Scalable Systems Path

    Backend Development Roadmap

    Master backend development skills for building scalable, secure, and high-performance systems. Perfect for AI/ML applications and modern web services.

    20+ Skills
    Production Ready
    Security Focused

    Your Progress

    Overall Completion0%
    0
    Completed
    20
    Remaining
    5
    Sections
    20
    Total Skills

    API Development

    0% Complete
    Foundation

    Master modern API design patterns, security practices, and testing methodologies for robust backend services.

    RESTful APIs Design & Implementation

    Required

    Design principles, HTTP methods, status codes, endpoints

    API Design
    FastAPIFlaskDjango REST

    GraphQL APIs & Schema Design

    Advanced

    Schema design, resolvers, queries, mutations

    API Design
    GrapheneStrawberryAriadne

    API Security & Authentication

    Required

    Authentication, authorization, JWT, OAuth, API keys

    Security
    PyJWTpython-joseauthlib

    API Testing & Documentation

    Required

    Unit tests, integration tests, API documentation, swagger

    Testing
    pytestrequestsswagger

    Database Management

    0% Complete
    Essential

    Design scalable database architectures, optimize queries, and manage data effectively for AI/ML applications.

    SQL Databases & Query Optimization

    Required

    Schema design, complex queries, indexing, migrations

    Databases
    SQLAlchemyAlembicpsycopg2

    NoSQL Databases & Document Stores

    Advanced

    Document stores, key-value stores, graph databases

    Databases
    MongoDBRedisNeo4j

    Vector Databases for AI Applications

    Advanced

    Embedding storage, similarity search, vector indexing

    AI/ML
    ChromaDBPineconeMilvus

    Data Modeling & Validation

    Required

    Database design patterns, relationships, data validation

    Architecture
    Pydanticmarshmallowdataclasses

    Infrastructure & Deployment

    0% Complete
    Advanced

    Build scalable cloud infrastructure, implement CI/CD pipelines, and monitor production systems effectively.

    Containerization & Orchestration

    Advanced

    Docker containers, Kubernetes, container orchestration

    DevOps
    docker-composekubernetes-clientpodman

    Cloud Services & Integration

    Advanced

    AWS, GCP, Azure services, serverless architecture

    Cloud
    boto3google-cloudazure-sdk

    CI/CD Pipelines & Automation

    Advanced

    Continuous integration, automated deployment, testing

    DevOps
    GitHub ActionsJenkinsCircleCI

    Monitoring & Observability

    Advanced

    Application monitoring, logging, alerting, metrics

    Operations
    PrometheusGrafanaELK Stack

    Performance & Scaling

    0% Complete
    Advanced

    Optimize application performance, implement caching strategies, and build systems that scale efficiently.

    Caching Strategies & Implementation

    Advanced

    In-memory caching, distributed caching, CDN integration

    Performance
    RedisMemcachedVarnish

    Asynchronous Processing & Queues

    Advanced

    Message queues, task queues, webhooks, background jobs

    Architecture
    CeleryRabbitMQApache Kafka

    Load Balancing & High Availability

    Expert

    Traffic distribution, failover, horizontal scaling

    Infrastructure
    NginxHAProxyTraefik

    Performance Optimization & Profiling

    Expert

    Query optimization, profiling, bottleneck analysis

    Performance
    cProfileline_profilermemory_profiler

    Security & Compliance

    0% Complete
    Essential

    Implement robust security measures, ensure compliance standards, and protect sensitive data effectively.

    Security Best Practices & OWASP

    Required

    OWASP guidelines, secure coding, vulnerability scanning

    Security
    BanditSafetyPyGoat

    Encryption & Data Protection

    Required

    Data encryption, password hashing, secure storage

    Security
    cryptographybcryptpasslib

    Rate Limiting & DDoS Protection

    Advanced

    API throttling, DDoS protection, request validation

    Security
    Flask-LimiterDjango-ratelimitFastAPI limits

    Compliance & Audit Logging

    Expert

    GDPR, HIPAA compliance, audit logging, data protection

    Compliance
    python-auditgdpr-complianceaudit-log

    🚀 Ready to Build Scalable Systems?

    Your progress is automatically saved and synced. Master backend development systematically and build robust, scalable systems that power modern AI applications!

    0%
    Your Progress
    0
    Skills Mastered
    5
    Specializations
    Explore AI ToolsMore Roadmaps

    ✨ Progress auto-saved • Click skills to mark complete • Build scalable systems • Master backend development