Software Development

Why do wildcards conflict with best practices for writing efficient SQL queries?

NI Asked by Nicole Hawthorne · 19-07-2025
0 upvotes 6,455 views 0 comments
The question

I keep seeing senior developers flag the use of leading wildcards during code reviews. Can someone explain why using a leading wildcard conflicts so heavily with the best practices for writing efficient SQL queries? Is there any indexing strategy that can mitigate this issue?

3 answers

0
BR
Answered on 29-08-2025

A leading wildcard, such as using LIKE percent-term, completely destroys performance because B-Tree indexes are sorted from left to right. When you hide the beginning of the string, the database engine cannot perform an Index Seek to find matches; it is forced to read every single row in the index or table, resulting in a costly Full Table Scan. To stick to the best practices for writing efficient SQL queries when pattern matching, always use trailing wildcards instead, or implement a dedicated Full-Text Search index if substring matching is absolutely required.

0
PH
Answered on 14-10-2025

That makes perfect sense for standard B-Tree indexing limitations, but what if we are forced to stick to relational DBs and cannot spin up an external search engine? Is a trigram index a viable workaround?

KE 18-10-2025

Philip, yes it is. Trigram indexes break strings down into three-character chunks, allowing the engine to index the middle of strings. It works wonders for wildcard queries, though it does increase your write overhead and storage footprint.

0
DI
Answered on 03-12-2025

Using a leading wildcard guarantees a full table scan. If you need efficient lookups, rethink your schema or use trailing wildcards so the engine can utilize standard index trees.

NI 06-12-2025

Diana is totally right. We changed our search inputs to disallow front wildcards, and our server CPU utilization instantly dropped from ninety percent to a stable five percent.

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