Is the training Qualiopi certified?

Yes, Learni is a Qualiopi-certified training organization. This certification guarantees the quality of our courses and enables funding through OPCO and other mechanisms.

How can I fund my training?

Our courses are eligible for OPCO funding. Learni supports you through the funding process. A personalized quote is available upon request.

What are the prerequisites for this training?

The prerequisites for the Formation dbt - Maîtrisez les pipelines data SQL efficacement training are: Bases en SQL, notions de Git, environnement de développement installé.. A preliminary interview validates your eligibility.

Is the training available in person?

Yes, the Formation dbt - Maîtrisez les pipelines data SQL efficacement training is available in distanciel. The format can be adapted to your needs (inter, intra, custom).

Formation dbt - Maîtrisez les pipelines data SQL... | Learni

The story of Learni

Founded by passionate advocates of learning and innovation, Learni set out to make professional training accessible to everyone, everywhere in the world. Our team works in the largest cities such as Paris, Lyon, Marseille, and internationally, to support talents and organizations in their skills development.

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Methods, approaches, and teaching resources

The Formation dbt - Maîtrisez les pipelines data SQL efficacement training is delivered in-person or remotely (blended-learning, e-learning, virtual classroom, remote in-person). At Learni, a Qualiopi-certified training organization, each program is designed to maximize skills acquisition, regardless of the training mode chosen.

The trainer alternates between demonstrative, interrogative, and active methods (through practical exercises and/or real-world scenarios). This pedagogical approach ensures concrete and directly applicable learning in the workplace.

Teaching resources provided

To ensure the quality of the Formation dbt - Maîtrisez les pipelines data SQL efficacement training, Learni provides the following teaching resources:

Mac or PC computers, high-speed fiber internet, whiteboard or flipchart, video projector or interactive touchscreen (for remote sessions)
Training environments installed on workstations or accessible online
Course materials, practical exercises, and supplementary resources
Post-training access to materials and teaching resources

For in-house training at a location external to Learni, the client ensures and commits to having all necessary teaching materials (IT equipment, internet connection...) for the proper conduct of the training action in accordance with the prerequisites indicated in the communicated training program.

* contact us for remote feasibility** ratio varies depending on the training followed

Assessment methods

The assessment of skills acquired during the Formation dbt - Maîtrisez les pipelines data SQL efficacement training is carried out through:

During training: case studies, practical exercises, and professional scenarios
At the end of training: self-assessment questionnaire and skills evaluation by the trainer
After training: training completion certificate detailing acquired skills

Training accessibility

Learni is committed to the accessibility of its professional training programs. All our training programs are accessible to people with disabilities. Our teams are available to adapt teaching methods to your specific needs. Do not hesitate to contact us for any accommodation request.

Training objectives

Installer et configurer dbt dans votre environnement

Créer des modèles de données modulaires avec dbt

Implémenter des tests automatisés pour la qualité data

Générer une documentation interactive de vos projets

Déployer des pipelines data via dbt Cloud ou local

Optimiser les performances et gérer les dépendances

Training program

Module 1Introduction à dbt : installation et premier projet (dbt init, Git, YAML)

Plongez dans dbt en installant l'outil sur votre machine, configurez votre premier projet avec dbt init, explorez la structure des dossiers, et lancez dbt run sur un dataset simple, tout en intégrant Git pour le versionning, via des exercices pratiques sur warehouse comme Snowflake ou BigQuery, pour bâtir votre confiance dès le départ et visualiser vos premiers résultats transformés.

Module 2Modélisation data : modèles SQL et macros (seeds, models, Jinja)

Construisez des modèles data incrémentaux avec SQL et Jinja, chargez des seeds pour des données de référence, testez des macros réutilisables sur cas concrets comme la préparation de dashboards BI, enchaînez dbt compile et dbt test pour valider vos transformations, et générez des vues matérialisées, dans une ambiance motivante où chaque exercice vous rapproche d'un pipeline data professionnel et scalable.

Module 3Qualité et documentation : tests et dbt docs (schema tests, singular tests)

Renforcez la fiabilité de vos data via des tests personnalisés comme not_null ou accepted_values, documentez automatiquement votre projet avec dbt docs generate et servez une interface web interactive, appliquez des freshness checks sur sources réelles, corrigez des erreurs en temps réel lors d'exercices collaboratifs, pour acquérir des habitudes qui préviennent 80% des bugs data et impressionnent vos équipes.

Module 4Déploiement et bonnes pratiques : dbt Cloud, scheduling (DAGs, exposures)

Maîtrisez le déploiement sur dbt Cloud ou GitHub Actions, configurez des jobs schedulés pour des runs automatisés, modélisez des DAGs complexes avec exposures vers BI tools comme Tableau, optimisez les performances via incremental models, finalisez par un projet capstone livrable et déployé, prêt à intégrer votre stack data et booster votre carrière dès la fin de la formation.