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.
Learning objectives
- Master Qdrant's distributed architecture to scale vector searches in enterprise environments
- Develop professional skills in secure indexing compatible with GDPR
- Design optimized Qdrant pipelines for ISO 27001 compliance audits
- Implement privacy-preserving filters in Qdrant to protect sensitive data
- Optimize Qdrant performance via sharding and replication in certified contexts
- Deploy Qdrant in production with GDPR-compliant monitoring
- Audit Qdrant clusters to validate regulatory compliance
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.
Program
Module 1Qdrant Architecture: Distributed Deployment and Scalability (Docker, Kubernetes)
Discover Qdrant's advanced mechanisms for high-availability clusters, configure Docker Compose and Kubernetes to simulate an enterprise environment, implement sharding and replication with practical exercises on large datasets, generate initial performance reports, integrate basic monitoring to anticipate GDPR audits, while mastering secure configurations from the start.
Module 2Qdrant Indexing: Vector Optimization and GDPR Filters (HNSW, payloads)
Dive into Qdrant's HNSW algorithms for ultra-fast indexing, apply enriched payloads with anonymized GDPR-compliant metadata, perform exercises on conditional filtering to protect PII, test massive imports via Python client, analyze impacts on latency, produce comparative benchmarks, and prepare optimization strategies for critical environments.
Module 3Qdrant Security: Authentication and Encryption ISO 27001 (TLS, ACL)
Configure TLS and mTLS to secure Qdrant APIs, implement granular ACLs via RBAC for GDPR access controls, simulate vector attacks on sensitive embeddings, deploy encrypted backups with key rotation, perform manual configuration audits, generate compliant logs for traceability, and integrate tools like Prometheus to alert on potential vulnerabilities.
Module 4Qdrant Integrations: Compliant AI Pipelines (LangChain, GDPR embeddings)
Integrate Qdrant with LangChain and Hugging Face for advanced RAG, anonymize embeddings via differential privacy, build end-to-end pipelines with secure vectorization, test hybrid queries on simulated enterprise data, optimize costs via quantization, document flows for ISO 27001 audits, and deploy functional prototypes ready for certified production.
Module 5Qdrant Audit & Optimization: GDPR Compliance in Production (benchmarks, monitoring)
Conduct a full audit of a Qdrant cluster with GDPR and ISO 27001 checklists, optimize performance via advanced tuning and auto-scaling, simulate non-compliance scenarios for rapid remediation, generate executive reports with KPI metrics, configure Grafana alerts for continuous supervision, and validate skills via a final certifying project, ensuring immediate enterprise implementation.
Evaluation method
- Technical MCQ on Qdrant architecture and security (80% pass rate required)
- Practical project: deployment of a GDPR-compliant cluster with simulated audit
- Case study: optimization of a vector pipeline in an enterprise context
Learning method
- 70% hands-on with real exercises on Qdrant Cloud
- Concrete use cases from Qualiopi-certified companies
- Individualized remote synchronous pedagogical support
- Unlimited access to replay platform and resources for 6 months post-training
Methods, materials and delivery
The Training Qdrant - Optimizing Vector Searches in GDPR Compliance 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 Qdrant - Optimizing Vector Searches in GDPR Compliance 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 Qdrant - Optimizing Vector Searches in GDPR Compliance 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
★★★★★
« cool, j'ai appris des trucs »
★★★★★
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
★★★★★
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
★★★★★
« 😊👍 »
★★★★★
« bien 👍 »
★★★★★
« Allan Busi t'es au top, continue comme ça. formation géniale »
★★★★★
« cool, j'ai appris des trucs »
★★★★★
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
★★★★★
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
★★★★★
« 😊👍 »
★★★★★
« bien 👍 »
★★★★★
« Allan Busi t'es au top, continue comme ça. formation géniale »
★★★★★
« cool, j'ai appris des trucs »
★★★★★
« j'etais perdu au debut mais Ramy Saharaoui m'a pas laché, il a pris le temps. merci vraiment »
★★★★★
« la formation dev etait intense mais grave bien. merci Anthony Khelil »
★★★★★
« 😊👍 »
★★★★★
« bien 👍 »
★★★★★
« Allan Busi t'es au top, continue comme ça. formation géniale »
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.
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.
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.
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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