Learn the core concepts of databases and data management systems.
- What are databases?
- DBMS vs Database
- Data vs Information
- Database models
- ACID properties
- CAP theorem
- Database design principles
- Data integrity
Master relational database theory, normalization, and design principles.
- Relational model
- Tables, rows, and columns
- Primary and foreign keys
- Entity-Relationship diagrams
- Normalization (1NF, 2NF, 3NF)
- Denormalization strategies
- Referential integrity
- Database constraints
Learn SQL syntax, basic queries, and data manipulation operations.
- SQL syntax and structure
- SELECT statements
- WHERE clauses and filtering
- INSERT, UPDATE, DELETE
- Data types
- Sorting and grouping
- NULL handling
- Basic functions
Master complex queries, joins, subqueries, and advanced SQL features.
- JOIN operations (INNER, LEFT, RIGHT, FULL)
- Subqueries and CTEs
- Window functions
- Aggregate functions
- CASE statements
- Stored procedures
- Triggers
- Views and materialized views
Design efficient database schemas and model complex data relationships.
- Conceptual data modeling
- Logical database design
- Physical database design
- Schema design patterns
- Relationship modeling
- Business rules implementation
- Data warehouse design
- Design documentation
Optimize database performance through indexing, query tuning, and monitoring.
- Database indexing strategies
- Query execution plans
- Query optimization techniques
- Performance monitoring
- Database profiling
- Partitioning strategies
- Caching mechanisms
- Connection pooling
Understand NoSQL database types, use cases, and design principles.
- NoSQL database types
- Document databases
- Key-value stores
- Column-family databases
- Graph databases
- BASE properties
- Eventual consistency
- NoSQL vs SQL comparison
Master MongoDB document database operations, aggregation, and modeling.
- MongoDB architecture
- Documents and collections
- CRUD operations
- Query operators
- Aggregation framework
- Indexing in MongoDB
- Schema design patterns
- Replication and sharding
Understand transaction management, isolation levels, and concurrency control.
- Transaction concepts
- ACID properties explained
- Isolation levels
- Concurrency control
- Locking mechanisms
- Deadlock handling
- Distributed transactions
- Two-phase commit
Implement database security, access control, and data protection strategies.
- Database authentication
- User management
- Role-based access control
- SQL injection prevention
- Data encryption
- Backup security
- Audit logging
- Compliance requirements
Manage database migrations, versioning, and maintenance operations.
- Schema migration strategies
- Database versioning
- Data migration techniques
- Backup and recovery
- Database maintenance
- Performance monitoring
- Disaster recovery planning
- High availability setup
Explore modern database patterns, microservices, and cloud databases.
- Microservices data patterns
- Database per service
- Event sourcing
- CQRS pattern
- Cloud databases
- Serverless databases
- Database scaling strategies
- Multi-database architectures