Sharding
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Sharding should be used as a last resort after you exhausted the following:
Add cache
Add read-write separation
Consider table partition
Only use in OLTP cases (OLAP is more likely to have complex changing SQL queries)
A single table's capacity reaches 2GB.
A database should not contain more than 1,000 tables.
Each individual table should not exceed 1 GB in size or 20 million rows;
The total size of all the tables in a database should not exceed 2 GB.
For fast growing data (e.g. order data in ecommerce website), use 2X planned capacity to avoid resharding
For slow growing data (e.g. user identity data in ecommerce website), use 3-year estimated capacity to avoid resharding.