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Efficiently Removing Duplicates from a Large Table with a Unique Constraint in PostgreSQL
Adding a unique constraint to a large table (millions of rows) containing duplicates presents a significant challenge due to the time-consuming nature of standard SQL DELETE
statements. This article explores a more efficient solution.
A highly effective method leverages a PostgreSQL extension and the USING
clause. Consider this query:
<code class="language-sql">DELETE FROM table USING table AS alias WHERE table.field1 = alias.field1 AND table.field2 = alias.field2 AND table.max_field < alias.max_field;</code>
This query cleverly removes duplicate rows. It identifies duplicates based on field1
and field2
, and retains the row with the highest max_field
value, deleting those with lower values.
For instance, to enforce uniqueness on the email
column in a user_accounts
table, keeping the most recently created account (highest id
), the query would be:
<code class="language-sql">DELETE FROM user_accounts USING user_accounts AS ua2 WHERE user_accounts.email = ua2.email AND user_accounts.id < ua2.id;</code>
The USING
clause is key to the efficiency of this PostgreSQL-specific approach. It significantly improves performance compared to traditional DELETE
methods when dealing with massive datasets.
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