Here's a detailed explanation of when and why to use SQL and NoSQL, along with examples of their...
Here's a detailed explanation of when and why to use SQL and NoSQL, along with examples of their usage in companies like Flipkart, Uber, and Netflix:
Structured Data:
Use SQL when your data has a well-defined schema, and relationships between entities are important.
SQL databases provide ACID (Atomicity, Consistency, Isolation, Durability) properties, which are essential for financial transactions or critical operations.
Ideal for applications requiring complex joins or relational queries.
SQL databases are suitable for systems where schema evolution is minimal, and strong data integrity is a priority.
Examples:
Flipkart:
SQL Use: Order processing, payments, inventory management.
SQL databases (e.g., MySQL or PostgreSQL) ensure consistent order processing and inventory updates across the system.
Uber:
SQL Use: User accounts, ride bookings, payment processing.
Uber uses SQL databases like PostgreSQL for maintaining transactional consistency during ride booking and fare calculations.
Netflix:
SQL Use: User subscriptions, billing, and metadata.
Netflix uses SQL for financial operations that require strict consistency.
NoSQL databases are horizontally scalable, making them suitable for applications with rapidly growing datasets.
Unstructured/Semi-Structured Data:
Ideal for storing unstructured or semi-structured data like JSON, documents, or logs.
Low latency and high throughput for real-time applications.
Flexible Schema:
Schema-less nature allows easy adaptation to changes in data structure.
Examples:
Flipkart:
NoSQL Use: Product catalog, search, and recommendations.
Flipkart uses NoSQL databases like MongoDB or Cassandra to handle the massive scale of product data and enable fast search and filtering.
Uber:
NoSQL Use: Driver tracking, real-time location updates.
Uber uses Cassandra to store and query time-series data for tracking driver and rider locations in real time.
Netflix:
NoSQL Use: Movie catalog, streaming logs, recommendations.
Netflix uses Cassandra to handle the large-scale, globally distributed movie catalog and stream metadata.
Conclusion
Use SQL when:
_Data consistency and relational integrity are critical.
The workload is transactional and structured.
Use NoSQL when:
Scalability, high throughput, and flexible schemas are essential.
The workload involves unstructured or semi-structured data, or when handling real-time data .