Wednesday, March 19, 2025

OLAP vs OLTP


OLAP (Online Analytical Processing) and OLTP (Online Transaction Processing) are two different approaches to handling data in databases. 

Let's discuss the differences:



 

OLAP

OLTP

Full Form

Online Analytical Processing

Online Transaction Processing

Purpose

Supports complex queries for data analysis and reporting.

Manages real-time transaction processing.

Focus

Data retrieval and aggregation for insights.

Fast, consistent transactions and data integrity.

Data Structure

Denormalized

Normalized to reduce redundancy and ensure data integrity.

Operations

Involves read-heavy operations like aggregations, slicing, dicing, and drilling down into data.

Involves frequent read/write operations like inserts, updates, and deletes.

Examples

Data warehouses, business intelligence tools, and dashboard

Banking systems, e-commerce websites, order management system

When to use?

Analyzing sales trends over time, generating monthly financial report

Processing a purchase order, updating account balances, or handling customer support tickets.

 


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OLAP vs OLTP

OLAP (Online Analytical Processing) and OLTP (Online Transaction Processing) are two different approaches to handling data in databases.  ...