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 Apache Kafka - Maîtriser le streaming data avancé training are: Maîtrise avancée d'Apache Kafka (producteurs, consommateurs, topics), Java/Scala/Python, Spark SQL, bases Airflow, Linux et Docker. A preliminary interview validates your eligibility.

Is the training available in person?

Yes, the Formation Apache Kafka - Maîtriser le streaming data avancé training is available in présentiel. The format can be adapted to your needs (inter, intra, custom).

Formation Apache Kafka - Maîtriser le streaming… | 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 Apache Kafka - Maîtriser le streaming data avancé 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 Apache Kafka - Maîtriser le streaming data avancé 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 Apache Kafka - Maîtriser le streaming data avancé 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

Maîtriser les mécanismes avancés d'Apache Kafka pour des pipelines data professionnels certifiants

Concevoir des applications Kafka Streams optimisées en entreprise

Intégrer Apache Kafka avec Spark pour traitements stream et batch hybrides

Orchestrer workflows Kafka-Airflow scalables avec compétences expertes

Déployer et sécuriser clusters Kafka haute performance

Optimiser tuning et monitoring Kafka pour ROI data maximal

Développer compétences certifiantes en streaming data temps réel

Training program

Module 1Architecture Apache Kafka : scaling et haute disponibilité (Kafka, Zookeeper, MirrorMaker)

Plongez dans l'architecture distribuée d'Apache Kafka, configurez partitions dynamiques et réplication synchrone, implémentez MirrorMaker pour clusters multi-sites, réalisez exercices sur fault-tolerance avec simulations de pannes, produisez diagrammes de scaling horizontal, analysez logs pour débogage expert, et validez livrables via un cluster Kafka résilient de 3 brokers.

Module 2Apache Kafka Streams : processing stateful avancé (Streams API, KTables)

Développez applications Kafka Streams complexes avec joins stateful et agrégations windowed, intégrez exactly-once semantics via transactions, testez topologies avec Kafka Streams DSL, simulez cas e-commerce pour détection fraude temps réel, optimisez state stores RocksDB, déployez via Docker Compose, et générez métriques Prometheus pour monitoring applicatif performant.

Module 3Intégration Apache Kafka-Spark : pipelines hybrides (Spark Structured Streaming)

Couplez Kafka avec Apache Spark pour ingests stream-batch unifiés, codez jobs Spark Structured Streaming sur topics Kafka, gérez watermarks et late data, exécutez triggers continus sur Databricks simulé, traitez datasets IoT massifs avec fault-recovery, visualisez outputs via Spark UI, et produisez pipelines ETL end-to-end scalables à millions d'événements/seconde.

Module 4Orchestration Kafka-Airflow : workflows data engineering (DAGs, Kafka operators)

Orchestrez pipelines Kafka via Apache Airflow avec custom operators Kafka, définissez DAGs complexes pour backfills et scheduling, intégrez sensors pour offsets Kafka, gérez retries et alerting Slack, testez sur environnements Kubernetes minikube, monitorez via Airflow UI et Grafana, et déployez workflows prod-ready pour automatisations data enterprise critiques.

Module 5Optimisation et sécurité Apache Kafka : tuning expert (ACLs, quotas, monitoring)

Optimisez performances Kafka via tuning JVM et brokers configs, implémentez ACLs Kerberos et quotas clients, déployez monitoring ELK Stack sur clusters sécurisés, analysez bottlenecks avec Kafka Manager, simulez attaques DDoS pour resilience, benchmarkez throughput >1M msg/s, et finalisez avec audit sécurité complet et plan de migration cloud hybride.