MongoDB Data Modeling & Aggregation Training
Deepen your MongoDB expertise with this 2-day advanced course on data modeling patterns and aggregation techniques. Learn production-grade schema design, complex aggregation pipelines, multi-document transactions, change streams, and Atlas Search integration.
Training Details
Section titled “Training Details”| Duration | 2 days (16 hours) |
| Level | Intermediate |
| Delivery | In-person, Live online, Hybrid |
| Certification | N/A |
Who Is This For?
Section titled “Who Is This For?”- Developers designing complex MongoDB schemas
- Data engineers building aggregation pipelines
- Architects making data modeling decisions
- Anyone seeking advanced MongoDB development skills
Learning Outcomes
Section titled “Learning Outcomes”After completing this training, you’ll be able to:
- Apply advanced schema design patterns (bucket, polymorphic, computed, outlier)
- Build complex aggregation pipelines with window functions
- Use multi-document transactions for data consistency
- Implement change streams for real-time event processing
- Integrate Atlas Search for full-text search capabilities
- Optimize data models for read and write performance
Detailed Agenda
Section titled “Detailed Agenda”Day 1: Advanced Data Modeling
Section titled “Day 1: Advanced Data Modeling”Module 1: Schema Design Patterns
- Attribute pattern for polymorphic fields
- Bucket pattern for time-series data
- Computed pattern for pre-aggregated data
- Outlier pattern for hot documents
- Hands-on: Refactor schemas using advanced patterns
Module 2: Relationships and References
- Extended reference pattern
- Subset pattern for large documents
- Tree structures — materialized paths, nested sets
- Schema versioning and migration strategies
- Hands-on: Model a hierarchical product catalog
Module 3: Transactions and Consistency
- Multi-document ACID transactions
- Read and write concerns
- Causal consistency sessions
- Transaction best practices and limitations
- Hands-on: Implement a transactional order workflow
Day 2: Advanced Aggregation
Section titled “Day 2: Advanced Aggregation”Module 4: Complex Aggregation Pipelines
- $facet for multi-faceted search results
- $graphLookup for recursive lookups
- $merge and $out for materialized views
- Accumulator expressions and custom operators
- Hands-on: Build a multi-faceted product search
Module 5: Window Functions and Analytics
- $setWindowFields for running calculations
- Rank, dense_rank, and row number
- Moving averages and cumulative sums
- Time-series analysis with window functions
- Hands-on: Build financial analytics dashboards
Module 6: Change Streams and Real-Time
- Change stream architecture and resume tokens
- Filtering and transforming change events
- Building real-time notifications
- Atlas Search — indexes, analyzers, and scoring
- Hands-on: Build a real-time activity feed with change streams
What’s Included
Section titled “What’s Included”- Access to hands-on lab environments
- Course slides and reference materials
- Schema design templates and aggregation examples
- Post-training email support (30 days)
Request This Training
Section titled “Request This Training”Ready to bring advanced MongoDB training to your team? Contact me to discuss dates, group size, and customization options.