Share: 0.0364; Required: 2; Open postings: 1; First seen: 2026-01-22 - **Anthropic SDK** — Layer: frameworks; Postings: 2; Share: 0.0364; Required: 2; Open postings: 2; First seen: 2026-02-24 - **Copilot** — Layer: tools; Postings: 2; Share: 0.0364; Required: 2; Open postings: 2; First seen: 2026-06-30 - **Delta Lake** — Layer: data; Postings: 2; Share: 0.0364; Required: 2; Open postings: 1; First seen: 2026-07-28 - **Dimensional Modeling** — Layer: practices; Postings: 2; Share: 0.0364; Required: 2; Open postings: 2; First seen: 2026-09-23 - **Gemini** — Layer: ai; Postings: 2; Share: 0.0364; Required: 2; Open postings: 2; First seen: 2026-02-24 - **Git** — Layer: tools; Postings: 2; Share: 0.0364; Required: 2; Open postings: 2; First seen: 2026-01-23 - **Human-in-the-Loop** — Layer: practices; Postings: 2; Share: 0.0364; Required: 2; Open postings: 2; First seen: 2026-02-09 - **JavaScript** — Layer: languages; Postings: 2; Share: 0.0364; Required: 2; Open postings: 2; First seen: 2026-01-23 - **OpenAI Agents SDK** — Layer: frameworks; Postings: 2; Share: 0.0364; Required: 2; Open postings: 2; First seen: 2026-02-24 - … 45 more in the JSON form ## Changes ### First appeared - **Power BI** — First seen: 2026-09-23 - **dbt** — First seen: 2026-09-23 - **Dimensional Modeling** — First seen: 2026-09-23 - **Snowflake** — First seen: 2026-07-28 - **Databricks** — First seen: 2026-07-28 - **Google BigQuery** — First seen: 2026-07-28 - **Delta Lake** — First seen: 2026-07-28 - **Copilot** — First seen: 2026-06-30 ### Rising - **SQL** — Share from: 18; Share to: 43 - **Python** — Share from: 18; Share to: 35 - **ChatGPT** — Share from: 0; Share to: 13 - **Power BI** — Share from: 0; Share to: 13 - **dbt** — Share from: 0; Share to: 13 - **Snowflake** — Share from: 9; Share to: 17 ### Falling - **LLM** — Share from: 27; Share to: 4 - **Java** — Share from: 27; Share to: 9 - **Rust** — Share from: 27; Share to: 9 - **Scala** — Share from: 27; Share to: 13 ### Not seen 180d - **Multimodal AI** — Last seen: 2026-04-17 - **Agentic Workflows** — Last seen: 2026-04-17 - **RAG** — Last seen: 2026-04-17 - **Apache Kafka** — Last seen: 2026-04-17 - **Grafana** — Last seen: 2026-04-17 - **Prometheus** — Last seen: 2026-04-17 - **Structured Outputs** — Last seen: 2026-04-09 - **LangGraph** — Last seen: 2026-04-09 ## Similar stacks - [BMC Software](https://alion.io/company/bmc-software/technologies) — Shared technologies: 81 - [PointClickCare](https://alion.io/company/point-click-care/technologies) — Shared technologies: 79 - [Artefact](https://alion.io/company/artefact-com/technologies) — Shared technologies: 76 - [Conga](https://alion.io/company/conga/technologies) — Shared technologies: 75 - [Caylent](https://alion.io/company/caylent/technologies) — Shared technologies: 77 - [Blend360](https://alion.io/company/blend360/technologies) — Shared technologies: 81 - [Tiger Analytics](https://alion.io/company/tigeranalytics/technologies) — Shared technologies: 90 - [Proofpoint](https://alion.io/company/proofpoint/technologies) — Shared technologies: 79 --- [Page](https://alion.io/company/machinify/technologies) · [JSON](https://alion.io/company/machinify/technologies.json) Source: Alion (alion.io), 2026-11-12. 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