Training Data Lineage - Mastering Data Traceability in the Enterprise

$3,465

  • 3 days
  • Onsite
  • 10 people max.
Ref: UDB620
10 people max.
$3,465
In-company rate: from $6,290 for the whole team
On-site and certification exam on quote
3 days
Onsite

Don't let this gap widen

Why this program matters

  • Without data lineage mastery, companies lose an average of 20% of revenue due to poor data quality, according to Gartner.

  • GDPR compliance audits stretch 40% longer without clear traceability, exposing firms to fines up to 4% of annual revenue.

  • Data teams waste 30% of their time debugging undetectable errors in pipelines.

  • In 2024, 65% of CIOs cite the lack of lineage as a major barrier to data transformation.

  • Every quarter without data lineage skills widens the competitive gap, risking obsolescence of critical business insights.

Allan BUSI, Learni trainer · AI expert
Allan BUSI

Learni trainer · AI expert

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

25,807 programs · 25 countries

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

Every program built with a dedicated engineer

  • OpenAI
  • Anthropic
  • Mistral AI
  • NVIDIA
  • Google
  • Amazon Web Services
  • Microsoft Dynamics 365
  • Salesforce
  • ServiceNow
  • 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 data lineage concepts for professional data governance
  • Develop traceability skills to optimize enterprise flows
  • Implement data lineage tools in certified environments
  • Design lineage diagrams for audits and GDPR compliance
  • Optimize ETL pipelines with complete visibility on transformations
  • Deploy scalable data lineage solutions in production
  • Evaluate the business impact of enhanced traceability in the enterprise

Data Lineage curriculum: 3 modules over 3 days

Module 1 : Data Lineage Fundamentals: Modeling Data Flow Traceability (Apache Atlas tools, diagrams)

Dive into the essential principles of data lineage, analyzing real ETL pipelines with Apache Atlas and OpenLineage, creating visual diagrams to trace data origins, practical exercises on enterprise cases such as data warehouse migrations, identifying dependencies between sources and transformations, producing a first lineage report ready for audit, with personalized feedback from the trainer to consolidate your professional skills.

Module 2 : Data Lineage Implementation: Integrating into ETL and Data Lakes (Collibra, dbt, Airflow)

Move to action by integrating data lineage into your daily tools like dbt and Apache Airflow, automatic configuration of metadata to trace complex SQL transformations, workshops on S3 or Azure data lakes with Collibra for end-to-end visibility, resolution of concrete error propagation scenarios, generation of interactive lineage dashboards, real enterprise condition tests, and performance optimization for scalable and certified environments.

Module 3 : Advanced Data Lineage: Governance and Production Deployment (Audits, ML Pipelines)

Master advanced cases by applying data lineage to ML and big data pipelines with Kafka and Spark, GDPR audit simulations to validate compliance, automated deployment via CI/CD for continuous traceability, business impact analysis on insight quality, creation of tailored data lineage governance policies for your enterprise, final exercises on the red thread project with presentation, and personalized action plan for immediate post-training implementation.

How Data Lineage skills are assessed

  • Multiple-choice quiz to validate acquired knowledge at the end of the training
  • Continuous assessment through practical exercises on real pipelines
  • Presentation of the red thread data lineage project to the trainer

How the Data Lineage course is taught

  • Courses led by an active expert data trainer
  • Practical exercises on real enterprise data lineage cases
  • Progressive red thread project over 3 days
  • Complete course materials and tool resources provided to each participant

Data Lineage training: access and practical arrangements

The Training Data Lineage - Mastering Data Traceability in the Enterprise 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 Data Traceability in the Enterprise 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 Data Traceability in the Enterprise 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 tools, diagrams, collibra, dbt, airflow and audits. Those tools come from the Data Lineage program itself, delivered on site over 3 days, so participants practise on the stack they will use at work.
What can participants do after Data Lineage training?+
They can master data lineage concepts for professional data governance, develop traceability skills to optimize enterprise flows and implement data lineage tools in certified environments. Those are the stated objectives of the Data Lineage program at Intermediate level, checked by the end-of-session assessment.
What does the Data Lineage program cover, day by day?+
Day 1: Data Lineage Fundamentals: Modeling Data Flow Traceability (Apache Atlas tools, diagrams). Day 2: Data Lineage Implementation: Integrating into ETL and Data Lakes (Collibra, dbt, Airflow). Day 3: Advanced Data Lineage: Governance and Production Deployment (Audits, ML Pipelines). The Data Lineage program runs over 3 days, delivered on site.
How is Data Lineage training assessed?+
Assessment relies on multiple-choice quiz to validate acquired knowledge at the end of the training, continuous assessment through practical exercises on real pipelines and presentation of the red thread data lineage project to the trainer. 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 $3,465 per participant. For an in-company team, the flat rate starts at $6,290 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?+
3 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?+
Knowledge of SQL, ETL and data pipelines, basics of data governance.
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.
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