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 payload for all