AWS Glue DataBrew vs CSV Engine

AWS Glue DataBrew has no write-up on Specifiction yet; its figures are above.

CSV Engine is a web tool for cleaning and validating uploaded spreadsheets before export. It maps source columns to reusable templates, sanitizes values, detects duplicates, previews row-level failures, and can export only records that pass configured rules. Uploads use drag and drop, with automatic detection of delimiters, encodings, and headers. Column mapping supports aliases and fuzzy matching, and mappings can be saved per template. Listed cleanup includes whitespace trimming, casing normalization, email checks, phone parsing, and date fixes. Duplicate matching can use multiple fields and merge strategies, with conflicts reviewed before commit. Templates preserve schemas, field types, and validation rules for reuse. One credit processes up to 1,000 rows, including validation, deduplication, and export. The Free plan provides five credits per month and three active templates; the Starter plan is $15 a month billed annually. One-off credit packs are also available, beginning at $8, paid once, with credits that never expire. Pro includes email support with a 24-hour response; its developer API is listed as coming soon.