𝗦𝘁𝗼𝗽 𝗧𝗿𝗲𝗮𝘁𝗶𝗻𝗴 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲 𝗟𝗶𝗸𝗲 𝗔𝗻 𝗔𝗳𝘁𝗲𝗿𝘁𝗵𝗼𝘂𝗴𝗵𝘁

𝗦𝘁𝗼𝗽 𝗧𝗿𝗲𝗮𝘁𝗶𝗻𝗴 𝗬𝗼𝘂𝗿 𝗗𝗮𝘁𝗮𝗯𝗮𝘀𝗲 𝗟𝗶𝗸𝗲 𝗔𝗻 𝗔𝗳𝘁𝗲𝗿𝘁𝗵𝗼𝘂𝗴𝗵𝘁

You scale your compute. You use serverless functions. You use Kubernetes. You think you removed all bottlenecks.

Your database is the real bottleneck.

Fast compute hits a slow database. You built a fast road to a brick wall.

Common mistakes:

• N+1 queries. One query gets a list. Then N queries get the details. This kills performance.
• Bad sharding. Poor data splits create uneven loads.

Managed services like AWS Aurora help with servers. They do not fix bad design.

Focus on these steps:

• Design a clean schema.
• Use proper indexing.
• Set up connection pooling.
• Use eager loading to stop N+1 queries.
• Batch your write operations.
• Use Redis or Memcached for caching.

Infrastructure is not a magic fix. Fix your data layer first. Then your system scales.

Source: https://dev.to/prabashanadev/stop-treating-your-database-like-an-afterthought-the-true-path-to-scalability-37bd