Rigorous trainer selection
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
- Triple validation: technical, pedagogical, sectoral.
- Minimum rating 4.8/5 over the last 12 sessions.
Describe your need, get a tailored program and a pre-filled quote in 3 min. A 100% free call with an advisor.
Founded by passionate learning and innovation experts, Learni's mission is to make professional training accessible to everyone, anywhere in the world. Our team operates in major hubs — London, New York, Boston — and internationally, to support talents and organizations in upskilling.
Don't let this gap widen
Without this upskilling, your team accumulates a technological gap that translates directly into productivity loss.
Organizations that don't train their talents on key topics see their competitiveness drop.
Every quarter without training is a gap widening with competitors who invest.
The cost of inaction quickly exceeds that of well-targeted training.
Analysis of Data Lake evolutions toward 2026, modeling hybrid cloud architectures with S3 and ADLS Gen2, hands-on with Iceberg for ACID transactional tables, practical exercises on designing bronze/silver/gold zone schemas, creation of Data Lake prototype on Databricks, scalability validation via massive load simulations, documented architecture deliverable ready for production.
Deployment of varied IoT and enterprise log ingestion sources, configuration of Kafka Streams for continuous flows, integration of Flink for edge processing, practical workshops on ingesting 1M events/second, resolution of real-world deduplication and exactly-once semantics cases, zonal storage cost optimization, production of functional high-availability pipeline.
Mastery of advanced Spark Structured Streaming on Data Lake, development of complex ETL with Delta Live Tables, query optimization via Catalyst and Photon, exercises on real terabyte datasets, integration of MLflow for feature stores, performance debugging in auto-scaling clusters, deliverable of optimized Spark jobs deployed in unified batch/streaming mode.
Implementation of fine-grained governance with Unity Catalog and Apache Ranger, data lineage audits via Marquez, configuration of encryption at-rest/in-transit and zero-trust, GDPR 2026 compliance workshops on Data Lake, automatic metadata tagging, breach simulations and remediation, documentation of certifying security policy for enterprise audits.
Benchmarking costs/performance of 2026 Data Lakes with Snowflake Unistore, integration of LLM inference on fresh data, setup of observability with Grafana/Prometheus, auto-tiering optimization for hot/cold data, practical cases scaling to 100PB, deployment of CI/CD with GitHub Actions, finalization of end-to-end project with skills certification and enterprise roadmap.
The Training Data Lake 2026 - Scalable Data Architectures program is delivered onsite or remote (blended-learning, e-learning, virtual classroom, remote presence). At Learni, an industry-certified training organization, every program is built to maximize skills acquisition regardless of the chosen format.
The trainer alternates between demonstrative, interrogative and active methods (through hands-on labs and/or scenarios). This pedagogical approach guarantees concrete learning that's immediately applicable at work.
For the smooth delivery of the Training Data Lake 2026 - Scalable Data Architectures program, the following equipment is required:
For intra-company training on a site outside Learni, the client commits to providing all required teaching materials (computers, internet, etc.) for the smooth delivery of the program in line with the prerequisites in the communicated program.
Assessment of skills acquired during the Training Data Lake 2026 - Scalable Data Architectures program is performed through:
Learni is committed to making its programs accessible. All our programs are accessible to people with disabilities. Our teams are available to adapt the pedagogical methods to your specific needs. Please contact us for any adjustment request.
Learni programs are available inter-company and intra-company, onsite or remote. Enrollments are possible up to 48 business hours before the program starts. Our programs are eligible for corporate funding paths. Contact us to discuss your training project and funding options.
« cool, j'ai appris des trucs »
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
« 😊👍 »
« bien 👍 »
« Allan Busi t'es au top, continue comme ça. formation géniale »
« cool, j'ai appris des trucs »
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
« 😊👍 »
« bien 👍 »
« Allan Busi t'es au top, continue comme ça. formation géniale »
« cool, j'ai appris des trucs »
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
« 😊👍 »
« bien 👍 »
« Allan Busi t'es au top, continue comme ça. formation géniale »
Before, during, after: we frame the brief, introduce the trainer, tailor the content and measure impact. You stay in control from kickoff to wrap-up.
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.
No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.
Live evaluations, 30/90/180-day check-ins and a consolidation plan. If the impact misses the mark, we rework it.
A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.
Data EngineeringIndustry-certified
Data EngineeringIndustry-certified
Data EngineeringIndustry-certified
Data EngineeringIndustry-certified
Data EngineeringIndustry-certified
Data EngineeringIndustry-certified
Big DataIndustry-certified
Big DataIndustry-certified
Big DataIndustry-certified
Big DataIndustry-certified
Big DataIndustry-certified
Big DataIndustry-certified
Data ScienceIndustry-certified
Data ScienceIndustry-certified
Data ScienceIndustry-certified
Data ScienceIndustry-certified
Data ScienceIndustry-certified
Data ScienceIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified
Cloud ComputingIndustry-certified30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.