JSONB Video Analytics Dashboards in PostgreSQL

JSONB Video Analytics Dashboards in PostgreSQL One of the most appealing PostgreSQL features for a multi-region platform like TopVideoHub is JSONB: binary JSON storage with indexing and querying capabilities. Here's how to build a flexible analytics system that doesn't require schema migrations every time you add a new metric. The Problem with Rigid Schema Traditional analytics tables look like this: -- Too rigid — adding new metrics requires ALTER TABLE CREATE TABLE video_analytics ( video_id TEXT , date DATE , region TEXT , views INTEGER , avg_watch_time REAL , mobile_views INTEGER , desktop_views INTEGER ); Every new metric requires a migration and deployment. JSONB solves this with a flexible payload column that you can extend at any time. JSONB-Based Analytics Schema CREATE TABLE video_analytics ( id BIGSERIAL PRIMARY KEY , video_id TEXT NOT NULL , date DATE NOT NULL , region TEXT NOT NULL , -- Core counters for fast WHERE filtering total_views INTEGER DEFAULT 0 , -- Flexible payl