Training Data Lineage - Mastering Advanced Data Traceability

$2,310

  • 2 days
  • Onsite
  • 10 people max.
Ref: HJC574
10 people max.
$2,310
In-company rate: from $4,190 for the whole team
On-site and certification exam on quote
2 days
Onsite

Don't let this gap widen

Why this program matters

  • Without mastery of advanced data lineage, 70% of companies suffer untraceable data losses, triggering costly GDPR audits up to 4% of annual revenue according to CNIL statistics.

  • Data engineers lose 20-30% productivity debugging opaque pipelines, risking fatal business errors such as biased marketing campaigns or erroneous insights.

  • Your career stagnates against certified competition while the company exposes its reputation to massive data leaks reported in 40% of recent breaches.

  • Invest now in this training to secure your data flows and drive your data governance to expert level.

Alicia DIOH, Managing Director · Finance, AI & Management trainer
Alicia DIOH

Managing Director · Finance, AI & Management trainer

73%productivity gap
×3cost of inaction
Flag of the United StatesBuilt for US teams
Payment by wire transferEnhanced confidentialityPerfect for companies with 50 to 500 employeesScheduling to fit any time zone

Trusted by — schools, companies and industrial groups

40,869 programs · 25 countries

  • Aptar
  • ArcelorMittal
  • Equans
  • EDF
  • Ubisoft
  • Microsoft

Every program built with a dedicated engineer

  • OpenAI
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  • Mistral AI
  • NVIDIA
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  • Microsoft Dynamics 365
  • Salesforce
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  • SAP
  • Oracle
  • Cisco
  • Fortinet
  • Palo Alto Networks
  • Aruba
  • VMware
  • Red Hat
  • Databricks
  • Snowflake
  • OVHcloud
  • Notion
  • AMD
  • Apple

Companies: Aptar, ArcelorMittal, Equans, EDF, Ubisoft and Microsoft.

Data Lineage training objectives

  • Master advanced data lineage techniques for professional data governance in the enterprise
  • Develop certifiable skills in automated traceability during this dedicated training
  • Design data lineage pipelines adapted to complex big data environments
  • Implement open-source and proprietary tools to visualize data flows
  • Optimize GDPR compliance via precise traceability of data transformations
  • Deploy scalable data lineage solutions to boost business performance
  • Evaluate the business impact of strengthened data governance in a professional context

Program

Data Lineage curriculum: 2 modules over 2 days

Module 1 : Data Lineage Fundamentals: modeling and advanced tools (Apache Atlas, Collibra, practical exercises)

Discover advanced principles of data lineage with metadata modeling via Apache Atlas and Collibra, analyze complex real-time flows, configure parsers for ETL like Talend or Airflow, perform practical exercises on real datasets to map dependencies, generate interactive visual reports, and identify bottlenecks in enterprise pipelines, while integrating concrete data governance cases for immediate production application.

Module 2 : Advanced Data Lineage: production implementation and optimization (data retargeting, cloud integrations)

Dive into data lineage implementation in AWS or Azure cloud environments with tools like Monte Carlo and DataHub, optimize Python scripts for automated traceability, test data lineage retargeting scenarios on massive volumes, deploy customized dashboards for real-time monitoring, analyze GDPR compliance impact via simulated audits, and produce ready-to-use deliverables like scalable blueprints, consolidating your professional skills for critical enterprise projects.

How Data Lineage skills are assessed

  • Interactive quizzes at the end of each module on data lineage modeling
  • Practical case study with oral presentation in remote format
  • Final project: implementation of a lineage pipeline on provided dataset

How the Data Lineage course is taught

  • 80% hands-on approach with exercises on real data lineage tools
  • Real business cases adapted to advanced level
  • Individualized pedagogical support via remote platform
  • Replay videos and post-training resources for in-depth review

Data Lineage training: access and practical arrangements

The Training Data Lineage - Mastering Advanced Data Traceability 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 Data Lineage - Mastering Advanced Data Traceability program, the following equipment is required:

  • Mac or PC computers, high-speed fiber internet, whiteboard or flipchart, projector or interactive touch screen (for remote sessions)
  • Training environments installed on workstations or accessible online
  • Course materials, hands-on exercises and complementary resources
  • Post-training access to materials and educational resources

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.

* contact us for remote delivery feasibility** ratio varies depending on the program

Skills assessment methods

Assessment of skills acquired during the Training Data Lineage - Mastering Advanced Data Traceability program is performed through:

  • During training: case studies, hands-on labs and professional scenarios
  • End of training: self-assessment questionnaire and skills evaluation by the trainer
  • After training: completion certificate detailing acquired skills

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.

Our method

How Learni guarantees the quality of your Data Lineage training

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.

Step 1

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.
Step 2

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.

  • Live briefing on goals and team context.
  • Veto right — we swap the trainer for free if needed.
Step 3

Content tailored to your context

No recycled slides. The syllabus is reworked from your real cases: tools, constraints, vocabulary, ongoing projects.

  • Hands-on cases drawn from your stack and projects.
  • Program co-written then validated by your team.
Step 4

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.

  • NPS, knowledge quizzes and skills self-assessment.
  • Satisfaction guarantee: fully satisfied or free rework.

A simple promise: you don't pay to discover the trainer on day one. Everything is validated upfront, by you.

A child walking to school with a backpack
Our social commitment

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.

  • Backpack, notebooks and essential supplies
  • Distributed through our partner charities
  • Included, at no extra cost to you
Enroll and offer a kit
FAQ

Data Lineage: frequently asked questions

Which tools are used in Data Lineage training?+
Hands-on work runs on apache Atlas, collibra, practical exercises, data retargeting and cloud integrations. Those tools come from the Data Lineage program itself, delivered on site over 2 days, so participants practise on the stack they will use at work.
What can participants do after Data Lineage training?+
They can master advanced data lineage techniques for professional data governance in the enterprise, develop certifiable skills in automated traceability during this dedicated training and design data lineage pipelines adapted to complex big data environments. Those are the stated objectives of the Data Lineage program at Advanced level, checked by the end-of-session assessment.
What does the Data Lineage program cover, day by day?+
Day 1: Data Lineage Fundamentals: modeling and advanced tools (Apache Atlas, Collibra, practical exercises). Day 2: Advanced Data Lineage: production implementation and optimization (data retargeting, cloud integrations). The Data Lineage program runs over 2 days, delivered on site.
How is Data Lineage training assessed?+
Assessment relies on interactive quizzes at the end of each module on data lineage modeling, practical case study with oral presentation in remote format and final project: implementation of a lineage pipeline on provided dataset. Learni issues a completion certificate together with the individual assessment report at the end of the Data Lineage program, which an L&D team can file as evidence.
How much does Data Lineage training cost per participant?+
Data Lineage training costs $2,310 per participant. For an in-company team, the flat rate starts at $4,190 for the whole group, up to 8 people. The detailed quote, sent within one business day, adjusts the amount to the format and how far the syllabus is tailored to your team.
How long does Data Lineage training take?+
2 days, available live online (US time zones) or on-site at your offices. Half-day tracks spread over several weeks are possible so the team stays operational.
Who pays for Data Lineage training?+
Most US teams pay directly through their company L&D or training budget. Learni invoices in US dollars and accepts bank transfer (ACH/wire) or card, with volume pricing for teams. A purchase order is welcome.
What do participants need to know before Data Lineage training?+
Experience in data engineering with ETL pipelines, mastery of SQL and Python, knowledge of data modeling and tools like Apache Atlas or Collibra.
Is a certificate issued after Data Lineage training?+
Yes. A Learni completion certificate is issued, along with the individual evaluation report. Learni is a certified training provider and prepares for third-party certifications, but does not award them itself.
Does Learni provide the equipment for Data Lineage training?+
No. A computer and a stable internet connection are required for each participant. Learni provides the learning platform, the trainer and all course materials.
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