Comments - Querying An Int Column From Table That Also Stores Blob Column (Performance)
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If using innodb and an indexed INT column, I believe that query time is independent of whatever other columns may be in that table.
What will increase query time is if you are using a tool that loads the BLOB when it displays records. Many of them allow you to turn off loading of BLOB and TEXT fields.