Postgre SQL

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Vector DB
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Machine vs Deep Learning
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PostgreSQL: The World’s Most Advanced DB
🐘 The Architect’s Choice

POSTGRESQL

It’s not just a database.
It’s a relational data platform that survives the hype cycle.

The Universal Engine

In a world of specialized tools—one DB for cache, one for documents, one for spatial—PostgreSQL stands as the Swiss Army Knife that actually cuts steel.

It started in academia (UC Berkeley) but took over the enterprise. Why? Because it is extensible. You don’t just store data in Postgres; you program it. You define new data types, new index methods, and even write functions in Python or JSON right inside the query.

ACID Compliant Open Source Extensible

Developer Popularity (Stack Overflow)

Postgres has consistently climbed to become the #1 most loved database.

Continuous Evolution

Unlike legacy systems, Postgres gets significantly faster with every major release.

Vacuum Efficiency

Newer versions handle bloat automatically, reducing maintenance.

Parallel Queries

Utilizes all CPU cores for complex analytics queries.

Performance Gains (TPS – Transactions Per Second)

The Fortress of Data

Postgres is famous for one thing above all else: It does not lose your data.

ACID Guarantee

Atomicity, Consistency, Isolation, Durability. If a transaction says “Commit,” it is written to disk. No “maybe.”

MVCC

Multi-Version Concurrency Control. Readers don’t block writers, and writers don’t block readers.

WAL

Write-Ahead Logging. Every change is logged before it touches the table. If power fails, the log replays the truth.

{}
NoSQL inside SQL

The Power of JSONB

Historically, you had to choose: strict SQL tables or flexible NoSQL JSON documents. Postgres said “Why not both?”

Common Data Usage in Modern Apps

With JSONB, you can store binary JSON, index specific keys, and query it as fast as a document store.

query.sql
-- Find users who have "admin" role in JSON
SELECT id, email 
FROM users 
WHERE metadata @> '{"role": "admin"}';

-- Update a specific key inside the JSON
UPDATE users 
SET metadata = jsonb_set(metadata, '{login}', '42')
WHERE id = 101;

Database Capabilities Radar

Top Extensions Ecosystem

Extensions: The Superpower

Postgres is designed to be extended. You can plug in features that turn it into a completely different beast.

PostGIS
The Spatial Standard

Turns Postgres into the world’s best Geographic Information System. Calculate distances, areas, and intersections on a globe.

pgvector
The AI Upgrade

Stores vector embeddings for AI semantic search directly in your primary database. No need for a separate Vector DB.

Timescale
Time-Series

Optimizes Postgres for high-frequency time-series data (IoT, Crypto, Metrics).

When to use what?

Use Case Why Postgres? Alternative
Core Banking / Finance Strict ACID compliance, accuracy. Oracle (Costly)
General Web App (SaaS) JSONB allows flexibility + Relations for users. MySQL (Less features)
Geospatial / Maps PostGIS is the industry standard. None close.
Simple Logging / Caching (Overkill) Redis / MongoDB
🐘

Ali’s Infrastructure Series © 2025

Ali Reza Rashidi
Ali Reza Rashidi
Ali Reza Rashidi, a BI analyst with over nine years of experience, He is the author of three books that delve into the world of data and management.

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