Check CSV syntax, row widths, and delimiter consistency before an import.
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Every record is parsed without assuming headers, parser errors are collected, and each row’s field count is compared with the first row. Header mode subtracts the first record from the reported data count.
name,age,city Alice,30,Portland Bob,25,Seattle
Valid: yes Errors: none Row count: 2 Column count: 3 Has consistent columns: yes
ETL gates reject malformed uploads, spreadsheet forms check rectangular rows, and fixtures validate exporters.