Training Data Lineage 2026 - Mastering Automated Traceability

$5,775

  • 5 days
  • Onsite
  • 10 people max.
Ref: JEP166
10 people max.
$5,775
In-company rate: from $10,395 for the whole team
On-site and certification exam on quote
5 days
Onsite

Don't let this gap widen

Why this program matters

  • Without mastering data lineage 2026, 68% of data incidents remain undetectable, generating up to 5M€ in annual GDPR fines for companies.

  • Data teams lose 45% of their time on blind debugging, delaying critical business insights by weeks.

  • In 2026, 82% of regulatory audits fail due to lack of automated traceability, exposing companies to market exclusion and mass layoffs.

  • Every quarter without expert skills widens a fatal competitive gap, while rivals deliver reliable data 3x faster.

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

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  • Aptar
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  • Equans
  • EDF
  • Ubisoft
  • Microsoft

Every program built with a dedicated engineer

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

Data Lineage training objectives

  • Master the 2026 data lineage standards for certifying professional projects
  • Implement automated traceability in enterprise big data environments
  • Develop skills in AI tools for predicting data flows
  • Design scalable and resilient metadata architectures
  • Optimize data governance with lineage for advanced GDPR compliance
  • Deploy open-source lineage solutions in production for certification

Data Lineage curriculum: 5 modules over 5 days

Module 1 : Data Lineage 2026 Fundamentals: Standards and Advanced Metadata (OpenLineage, Marquez)

Dive into the 2026 evolutions of data lineage with hands-on OpenLineage and Marquez to trace complex metadata, set up test environments on real enterprise datasets, perform practical exercises in automated mapping between sources and destinations, analyze concrete cases of hybrid cloud-onprem flows, produce your first interactive lineage report ready for governance.

Module 2 : Expert Data Lineage Tools: Implementation with Apache Atlas and Collibra

Install and configure Apache Atlas for big data lineage, integrate Collibra into existing pipelines via API, conduct practical audits on Hadoop/Spark clusters, simulate data debugging scenarios with real-time traceability, develop custom scripts to enrich metadata, validate your implementations through unit tests and group code reviews for immediate professional applications.

Module 3 : Data Lineage in Streaming: Kafka, Spark, and AI Prediction (2026 Trends)

Explore real-time traceability on Kafka Streams and Spark Structured Streaming, deploy ML models to predict lineage drifts using integrated TensorFlow or PyTorch, practice on large-scale simulated 2026 datasets, trace end-to-end flows with tools like Spline, optimize performance through advanced profiling, generate interactive dashboards for enterprise monitoring, transform your skills into strategic assets.

Module 4 : Scalable Data Lineage Architectures: Cloud and Multi-Tenant (AWS Glue, Azure Purview)

Design multi-cloud data lineage architectures with AWS Glue and Azure Purview, migrate legacy pipelines to scalable 2026 setups, implement cross-platform metadata federation, test resilience against failures using chaos engineering, develop CI/CD automations for lineage, analyze Fortune 500 enterprise cases, produce a personalized deployable blueprint to boost your career.

Module 5 : Data Lineage Governance and Compliance 2026: Audits and Certification

Master lineage audits for GDPR/DORA 2026 using frameworks like DCAM, simulate regulatory inspections on your capstone project, integrate ethical AI into traceability, deploy proactive alerts for data anomalies, finalize a certifying governance plan with measurable KPIs, present your solution to peers for expert feedback, leave with skills ready for critical enterprise missions.

How Data Lineage skills are assessed

  • Advanced quiz on 2026 data lineage standards
  • Evaluation through capstone project demonstrating complete traceability
  • Simulated audit and technical presentation to the expert trainer

How the Data Lineage course is taught

  • Sessions led by active certified data architects
  • Hands-on exercises on real enterprise data pipelines
  • Progressive 5-day capstone project with 2026 datasets
  • Complete resources: code, documentation, video replays

Data Lineage training: access and practical arrangements

The Training Data Lineage 2026 - Mastering Automated 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 2026 - Mastering Automated 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 2026 - Mastering Automated 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.

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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 2026 training?+
Hands-on work runs on openLineage, marquez, 2026 Trends, AWS Glue and azure Purview. Those tools come from the Data Lineage 2026 program itself, delivered on site over 5 days, so participants practise on the stack they will use at work.
What can participants do after Data Lineage 2026 training?+
They can master the 2026 data lineage standards for certifying professional projects, implement automated traceability in enterprise big data environments and develop skills in AI tools for predicting data flows. Those are the stated objectives of the Data Lineage 2026 program at Expert level, checked by the end-of-session assessment.
What does the Data Lineage 2026 program cover, day by day?+
Day 1: Data Lineage 2026 Fundamentals: Standards and Advanced Metadata (OpenLineage, Marquez). Day 2: Expert Data Lineage Tools: Implementation with Apache Atlas and Collibra. Day 3: Data Lineage in Streaming: Kafka, Spark, and AI Prediction (2026 Trends). Day 4: Scalable Data Lineage Architectures: Cloud and Multi-Tenant (AWS Glue, Azure Purview). Day 5: Data Lineage Governance and Compliance 2026: Audits and Certification. The Data Lineage 2026 program runs over 5 days, delivered on site.
How is Data Lineage 2026 training assessed?+
Assessment relies on advanced quiz on 2026 data lineage standards, evaluation through capstone project demonstrating complete traceability and simulated audit and technical presentation to the expert trainer. Learni issues a completion certificate together with the individual assessment report at the end of the Data Lineage 2026 program, which an L&D team can file as evidence.
How much does Data Lineage 2026 training cost per participant?+
Data Lineage 2026 training costs $5,775 per participant. For an in-company team, the flat rate starts at $10,395 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 2026 training take?+
5 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 2026 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 2026 training?+
Expertise in advanced data pipelines, Spark, Kafka, complex ETL/ELT, and SQL/NoSQL.
Is a certificate issued after Data Lineage 2026 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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