Jupiter Notebooks
Siempre primero.
Sea el primero en enterarse de las últimas novedades,
productos y tendencias.
¡Gracias por suscribirse!
Jupyter Notebooks se han convertido en el cuaderno interactivo estándar para exploración de datos, prototipado de modelos y documentación viva. En Itrion los transformamos en artefactos reproducibles y gobernados que pasan de research a producción sin fricción.
Gestionamos 3 700 notebooks activos, ejecutando más de 12 mil M celdas anuales en entornos seguros y versionados.
3 700
Notebooks gestionados
12 B
Celdas ejecutadas/año
98 %
Reproducibilidad builds
5,2 min
Tiempo medio CI
Beneficios clave de Jupyter Notebooks
Ejecución célula‑a‑célula
Markdown + código
Kernels Python, R, Julia…
Extensiones imprescindibles
| Extensión | Función | Aporte Itrion |
|---|---|---|
| nbdime | Diferencias Notebook Git | Integrado en PR templates |
| jupytext | Sync .ipynb ⇄ .py/.md | Revision control limpio |
| papermill | Parametrizar & ejecutar | CI cron pipelines |
| voilà | Dashboard sin código | Exposición interna BI |
| great‑expectations | Data quality checks | Alertas Slack |
De notebook experimental a producción
1. Exploración & EDA
Notebook local con kernels aislados venv.
2. Sincronización Git
Jupytext guarda en .py; revisión en Pull Request.
3. Parametrización
Papermill inyecta parámetros & tags de celda.
4. Orquestación CI/CD
GitHub Actions ejecuta y publica artefactos.
5. Deploy Voilà/API
Dashboards reactivos o FastAPI service.
Fortalezas exclusivas de Itrion
Seguridad Kernel
Ejecución en contenedores jailed, sin acceso root; auditoría código con guardias.
Reproducibilidad 98 %
Images Docker declarativas + pip‑compile; hash SHA‑256 del entorno en cada commit.
Governance NB Police
Linting nbQA, tamaño máx. output, limpieza de celdas secret.
Automatización CI Notebook
Pipeline Papermill + Great Expectations genera reportes PDF y publica en Confluence.
Por qué elegir Itrion
- • Onboarding express: espacio JupyterLab corporativo en < 48 h.
- • Compliance ENS & ISO 27017: cifrado EBS, SSO, logs inmutables.
- • Cost‑efficient: autoscaling nodos spot, ahorro 40 % compute.
- • Soporte 24/7: restore kernel en 30 s, hotline Dev Productivity.
Jupyter Notebooks have become the standard interactive notebook for data exploration, model prototyping, and live documentation. At Itrion, we transform them into reproducible, governed artifacts that smoothly transition from research to production.
We manage 3,700 active notebooks, executing over 12B cells annually in secure, versioned environments.
3,700
Notebooks managed
12B
Cells executed/year
98%
Build reproducibility
5.2 min
Average CI time
Key Benefits of Jupyter Notebooks
Cell-by-cell execution
Markdown + code
Python, R, Julia kernels…
Essential Extensions
| Extension | Function | Itrion Contribution |
|---|---|---|
| nbdime | Notebook Git Diffs | Integrated in PR templates |
| jupytext | Sync .ipynb ⇄ .py/.md | Clean revision control |
| papermill | Parameterize & run | CI cron pipelines |
| voilà | Code-free dashboards | Internal BI exposure |
| great‑expectations | Data quality checks | Slack alerts |
From Experimental Notebook to Production
1. EDA Exploration
Local notebook with isolated venv kernels.
2. Git Synchronization
Jupytext saves to .py; Pull Request review.
3. Parameterization
Papermill injects parameters & cell tags.
4. CI/CD Orchestration
GitHub Actions executes & publishes artifacts.
5. Deploy Voilà/API
Reactive dashboards or FastAPI service.
Exclusive Itrion strengths
Kernel Security
Execution in jailed containers, no root access; code auditing with guards.
98% Reproducibility
Declarative Docker images + pip‑compile; SHA‑256 hash of environment per commit.
Governance NB Police
Linting nbQA, max output size, secret cell cleanup.
Notebook CI Automation
Papermill + Great Expectations pipeline generates PDF reports and publishes on Confluence.
Reasons to choose Itrion
- • Onboarding express: corporate JupyterLab space in < 48 h.
- • Compliance ENS & ISO 27017: EBS encryption, SSO, immutable logs.
- • Cost-efficient: autoscaling spot nodes, 40% compute savings.
- • 24/7 support: kernel restore in 30 s, Dev Productivity hotline.
Jupyter Notebooks se han convertido en el cuaderno interactivo estándar para exploración de datos, prototipado de modelos y documentación viva. En Itrion los transformamos en artefactos reproducibles y gobernados que pasan de research a producción sin fricción.
Gestionamos 3 700 notebooks activos, ejecutando más de 12 mil M celdas anuales en entornos seguros y versionados.
3 700
Notebooks gestionados
12 B
Celdas ejecutadas/año
98 %
Reproducibilidad builds
5,2 min
Tiempo medio CI
Beneficios clave de Jupyter Notebooks
Ejecución célula‑a‑célula
Markdown + código
Kernels Python, R, Julia…
Extensiones imprescindibles
| Extensión | Función | Aporte Itrion |
|---|---|---|
| nbdime | Diferencias Notebook Git | Integrado en PR templates |
| jupytext | Sync .ipynb ⇄ .py/.md | Revision control limpio |
| papermill | Parametrizar & ejecutar | CI cron pipelines |
| voilà | Dashboard sin código | Exposición interna BI |
| great‑expectations | Data quality checks | Alertas Slack |
De notebook experimental a producción
1. Exploración EDA
Notebook local con kernels aislados venv.
2. Sincronización Git
Jupytext guarda en .py; revisión en Pull Request.
3. Parametrización
Papermill inyecta parámetros & tags de celda.
4. Orquestación CI/CD
GitHub Actions ejecuta y publica artefactos.
5. Deploy Voilà/API
Dashboards reactivos o FastAPI service.
Fortalezas exclusivas de Itrion
Seguridad Kernel
Ejecución en contenedores jailed, sin acceso root; auditoría código con guardias.
Reproducibilidad 98 %
Images Docker declarativas + pip‑compile; hash SHA‑256 del entorno en cada commit.
Governance NB Police
Linting nbQA, tamaño máx. output, limpieza de celdas secret.
Automatización CI Notebook
Pipeline Papermill + Great Expectations genera reportes PDF y publica en Confluence.
Por qué elegir Itrion
- • Onboarding express: espacio JupyterLab corporativo en < 48 h.
- • Compliance ENS & ISO 27017: cifrado EBS, SSO, logs inmutables.
- • Cost‑efficient: autoscaling nodos spot, ahorro 40 % compute.
- • Soporte 24/7: restore kernel en 30 s, hotline Dev Productivity.
Jupyter Notebooks have become the standard interactive notebook for data exploration, model prototyping, and live documentation. At Itrion, we transform them into reproducible, governed artifacts that smoothly transition from research to production.
We manage 3,700 active notebooks, executing over 12B cells annually in secure, versioned environments.
3,700
Notebooks managed
12B
Cells executed/year
98%
Build reproducibility
5.2 min
Average CI time
Key Benefits of Jupyter Notebooks
Cell-by-cell execution
Markdown + code
Python, R, Julia kernels…
Essential Extensions
| Extension | Function | Itrion Contribution |
|---|---|---|
| nbdime | Notebook Git Diffs | Integrated in PR templates |
| jupytext | Sync .ipynb ⇄ .py/.md | Clean revision control |
| papermill | Parameterize & run | CI cron pipelines |
| voilà | Code-free dashboards | Internal BI exposure |
| great‑expectations | Data quality checks | Slack alerts |
From Experimental Notebook to Production
1. EDA Exploration
Local notebook with isolated venv kernels.
2. Git Synchronization
Jupytext saves to .py; Pull Request review.
3. Parameterization
Papermill injects parameters & cell tags.
4. CI/CD Orchestration
GitHub Actions executes & publishes artifacts.
5. Deploy Voilà/API
Reactive dashboards or FastAPI service.
Exclusive Itrion strengths
Kernel Security
Execution in jailed containers, no root access; code auditing with guards.
98% Reproducibility
Declarative Docker images + pip‑compile; SHA‑256 hash of environment per commit.
Governance NB Police
Linting nbQA, max output size, secret cell cleanup.
Notebook CI Automation
Papermill + Great Expectations pipeline generates PDF reports and publishes on Confluence.
Reasons to choose Itrion
- • Onboarding express: corporate JupyterLab space in < 48 h.
- • Compliance ENS & ISO 27017: EBS encryption, SSO, immutable logs.
- • Cost-efficient: autoscaling spot nodes, 40% compute savings.
- • 24/7 support: kernel restore in 30 s, Dev Productivity hotline.
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.
At Itrion, we provide direct, professional communication aligned with the objectives of each organisation. We diligently address all requests for information, evaluation, or collaboration that we receive, analysing each case with the seriousness it deserves.
If you wish to present us with a project, evaluate a potential solution, or simply gain a qualified insight into a technological or business challenge, we will be delighted to assist you. Your enquiry will be handled with the utmost care by our team.