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.
Dive into the basics of data lineage by exploring its definition, its crucial role in data governance and the risks of lacking traceability. Set up a test environment with Python and Pandas to visualize simple flows. Perform your first exercises on extracting metadata from SQL databases. Analyze real cases of companies affected by untraced data losses. Produce a first manual lineage map that will serve as the basis for the capstone project.
Learn to model data lineages by identifying sources, ETL processes and destinations. Use Mermaid and Draw.io to create interactive diagrams of complex data flows. Practice on real datasets from ETL pipelines like Apache Airflow. Integrate SQL and Python transformations into your mapping. Collaborate in pairs to audit a fictional company pipeline. Validate your models with consistency checks and export them in shareable formats for effective data governance.
Discover leading open source tools like OpenLineage and Marquez to automate lineage capture. Configure connectors with dbt and Spark on a local cluster. Generate automatic traces during real ETL executions. Explore the Marquez web interface to query and visualize data dependency graphs. Apply these tools to your capstone project by instrumenting a simple pipeline. Test resilience to schema changes and document configurations for production deployment.
Integrate data lineage into enterprise governance by aligning with GDPR and ISO 8000. Conduct compliance audits on sensitive flows with PII masking. Set up basic monitoring via Prometheus and Grafana to alert on lineage breaks. Analyze impact on data quality via freshness and completeness metrics. Adapt your capstone project to a real business scenario like financial reporting. Produce an audit report with actionable recommendations for data teams.
Finalize your capstone project by deploying a complete pipeline with automated data lineage on Docker. Integrate it into a CI/CD workflow via GitHub Actions for secure production deployment. Simulate data incident scenarios to test traceability. Present your solution to the group with a live demo and Q&A. Evaluate scalable performance on large volumes. Receive personalized feedback from the expert trainer and leave with a certification-ready portfolio for your professional CV.
The Training Data Lineage - Mastering Data Traceability 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 - Mastering Data Traceability 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 - Mastering Data Traceability 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.