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.
Discover the key components of Databricks, from integration with VMware to configuring elastic clusters on Hyper-V, through practical exercises on real virtualized environments. Analyze workspaces, collaborative notebooks, and Photon engine to accelerate SQL queries, simulating enterprise cases with auto-scaling and integrated monitoring, producing a deliverable and optimized architecture diagram.
Dive into Delta Lake for transactional tables on Proxmox, implement MERGE, TIME TRAVEL, and OPTIMIZE via interactive notebooks, processing massive datasets from virtualization. Resolve data quality scenarios with Z-Order indexing and liquid clustering, generate performance reports, and deploy robust ETL pipelines, with a focus on resilience in professional production.
Configure MLflow to track experiments on virtualized VMware clusters, register models with Unity Catalog, and orchestrate distributed runs on Spark. Practice model serving in batch/streaming via Databricks Model Registry, test A/B testing on Hyper-V, analyze metrics with MLflow UI, and produce a deployable model registry, suited for expert data teams.
Master Unity Catalog to centralize metadata on Proxmox environments, implement fine-grained access control, data lineage, and tagging via SQL and Python. Simulate compliance audits with Delta Sharing, configure volumes and external locations, generate governance dashboards, and integrate with BI tools, ensuring zero-trust security in enterprise virtualized contexts.
Optimize Spark jobs on Databricks with auto-scaling, spot instances, and serverless compute on VMware/Hyper-V, using profiling tools and Delta optimizations. Reduce costs by 40% by analyzing Ganglia metrics, implement DBT workflows for CI/CD, test high-concurrency clusters, and finalize a deliverable scaling plan, certifying your expert skills in data virtualization.
The Training Databricks - Optimizing Data Pipelines at Scale 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 Databricks - Optimizing Data Pipelines at Scale 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 Databricks - Optimizing Data Pipelines at Scale 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.
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VirtualisationIndustry-certified
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DevOpsIndustry-certified
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Infrastructure & RéseauxIndustry-certified
Infrastructure & RéseauxIndustry-certified
Infrastructure & RéseauxIndustry-certified
Infrastructure & RéseauxIndustry-certified
Infrastructure & RéseauxIndustry-certified
Infrastructure & RéseauxIndustry-certified30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.