Training OpenLineage - Mastering Advanced Data Lineage

Specialist course · Minimum level required

$3,465

  • 3 days
  • Onsite
  • 10 people max.
Ref: NOG388
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 mastery of OpenLineage, 68% of data teams lose more than 20% of their time debugging failing pipelines, according to Gartner.

  • This leads to estimated annual financial losses of 500k€ from untraceable data errors in large enterprises.

  • Your career stagnates against rising demand for data governance, exposing you to obsolescence and GDPR noncompliance with fines up to 4% of revenue.

  • Invest now in this advanced training to secure your data flows and strengthen your expertise.

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

41,114 programs · 25 countries

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

Every program built with a dedicated engineer

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  • Notion
  • AMD
  • Apple

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

OpenLineage training objectives

  • Master the implementation of OpenLineage in complex professional data environments.
  • Develop advanced skills to integrate OpenLineage with Spark, Airflow, and dbt in enterprise settings.
  • Design custom OpenLineage facets to optimize data governance.
  • Optimize traceability performance in certified Big Data pipelines.
  • Deploy OpenLineage at scale for enhanced GDPR compliance.
  • Analyze and visualize data lineages via Marquez for actionable insights.

Program

OpenLineage curriculum: 3 modules over 3 days

Module 1 : Advanced OpenLineage Fundamentals: Integration with Spark and Airflow (API, facets, instrumentation)

Discover advanced OpenLineage concepts through hands-on workshops on Spark and Airflow, configure automatic job instrumentation, implement custom facets to capture business metadata, test live on real pipelines, generate your first lineage reports, and analyze complex data flows for immediate enterprise traceability.

Module 2 : OpenLineage with dbt and Kafka: Deployment Methods and Optimization (hooks, serializers, monitoring)

Dive into OpenLineage integration with dbt and Kafka through hands-on exercises, deploy custom hooks to trace SQL transformations, optimize serializers for streaming flows, monitor in real-time via Prometheus, resolve concrete data drift cases, and produce interactive lineage diagrams to accelerate production debugging.

Module 3 : Production Deployment of OpenLineage: Governance and Visualization (Marquez, security, scaling)

Master large-scale deployment with Marquez to visualize global lineages, secure OpenLineage APIs with OAuth and RBAC, scale on Kubernetes for Big Data clusters, audit GDPR compliance via advanced queries, complete a capstone project on your own datasets, and leave with a portfolio of enterprise-ready deliverables.

How OpenLineage skills are assessed

  • Advanced technical quizzes on OpenLineage and its integrations.
  • Practical case studies with real pipeline instrumentation.
  • Final project: deployment of a complete OpenLineage solution evaluated by experts.

How the OpenLineage course is taught

  • Interactive pedagogical methods: 70% hands-on, 30% theory.
  • Unlimited access to replays and post-training resources for 12 months.
  • Personalized mentoring support for enterprise implementation.
  • Qualiopi certification validating advanced data lineage skills.

OpenLineage training: access and practical arrangements

The Training OpenLineage - Mastering Advanced Data Lineage 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 OpenLineage - Mastering Advanced Data Lineage 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 OpenLineage - Mastering Advanced Data Lineage 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 OpenLineage 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

OpenLineage: frequently asked questions

Which tools are used in OpenLineage training?+
Hands-on work runs on API, facets, instrumentation, hooks, serializers and monitoring. Those tools come from the OpenLineage program itself, delivered on site over 3 days, so participants practise on the stack they will use at work.
What can participants do after OpenLineage training?+
They can master the implementation of OpenLineage in complex professional data environments, develop advanced skills to integrate OpenLineage with Spark, Airflow, and dbt in enterprise settings and design custom OpenLineage facets to optimize data governance. Those are the stated objectives of the OpenLineage program at Advanced level, checked by the end-of-session assessment.
What does the OpenLineage program cover, day by day?+
Day 1: Advanced OpenLineage Fundamentals: Integration with Spark and Airflow (API, facets, instrumentation). Day 2: OpenLineage with dbt and Kafka: Deployment Methods and Optimization (hooks, serializers, monitoring). Day 3: Production Deployment of OpenLineage: Governance and Visualization (Marquez, security, scaling). The OpenLineage program runs over 3 days, delivered on site.
How is OpenLineage training assessed?+
Assessment relies on advanced technical quizzes on OpenLineage and its integrations, practical case studies with real pipeline instrumentation and final project: deployment of a complete OpenLineage solution evaluated by experts. Learni issues a completion certificate together with the individual assessment report at the end of the OpenLineage program, which an L&D team can file as evidence.
How much does OpenLineage training cost per participant?+
OpenLineage 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 OpenLineage 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 OpenLineage 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 OpenLineage training?+
Solid experience in data engineering, mastery of pipelines with Apache Airflow or Spark, knowledge of data lineage and SQL/NoSQL.
Is a certificate issued after OpenLineage 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 OpenLineage 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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