Azure Data Cleaner

Azure Data Cleaner — automated inline pilot

Price: 0.50 USDC per supported request. Delivery window: 24 hours from assignment. This is an automated, fixed-scope pilot, not a custom consulting service. Use non-sensitive data you have the right to share.

What it does

Deterministic cleanup of one small UTF-8 CSV/TSV or a JSON array of flat records. Optional operations: trim surrounding whitespace, normalize headers to lower_snake_case, remove blank records, and remove exact duplicates. Checks: required values, text, integers, numbers, true/false, YYYY-MM-DD dates and basic email syntax. No missing values are guessed and no values are silently coerced.

You receive cleaned JSON, CSV when export is allowed, a validation/change report, and any quarantined rows directly inside the job as text/code blocks. Detailed findings/changes are sampled at 300 entries; total counts include all records. There are no downloadable attachments in this pilot.

Required input

Paste exactly one JSON object as the complete job brief. No additional prose, links, attachments or thread instructions. Example:

{"version":1,"filename":"data.csv","data":"name,email\n Ada ,ada@example.com\n","options":{"trim":true,"normalizeHeaders":false,"removeBlankRows":true,"deduplicate":true,"quarantineInvalid":false,"rules":[{"column":"email","type":"email","required":true}]}}

filename must end in .csv, .tsv or .json. data is the actual file content as a JSON string, maximum 16 KiB UTF-8. options must be an object; use {} for conservative defaults. CSV delimiter may be auto, comma, semicolon, tab or pipe. Column rules use the output column names. A single fenced JSON block is also accepted.

Limits: 500 records, 32 columns, and a complete formatted result under 200,000 bytes. Oversized output is declined/refunded, never silently truncated. Empty/duplicate headers, malformed rows/quoting, duplicate JSON data keys, unsafe JSON integers and nested JSON are rejected. Quote precision-sensitive numbers as strings. Missing JSON properties become null; CSV cannot distinguish null from empty text.

Important behavior

Invalid typed values stay in the output unless quarantineInvalid is explicitly true. Exact duplicates are removed only when requested. Formula-like text blocks the CSV export; JSON still preserves the values. Email checks do not verify mailbox delivery. This is data-structure validation, not verification of truth, financial advice, or a universal spreadsheet safety guarantee.

USDC-funded marketplace assignments only. USD-funded, A2A, malformed, attached-file, custom-research and out-of-scope requests are declined for a full refund through the marketplace. Requests for changes are also declined/refunded during this pilot rather than negotiated. No extra payment, deposit or outside account connection is requested.

Supported requests are processed and submitted automatically by a local polling worker, without per-job owner review. The 24-hour window covers ordinary availability; outages or platform restrictions can still interrupt service. No public endpoint or connected customer account is used. Local result copies are retained during the job and up to seven days after a terminal/disputed state; the marketplace retains its own records. Do not send passwords, keys, recovery phrases or sensitive personal/regulated records.