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Training Data Quality 2026 - Optimizing the Reliability of Critical Data

Ref: SWZ547
10 people max.
5500€ HT / per person
−15% from 2 people−30% from 3 people−50% from 5 people
Pay in 3 installments · +$170/day onsite · +$500 with certification exam
5 journées
distanciel

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Learning objectives

  • Master the Data Quality 2026 standards to certify skills in the company.
  • Develop automated validation pipelines in professional training.
  • Optimize anomaly detection with advanced tools for data performance.
  • Implement business rules compliant with 2026 standards in a professional context.
  • Evaluate and correct the quality of massive data for efficiency gains.
  • Design Data Quality monitoring dashboards for reliable decisions.
  • Acquire certifying skills in data optimization for the company.

The Learni story

Founded by passionate learning and innovation experts, Learni's mission is to make professional training accessible to everyone, anywhere in the world. Our team operates in major hubs — London, New York, Boston — and internationally, to support talents and organizations in upskilling.

Don't let this gap widen

Why this program matters

  • Without this upskilling, your team accumulates a technological gap that translates directly into productivity loss.

  • Organizations that don't train their talents on key topics see their competitiveness drop.

  • Every quarter without training is a gap widening with competitors who invest.

  • The cost of inaction quickly exceeds that of well-targeted training.

Allan Busi
Allan Busi

Learni Trainer · Expert

73%productivity gap
×3cost of inaction

Program

Module 1Data Quality 2026 Fundamentals: Profiling and Metrics (Talend, Great Expectations tools)

Discover the Data Quality 2026 principles through practical exercises on real datasets, automated profiling with Talend to identify duplicates and inconsistencies, calculation of metrics such as completeness and accuracy, collaborative workshops in remote format to validate schemas, deliverables include ready-to-production profiling reports, strengthening professional certifying skills.

Module 2Data Quality 2026 Validation and Cleaning: Automated Rules (Python Pandas, Advanced SQL)

Dive into Python scripts to validate 2026 compliance, interactive cleaning of dirty data with Pandas and regex, unit tests on ETL pipelines, real business cases of companies losing millions due to data errors, pair exercises to correct biases, generation of detailed logs, all in a smooth remote format, boosting expertise in performance optimization.

Module 3Data Quality 2026 Anomalies and Monitoring: Real-Time Detection (Apache NiFi, ELK Stack)

Set up real-time alerts with NiFi for critical data streams, implement basic ML via ELK for spotting outliers, load testing simulations on massive volumes, practical workshops on e-commerce datasets, creation of personalized Kibana dashboards, business impact analysis, ideal for certifying skills in the company, interactive remote session.

Module 4Data Quality 2026 Governance: Cache and Optimization (Redis, Governance Frameworks)

Master Redis cache to accelerate data quality queries, deploy frameworks like Collibra adapted to 2026, workshops on business policies and audits, web performance optimization via clean data, Fortune 500 case studies, automated scripts for cache refresh, deliverables include governance plans, ideal professional training for data DevOps.

Module 5Data Quality 2026 Deployment and Certification: Integrated Projects (CI/CD, Final Certification)

Integrate everything via capstone project in CI/CD GitHub Actions, deploy Data Quality 2026 pipelines in AWS cloud, peer review for robustness, certification evaluation with MCQ and real case, final optimization for scalability, post-training resource access, conclude with skills ready for the company, in highly effective remote format.

Evaluation method

  • Daily interactive quizzes on remote platforms.
  • Real case studies with personalized feedback.
  • Final certifying project evaluated by Qualiopi experts.

Learning method

  • 70% hands-on practice with real tools and live datasets.
  • 30% theory adapted to 2026 standards.
  • Collaborative exercises in small groups.
  • Unlimited post-training support for 6 months.

Methods, materials and delivery

The Training Data Quality 2026 - Optimizing the Reliability of Critical Data program is delivered onsite or remote (blended-learning, e-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 Quality 2026 - Optimizing the Reliability of Critical Data 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 Quality 2026 - Optimizing the Reliability of Critical Data 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

Learni programs are available inter-company and intra-company, onsite or remote. Enrollments are possible up to 48 business hours before the program starts. Our programs are eligible for corporate funding paths. Contact us to discuss your training project and funding options.

Verified reviews

What our learners

4.9 · +100 verified reviews
★★★★★

« cool, j'ai appris des trucs »

TomFormation AWS — Cloud Practitioner
★★★★★

« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »

Eva CarpentierFormation LLM en Entreprise — Claude, ChatGPT, Mistral
★★★★★

« la formation dev etait intense mais grave bien. merci Anthony Khelil »

NolanDWWM - Développeur Web et Web Mobile
★★★★★

« 😊👍 »

AmbreDWWM - Développement Web & Mobile React
★★★★★

« bien 👍 »

Léo BlanchardFormation AWS — DevOps Engineer Professional
★★★★★

« Allan Busi t'es au top, continue comme ça. formation géniale »

MargotFormation Claude & ChatGPT — Comparatif et Cas d'Usage
★★★★★

« cool, j'ai appris des trucs »

TomFormation AWS — Cloud Practitioner
★★★★★

« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »

Eva CarpentierFormation LLM en Entreprise — Claude, ChatGPT, Mistral
★★★★★

« la formation dev etait intense mais grave bien. merci Anthony Khelil »

NolanDWWM - Développeur Web et Web Mobile
★★★★★

« 😊👍 »

AmbreDWWM - Développement Web & Mobile React
★★★★★

« bien 👍 »

Léo BlanchardFormation AWS — DevOps Engineer Professional
★★★★★

« Allan Busi t'es au top, continue comme ça. formation géniale »

MargotFormation Claude & ChatGPT — Comparatif et Cas d'Usage
★★★★★

« cool, j'ai appris des trucs »

TomFormation AWS — Cloud Practitioner
★★★★★

« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »

Eva CarpentierFormation LLM en Entreprise — Claude, ChatGPT, Mistral
★★★★★

« la formation dev etait intense mais grave bien. merci Anthony Khelil »

NolanDWWM - Développeur Web et Web Mobile
★★★★★

« 😊👍 »

AmbreDWWM - Développement Web & Mobile React
★★★★★

« bien 👍 »

Léo BlanchardFormation AWS — DevOps Engineer Professional
★★★★★

« Allan Busi t'es au top, continue comme ça. formation géniale »

MargotFormation Claude & ChatGPT — Comparatif et Cas d'Usage
Read all reviews
Our method

Training quality, guaranteed at every step

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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