Sharding—especially horizontal partitioning—splits data into range-based shards (e.g., by customer_id or date) to distribute load, boost query performance, and speed recovery; success hinges on a well-chosen sharding key, efficient query routing, and shard ops/consistency, enabling apps like e-commerce platforms to scale smoothly by adding shards as data and traffic grow.