How can I avoid error 1054 when constructing complex queries involving multiple tables and aliases?

To prevent error 1054 in complex queries, use table aliases consistently and clearly. Always qualify column names with the correct table alias (e.g., `table_alias.column_name`). Double-check your JOIN conditions to ensure accurate matching, and validate the entire query's structure using a SQL syntax checker or editor that highlights potential issues.