Is the training Qualiopi certified?

Yes, Learni is a Qualiopi-certified training organization. This certification guarantees the quality of our courses and enables funding through OPCO and other mechanisms.

How can I fund my training?

Our courses are eligible for OPCO funding. Learni supports you through the funding process. A personalized quote is available upon request.

What are the prerequisites for this training?

The prerequisites for the Training Rate Limiting - Protecting APIs Against Massive Abuses training are: Proficiency in REST/GraphQL APIs, HTTP protocols, and languages such as Node.js, Python or Go. A preliminary interview validates your eligibility.

Is the training available in person?

Yes, the Training Rate Limiting - Protecting APIs Against Massive Abuses training is available in in-person. The format can be adapted to your needs (inter, intra, custom).

Training Rate Limiting - Protecting APIs Against... | Learni

The story of Learni

Founded by passionate advocates of learning and innovation, Learni set out to make professional training accessible to everyone, everywhere in the world. Our team works in the largest cities such as Paris, Lyon, Marseille, and internationally, to support talents and organizations in their skills development.

Configure your training

Response within 24hNo commitment100% free

8 spots remaining for the next session

FormatParticipantsDateDetails

Which format do you prefer?

Methods, approaches, and teaching resources

The Training Rate Limiting - Protecting APIs Against Massive Abuses training is delivered in-person or remotely (blended-learning, e-learning, virtual classroom, remote in-person). At Learni, a Qualiopi-certified training organization, each program is designed to maximize skills acquisition, regardless of the training mode chosen.

The trainer alternates between demonstrative, interrogative, and active methods (through practical exercises and/or real-world scenarios). This pedagogical approach ensures concrete and directly applicable learning in the workplace.

Teaching resources provided

To ensure the quality of the Training Rate Limiting - Protecting APIs Against Massive Abuses training, Learni provides the following teaching resources:

Mac or PC computers, high-speed fiber internet, whiteboard or flipchart, video projector or interactive touchscreen (for remote sessions)
Training environments installed on workstations or accessible online
Course materials, practical exercises, and supplementary resources
Post-training access to materials and teaching resources

For in-house training at a location external to Learni, the client ensures and commits to having all necessary teaching materials (IT equipment, internet connection...) for the proper conduct of the training action in accordance with the prerequisites indicated in the communicated training program.

* contact us for remote feasibility** ratio varies depending on the training followed

Assessment methods

The assessment of skills acquired during the Training Rate Limiting - Protecting APIs Against Massive Abuses training is carried out through:

During training: case studies, practical exercises, and professional scenarios
At the end of training: self-assessment questionnaire and skills evaluation by the trainer
After training: training completion certificate detailing acquired skills

Training accessibility

Learni is committed to the accessibility of its professional training programs. All our training programs are accessible to people with disabilities. Our teams are available to adapt teaching methods to your specific needs. Do not hesitate to contact us for any accommodation request.

Training objectives

Master rate limiting algorithms to secure professional APIs

Implement token bucket and sliding window in enterprise environments

Develop certified adaptive rate limiting strategies

Configure open-source tools to monitor and adjust limits

Optimize rate limiting against DDoS attacks in production

Design resilient architectures integrating rate limiting

Deploy scalable rate limiting solutions for DevSecOps skills

Training program

Module 1Rate Limiting Fundamentals: Identifying Threats and Strategies (Traffic Analysis, Key Metrics)

In-depth analysis of API abuse attacks such as DDoS and excessive scraping, hands-on with monitoring tools like Prometheus and Grafana to visualize request spikes, practical exercises on real company logs, definition of thresholds adapted to your services, creation of a first rate limiting metrics dashboard, with concrete cases to anticipate professional risks and build a solid foundation for the training.

Module 2Rate Limiting Algorithms: Token Bucket and Leaky Bucket (Implementation in Node.js, Python)

Deep dive into essential rate limiting algorithms with token bucket for controlled bursts and leaky bucket for steady flows, hands-on coding in Node.js with express-rate-limit and in Python via Flask-Limiter, testing on simulated enterprise APIs, optimization of parameters for maximum performance, resolution of overload scenarios, production of certified reusable code, transforming your skills into immediate assets for real projects.

Module 3Advanced Rate Limiting: Sliding Window and Fixed Window (Redis, Databases)

Exploration of sliding and fixed windows for enhanced rate limiting precision, integration with Redis for distributed storage and scalability, exercises on multi-node clusters simulating enterprise environments, management of dynamic IPs and JWT tokens, comparative benchmarks to select the best approach, development of a custom module, with focus on resilience and maintenance, directly boosting the efficiency of your professional APIs.

Module 4Adaptive Rate Limiting Strategies: AI and Machine Learning (TensorFlow Tools, Anomaly Detection)

Development of intelligent rate limiting via ML to detect anomalies in real-time, use of TensorFlow Lite and scikit-learn on API traffic data, practical workshops to model abusive behaviors, dynamic adjustment of limits based on observed patterns, case studies from leading companies, implementation of a predictive prototype, strengthening your DevSecOps skills to anticipate 2026 threats and securely protect your services long-term.

Module 5Production Deployment of Rate Limiting: Kubernetes, Cloud (Helm Charts, AWS API Gateway)

Production deployment with Kubernetes via Helm for distributed rate limiting, configuration on AWS API Gateway and Google Cloud, simulations of massive attacks to validate robustness, CI/CD optimization with GitHub Actions, advanced monitoring and Slack alerts, completion of a professional ongoing project, delivery of deployable assets, ensuring certified mastery ready for the enterprise and optimal protection against future abuses.