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.
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Program
Participants explore the fundamentals of Apache Arrow applied to robotic data flows. They configure test environments, perform comparative benchmarks with legacy formats, and analyse latency gains. Concrete cases from production lines illustrate optimisation of exchanges between sensors and controllers. Deliverables include a performance report and an initial serialisation prototype.
The day focuses on integrating Apache Arrow into Industry 4.0 architectures. Learners develop connectors for Siemens and Rockwell PLCs, test shared-memory read/write operations, and optimise IoT data pipelines. Practical exercises on real datasets validate performance. Deliverables: functional connector and technical documentation.
Focus on Apache Arrow Flight for high-speed communications with controllers. Participants implement Flight servers, conduct load tests, and integrate predictive maintenance workflows. Real-world collaborative robotics use cases illustrate the benefits. Deliverables include a real-time demonstrator and an optimisation plan.
In-depth C++ exploration to maximise Apache Arrow performance in embedded robotics environments. Experts design custom extensions, optimise memory, and validate integration with existing PLC systems. Exercises on production scenarios deliver measurable gains. Deliverables: optimised library and analysis report.
Final day dedicated to enterprise deployment. Participants complete a full project integrating Apache Arrow into a robotics and Industry 4.0 ecosystem, conduct performance audits, and prepare for certification. Presentation of results and feedback on operational gains. Final deliverables include the deployed project and production rollout plan.
The Training Apache Arrow 2026 - Optimising Data for Industrial Robotics program is delivered onsite or remote (blended-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.
Equipment required
For the smooth delivery of the Training Apache Arrow 2026 - Optimising Data for Industrial Robotics 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.
Skills assessment methods
Assessment of skills acquired during the Training Apache Arrow 2026 - Optimising Data for Industrial Robotics program is performed through:
Program accessibility
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.
Enrollment terms and lead times
Registration is possible up to 48 business hours before the start of training. All our programs are built for corporate L&D budgets and delivered onsite or remotely.
The Learni story
Founded by engineers and learning experts, Learni's mission is to make high-impact tech training accessible to teams everywhere. We work remotely with organizations across the US and Canada, in your time zone, to help teams upskill fast.
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.
Rigorous trainer selection
Each trainer is validated on three criteria: hands-on field expertise, proven pedagogy and alignment with your industry.
You meet the trainer beforehand
30-minute video call between you and the selected trainer to validate the fit, adjust content and clear any final doubts.
Content tailored to your context
No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.
Continuous quality follow-up
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.

A school kit donated to a child for every training booked
To fight inequalities in access to education, Learni donates a complete school kit to a child in need for every training booked. You build your skills, a child heads back to school.
30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.
IoT & embedded systemsIndustry-certified
IoT & embedded systemsIndustry-certified
IoT & embedded systemsIndustry-certified
Robotics & Industry 4.0Industry-certified
Robotics & Industry 4.0Industry-certified
Robotics & Industry 4.0Industry-certified
Automation & workflowsIndustry-certified
Automation & workflowsIndustry-certified
Automation & workflowsIndustry-certified
IoT & embedded systemsIndustry-certified
IoT & embedded systemsIndustry-certified
IoT & embedded systemsIndustry-certified
Software DevelopmentIndustry-certified
Software DevelopmentIndustry-certified
Software DevelopmentIndustry-certifiedAvailable on-site and remotely. Pick your city to see the local training center.
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