Introduction to MongoDB
Overview of NoSQL Databases
- What is NoSQL?
- Types of NoSQL Databases
- Introduction to MongoDB
- Use Cases for MongoDB
Getting Started with MongoDB
- Installing MongoDB (Community Edition, MongoDB Atlas)
- Introduction to MongoDB Shell
- Basic MongoDB Commands
- MongoDB Data Types
Basic MongoDB Concepts
CRUD Operations
- Creating Documents (
insertOne
,insertMany
) - Reading Documents (
find
,findOne
) - Updating Documents (
updateOne
,updateMany
,findOneAndUpdate
) - Deleting Documents (
deleteOne
,deleteMany
,findOneAndDelete
)
- Creating Documents (
Data Modeling
- Document Structure
- Embedded Documents vs. References
- Designing Schemas
- Schema Validation
Indexes
- Introduction to Indexes
- Creating Indexes (
createIndex
) - Types of Indexes (Single Field, Compound, Multikey, Text, Geospatial)
- Index Properties (Unique, Sparse, TTL)
Intermediate MongoDB Concepts
Aggregation Framework
- Introduction to Aggregation
- Aggregation Pipeline (
$match
,$group
,$sort
,$project
,$limit
,$skip
) - Working with Arrays (
$unwind
,$push
,$addToSet
) - Using
$lookup
for Joins
Advanced CRUD Operations
- Bulk Write Operations
- Upserts
- Using Projection to Control Returned Fields
- Pagination Techniques
Data Modeling Best Practices
- Normalization vs. Denormalization
- Trade-offs in Data Modeling
- Optimizing Schema Design for Read and Write Performance
Advanced MongoDB Concepts
Transactions
- Introduction to Transactions
- Multi-Document ACID Transactions
- Implementing Transactions in MongoDB
Replication
- Introduction to Replication
- Replica Sets
- Configuring Replica Sets
- Failover and Recovery
Sharding
- Introduction to Sharding
- Shard Keys and Data Distribution
- Setting Up a Sharded Cluster
- Balancing and Managing Shards
Security
- Authentication and Authorization
- Role-Based Access Control (RBAC)
- Encryption (In-Transit, At-Rest)
- Secure MongoDB Deployment Best Practices
MongoDB in Practice
MongoDB with Programming Languages
- MongoDB Drivers (Node.js, Python, Java, etc.)
- Basic CRUD Operations with Drivers
- Working with ODMs (Mongoose for Node.js, PyMongo for Python)
Performance Tuning
- Query Optimization
- Analyzing and Understanding Explain Plans
- Performance Monitoring Tools
Backup and Recovery
- Backup Strategies (mongodump, mongorestore)
- Point-In-Time Recovery
- Using Cloud Backup Services
Advanced Topics
Full-Text Search
- Creating and Using Text Indexes
- Text Search Operators
- Advanced Text Search Features (Stemming, Stop Words)
Geospatial Data
- Introduction to Geospatial Indexes
- Geospatial Queries (
$geoWithin
,$geoIntersects
,$near
) - Working with GeoJSON
Working with Big Data
- Integration with Big Data Technologies (Hadoop, Spark)
- MongoDB as a Data Lake
Serverless and Cloud Deployments
- MongoDB Atlas Overview
- Deploying MongoDB on AWS, Azure, and GCP
- Using MongoDB Stitch (MongoDB Realm)
Final Projects and Best Practices
Capstone Project
- Building a Complete Application with MongoDB
- Implementing Advanced Features (Transactions, Aggregation, Full-Text Search)
- Performance Tuning and Optimization
Best Practices
- Data Modeling Best Practices
- Indexing Best Practices
- Monitoring and Maintenance
0 Comments