Training OpenLineage 2026 - Mastering Data Lineage in Production

$5,775

  • 5 days
  • Onsite
  • 10 people max.
Ref: UGE387
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 OpenLineage 2026, 68% of data teams lose 25% of their time debugging failing pipelines, according to Gartner 2025.

  • Untracked lineage errors generate 15M€ in annual losses from RGPD compliance for Fortune 500 companies.

  • 42% of major data incidents stem from a lack of visibility on dependencies, threatening the reputation and careers of data engineers.

  • Every quarter without advanced skills widens a fatal competitive gap, with 30% of data projects abandoned due to unreliable governance.

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

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  • OVHcloud
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  • AMD
  • Apple

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

OpenLineage training objectives

  • Master OpenLineage 2026 to track professional data flows
  • Develop advanced integrations with data engineering tools
  • Implement custom facets for certifiable governance
  • Optimize monitoring and lineage queries in enterprise settings
  • Design scalable OpenLineage metadata architectures
  • Deploy OpenLineage 2026 in production with high availability
  • Acquire certifiable skills for critical data projects

Program

OpenLineage curriculum: 5 modules over 5 days

Module 1 : OpenLineage 2026 Architecture: Configure Backend and Agents (Marquez, Postgres, Kafka)

Dive into the advanced installation of OpenLineage 2026, configure Marquez as the metadata backend with Postgres and Kafka integration for streaming, test agents on real Spark and Airflow pipelines, perform practical basic traceability exercises, generate your first lineage reports, and validate the configuration via an interactive dashboard for immediate enterprise insights.

Module 2 : OpenLineage 2026 Integrations: Spark, Airflow, dbt and ETL Tools (Custom Hooks)

Integrate OpenLineage 2026 into your existing workflows, implement custom hooks for Airflow and dbt, capture lineage on complex Spark jobs with advanced SQL transformations, practice on concrete enterprise cases such as financial ETL, analyze captured datasets in real-time, optimize instrumentation performance, and produce actionable dependency diagrams for audits.

Module 3 : Advanced OpenLineage 2026 Facets: Ownership, Quality, Semantics (Custom Facets)

Develop custom facets in OpenLineage 2026 for dataset ownership, data quality, and business semantics, code Python extensions for Spark and Flink, test on multi-source pipelines with massive volumes, integrate freshness and completeness metrics, perform collaborative exercises on GDPR governance, generate enriched reports, and document your facets for team reuse.

Module 4 : Querying and Monitoring OpenLineage 2026: APIs, Marquez UI, Alerting (Prometheus)

Master the REST APIs of OpenLineage 2026 for advanced queries on historical lineages, explore Marquez UI for interactive dependency graph visualizations, configure alerting with Prometheus on traceability anomalies, practice data bug hunts via lineage graphs, analyze schema change impacts on 100+ jobs, develop automation scripts, and integrate with BI tools for data governance dashboards.

Module 5 : Production Deployment of OpenLineage 2026: Scaling, Security, Best Practices (Kubernetes, Helm)

Deploy OpenLineage 2026 in a Kubernetes cluster with secure Helm charts, scale for 10k+ jobs/day with high availability, implement RBAC and encryption for sensitive metadata, review best practices based on real enterprise failure cases, finalize a complete capstone project with a final audit, prepare legacy migrations, and obtain competency certification via multiple-choice quiz and practical presentation.

How OpenLineage skills are assessed

  • Certifying multiple-choice quiz to validate learning outcomes at the end of the training
  • Continuous evaluation through practical exercises and code reviews
  • Presentation of the OpenLineage capstone project in production-like conditions

How the OpenLineage course is taught

  • Courses led by OpenLineage production experts
  • Practical exercises on real enterprise data pipelines
  • Progressive capstone project with custom integrations
  • Complete course materials and OpenLineage GitHub resources

OpenLineage training: access and practical arrangements

The Training OpenLineage 2026 - Mastering Data Lineage in Production 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 2026 - Mastering Data Lineage in Production 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 2026 - Mastering Data Lineage in Production 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 2026 training?+
Hands-on work runs on marquez, postgres, kafka, custom Hooks, custom Facets and prometheus. Those tools come from the OpenLineage 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 OpenLineage 2026 training?+
They can master OpenLineage 2026 to track professional data flows, develop advanced integrations with data engineering tools and implement custom facets for certifiable governance. Those are the stated objectives of the OpenLineage 2026 program at Advanced level, checked by the end-of-session assessment.
What does the OpenLineage 2026 program cover, day by day?+
Day 1: OpenLineage 2026 Architecture: Configure Backend and Agents (Marquez, Postgres, Kafka). Day 2: OpenLineage 2026 Integrations: Spark, Airflow, dbt and ETL Tools (Custom Hooks). Day 3: Advanced OpenLineage 2026 Facets: Ownership, Quality, Semantics (Custom Facets). Day 4: Querying and Monitoring OpenLineage 2026: APIs, Marquez UI, Alerting (Prometheus). Day 5: Production Deployment of OpenLineage 2026: Scaling, Security, Best Practices (Kubernetes, Helm). The OpenLineage 2026 program runs over 5 days, delivered on site.
How is OpenLineage 2026 training assessed?+
Assessment relies on certifying multiple-choice quiz to validate learning outcomes at the end of the training, continuous evaluation through practical exercises and code reviews and presentation of the OpenLineage capstone project in production-like conditions. Learni issues a completion certificate together with the individual assessment report at the end of the OpenLineage 2026 program, which an L&D team can file as evidence.
How much does OpenLineage 2026 training cost per participant?+
OpenLineage 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 OpenLineage 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 OpenLineage 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 OpenLineage 2026 training?+
Experience with data pipelines (Spark, Airflow, dbt), proficiency in advanced Python and SQL.
Is a certificate issued after OpenLineage 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.
Does Learni provide the equipment for OpenLineage 2026 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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