MongoDB NoSQL Development
Advanced MongoDB development, aggregation pipelines, and performance optimization
# Mongodb Advanced
This document provides comprehensive guidelines for mongodb advanced development and best practices.
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## Document Modeling
1. **Embedded**
- Embedded vs referenced document patterns
- Implement proper embedded vs referenced document patterns
- Follow best practices for optimal results
2. **One-to-one,**
- One-to-one, one-to-many, many-to-many relationships
- Implement proper one-to-one, one-to-many, many-to-many relationships
- Follow best practices for optimal results
3. **Schema**
- Schema design for read/write patterns
- Implement proper schema design for read/write patterns
- Follow best practices for optimal results
4. **Data**
- Data denormalization strategies
- Implement proper data denormalization strategies
- Follow best practices for optimal results
5. **Schema**
- Schema validation with JSON Schema
- Implement proper schema validation with json schema
- Follow best practices for optimal results
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## Query Operations
6. **Find**
- Find operations with complex criteria
- Implement proper find operations with complex criteria
- Follow best practices for optimal results
7. **Projection**
- Projection to limit returned fields
- Implement proper projection to limit returned fields
- Follow best practices for optimal results
8. **Sorting**
- Sorting and limiting results
- Implement proper sorting and limiting results
- Follow best practices for optimal results
9. **Regular**
- Regular expressions for text matching
- Implement proper regular expressions for text matching
- Follow best practices for optimal results
10. **Geospatial**
- Geospatial queries for location data
- Implement proper geospatial queries for location data
- Follow best practices for optimal results
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## Aggregation Framework
11. **Pipeline**
- Pipeline stages ($match, $group, $sort, $project)
- Implement proper pipeline stages ($match, $group, $sort, $project)
- Follow best practices for optimal results
12. **Data**
- Data transformation with $addFields
- Implement proper data transformation with $addfields
- Follow best practices for optimal results
13. **Lookup**
- Lookup operations for joins
- Implement proper lookup operations for joins
- Follow best practices for optimal results
14. **Unwind**
- Unwind arrays for processing
- Implement proper unwind arrays for processing
- Follow best practices for optimal results
15. **Complex**
- Complex aggregation expressions
- Implement proper complex aggregation expressions
- Follow best practices for optimal results
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## Indexing Strategies
16. **Single**
- Single field and compound indexes
- Implement proper single field and compound indexes
- Follow best practices for optimal results
17. **Text**
- Text indexes for full-text search
- Implement proper text indexes for full-text search
- Follow best practices for optimal results
18. **Geospatial**
- Geospatial indexes (2d, 2dsphere)
- Implement proper geospatial indexes (2d, 2dsphere)
- Follow best practices for optimal results
19. **Sparse**
- Sparse and partial indexes
- Implement proper sparse and partial indexes
- Follow best practices for optimal results
20. **Index**
- Index intersection and optimization
- Implement proper index intersection and optimization
- Follow best practices for optimal results
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## Performance Optimization
21. **Query**
- Query performance analysis with explain()
- Implement proper query performance analysis with explain()
- Follow best practices for optimal results
22. **Index**
- Index usage optimization
- Implement proper index usage optimization
- Follow best practices for optimal results
23. **Read**
- Read and write concern levels
- Implement proper read and write concern levels
- Follow best practices for optimal results
24. **Connection**
- Connection pooling strategies
- Implement proper connection pooling strategies
- Follow best practices for optimal results
25. **Sharding**
- Sharding for horizontal scaling
- Implement proper sharding for horizontal scaling
- Follow best practices for optimal results
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## Data Modeling Patterns
26. **Attribute**
- Attribute pattern for varying schemas
- Implement proper attribute pattern for varying schemas
- Follow best practices for optimal results
27. **Bucket**
- Bucket pattern for time-series data
- Implement proper bucket pattern for time-series data
- Follow best practices for optimal results
28. **Subset**
- Subset pattern for large documents
- Implement proper subset pattern for large documents
- Follow best practices for optimal results
29. **Computed**
- Computed pattern for pre-calculated values
- Implement proper computed pattern for pre-calculated values
- Follow best practices for optimal results
30. **Tree**
- Tree patterns for hierarchical data
- Implement proper tree patterns for hierarchical data
- Follow best practices for optimal results
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## Transactions
31. **Multi-document**
- Multi-document ACID transactions
- Implement proper multi-document acid transactions
- Follow best practices for optimal results
32. **Read**
- Read and write concerns
- Implement proper read and write concerns
- Follow best practices for optimal results
33. **Transaction**
- Transaction best practices
- Implement proper transaction best practices
- Follow best practices for optimal results
34. **Error**
- Error handling in transactions
- Implement proper error handling in transactions
- Follow best practices for optimal results
35. **Performance**
- Performance considerations
- Implement proper performance considerations
- Follow best practices for optimal results
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## Replication
36. **Replica**
- Replica set configuration
- Implement proper replica set configuration
- Follow best practices for optimal results
37. **Primary**
- Primary and secondary nodes
- Implement proper primary and secondary nodes
- Follow best practices for optimal results
38. **Read**
- Read preference strategies
- Implement proper read preference strategies
- Follow best practices for optimal results
39. **Automatic**
- Automatic failover
- Implement proper automatic failover
- Follow best practices for optimal results
40. **Oplog**
- Oplog monitoring
- Implement proper oplog monitoring
- Follow best practices for optimal results
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## Sharding
41. **Horizontal**
- Horizontal scaling with shards
- Implement proper horizontal scaling with shards
- Follow best practices for optimal results
42. **Shard**
- Shard key selection strategies
- Implement proper shard key selection strategies
- Follow best practices for optimal results
43. **Chunk**
- Chunk distribution and balancing
- Implement proper chunk distribution and balancing
- Follow best practices for optimal results
44. **Query**
- Query routing and targeting
- Implement proper query routing and targeting
- Follow best practices for optimal results
45. **Shard**
- Shard management operations
- Implement proper shard management operations
- Follow best practices for optimal results
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## Security
46. **Authentication**
- Authentication mechanisms
- Implement proper authentication mechanisms
- Follow best practices for optimal results
47. **Role-based**
- Role-based access control (RBAC)
- Implement proper role-based access control (rbac)
- Follow best practices for optimal results
48. **Field-level**
- Field-level security
- Implement proper field-level security
- Follow best practices for optimal results
49. **Encryption**
- Encryption at rest and in transit
- Implement proper encryption at rest and in transit
- Follow best practices for optimal results
50. **Audit**
- Audit logging
- Implement proper audit logging
- Follow best practices for optimal results
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## Administration
51. **Database**
- Database profiling and monitoring
- Implement proper database profiling and monitoring
- Follow best practices for optimal results
52. **Storage**
- Storage engine considerations
- Implement proper storage engine considerations
- Follow best practices for optimal results
53. **Backup**
- Backup and restore strategies
- Implement proper backup and restore strategies
- Follow best practices for optimal results
54. **Database**
- Database maintenance operations
- Implement proper database maintenance operations
- Follow best practices for optimal results
55. **Performance**
- Performance tuning
- Implement proper performance tuning
- Follow best practices for optimal results
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## Development Best Practices
56. **Connection**
- Connection management
- Implement proper connection management
- Follow best practices for optimal results
57. **Error**
- Error handling patterns
- Implement proper error handling patterns
- Follow best practices for optimal results
58. **Data**
- Data validation strategies
- Implement proper data validation strategies
- Follow best practices for optimal results
59. **Testing**
- Testing with embedded MongoDB
- Implement proper testing with embedded mongodb
- Follow best practices for optimal results
60. **Schema**
- Schema evolution patterns
- Implement proper schema evolution patterns
- Follow best practices for optimal results
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## MongoDB Drivers
61. **Node.js**
- Node.js driver best practices
- Implement proper node.js driver best practices
- Follow best practices for optimal results
62. **Python**
- Python PyMongo usage
- Implement proper python pymongo usage
- Follow best practices for optimal results
63. **Java**
- Java driver optimization
- Implement proper java driver optimization
- Follow best practices for optimal results
64. **Connection**
- Connection string configuration
- Implement proper connection string configuration
- Follow best practices for optimal results
65. **Driver-specific**
- Driver-specific features
- Implement proper driver-specific features
- Follow best practices for optimal results
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## Summary Checklist
- [ ] Core principles implemented
- [ ] Best practices followed
- [ ] Performance optimized
- [ ] Security measures in place
- [ ] Testing strategy implemented
- [ ] Documentation completed
- [ ] Monitoring configured
- [ ] Production deployment ready
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Follow these comprehensive guidelines for successful mongodb advanced implementation.