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Advanced Django Search System: Cross-Content Intelligence + Visual Highlighting

Published on July 12, 2025

I just built enterprise-grade search functionality that transforms my website into a searchable knowledge platform. This goes way beyond basic Django search - we're talking PostgreSQL full-text search with cross-content intelligence and Google-like relevance ranking.



What you'll see in this video:

Advanced PostgreSQL full-text search with GIN indexes

Cross-content search across blog, portfolio, and store Intelligent relevance ranking with weighted fields

Visual search highlighting with context snippets

Real code walkthrough and live demo

 

Key Features I Built:

PostgreSQL SearchVector queries with language understanding

Unified search orchestrator across multiple

Django apps Custom highlighting algorithm for search results

GIN database indexes for microsecond search speeds

Weighted ranking system where titles beat descriptions beat content

 

Tech Stack: Django 5.1.6, PostgreSQL, Python, Bootstrap 5, SASS

 

Whether you're a client looking for a developer who can build sophisticated web applications, or an employer seeking someone with advanced Django/database skills - this project showcases real-world problem-solving and technical depth.

 

Want to work together? Email: mnraynor90@gmail.com

Like and subscribe for more full-stack development content.

 

#Django #PostgreSQL #FullStack #Search #WebDevelopment #react #DatabaseOptimization #TechProject #Programming #WebDeveloper #PortfolioProject #CodeTutorial #DRF #ecommerce #postgresqltutorial #fulltextsearch

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