LEARN PYDANTIC V2: Master Data Modeling and Validation with High Performance
About this ebook
This book is intended for students and professionals in data, software engineering, machine learning, and cloud who want to master advanced validation, schema automation, and robust integrations with Pydantic V2. Learn to apply high-performance models in Python environments by integrating FastAPI, SQLAlchemy, Pandas, Dataclasses, Typer, Poetry, Alembic, Celery, Airflow, Kafka, MongoDB, PostgreSQL, AWS Lambda, and Google Cloud Functions. The content covers asynchronous validation, dynamic typing, efficient parsing, automated testing, JSON serialization, OpenAPI documentation, deployment via Docker, Kubernetes, and full integration with CI/CD, DataOps, and MLOps pipelines.
Includes:
• Dynamic schema structuring and automation with Pydantic V2
• Integration with FastAPI, Typer, SQLAlchemy, Pandas, Dataclasses
• Data consumption and validation in REST APIs, Kafka, and microservices
• Orchestration with Airflow, Celery, and scalable deployment via Docker/Kubernetes
• Complex data modeling for machine learning and analytics
• Testing, OpenAPI documentation, serialization, and advanced validation
• Compatibility with PostgreSQL, MongoDB, AWS, Google Cloud
Master Pydantic V2 to build resilient, scalable, and secure applications, optimizing integrations, data automation, and performance in modern environments.
pydantic, fastapi, sqlalchemy, pandas, airflow, kafka, celery, docker, kubernetes, data validation, automation, api integration, cloud, mlops, dataops
About the author
Diego Rodrigues
Technical Author and Independent Researcher
ORCID: https://orcid.org/0009-0006-
StudioD21 Smart Tech Content & Intell Systems
Email:studiod21portoalegre@
LinkedIn: linkedin.com/in/diegoexpertai
International technical author (tech writer) focused on the structured production of applied knowledge. He is the founder of StudioD21 Smart Tech Content & Intell Systems, where he leads the creation of intelligent frameworks and the publication of didactic technical books supported by artificial intelligence, such as the Kali Linux Extreme series, SMARTBOOKS D21, among others.
Holder of 42 international certifications issued by institutions such as IBM, Google, Microsoft, AWS, Cisco, META, Ec-Council, Palo Alto, and Boston University, he works in the fields of Artificial Intelligence, Machine Learning, Data Science, Big Data, Blockchain, Connectivity Technologies, Ethical Hacking, and Threat Intelligence.
Since 2003, he has developed more than 200 technical projects for brands in Brazil, the USA, and Mexico. In 2024, he established himself as one of the leading technical book authors of the new generation, with over 180 titles published in six languages. His work is based on his proprietary TECHWRITE 2.3 applied technical writing protocol, focused on scalability, conceptual precision, and practical applicability in professional environments.
