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.
Immersive introduction to the essential principles of data lineage, exploration of key definitions and benefits for data governance, analysis of real enterprise cases like failing ETL pipelines, practical exercises to identify primary flows in a simple dataset, creation of a first manual traceability diagram using tools like Draw.io, establishment of a personal glossary to anchor professional skills from day one.
Quick installation of environments like Apache Atlas and OpenLineage, configuration of a first connector to trace SQL metadata, guided exercises on PostgreSQL databases to visualize data transformations, simulation of ETL flows with Airflow and automatic data lineage capture, production of a basic traceability report, group discussions on integrations suited to your enterprise stack, immediate value through reusable production deliverables.
Detailed construction of data lineage models for hybrid cloud/on-premise architectures, use of Marquez to map Spark and Kafka jobs, practical workshops on real-time metadata capture, resolution of real scenarios like post-aggregation traceability, generation of interactive diagrams with tools like Apache Superset, collective review of common enterprise errors, consolidation of a personal ongoing project for immediate application of acquired skills.
Hands-on implementation of data lineage in dbt and Airflow pipelines, automatic instrumentation of SQL transformations with SQLLineage, testing on large datasets to simulate production environments, interactive debugging of failing flows using lineage visualization, optimization of traceability performance to reduce cloud costs, production of a personalized data lineage monitoring dashboard, preparation for integration with tools like Collibra for enterprise-certified governance.
Advanced exploration of standards like DCAM for professional data governance, workshops on GDPR audits via sensitive data traceability, case studies of major incidents avoided by robust data lineage, scalability exercises with Kubernetes for massive flows, development of a personalized enterprise action plan, final MCQ and presentation of the ongoing project, issuance of certificates and resources for continued skill development post-training.
The Training Data Lineage - Tracing Data Flows in the Enterprise 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 Lineage - Tracing Data Flows in the Enterprise 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 Lineage - Tracing Data Flows in the Enterprise 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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Droit du NumériqueIndustry-certified30 minutes with a learning advisor. No commitment. No sales pitch dressed up as a demo.