Open locally
Choose, drop or paste data. Detection shows confidence and never hides ambiguity.
SPARKPOND / CLEAN CSV HEADERS
Preview unique working names while preserving every original header.
LOCAL WORKSPACE
CSV, TSV, JSON, NDJSON and XLSX. or drop them here.
A transparent workflow
Choose, drop or paste data. Detection shows confidence and never hides ambiguity.
Review original and working names before renaming columns.
The engine checks rows, columns, headers and formula risks before download.
HONEST LIMITS
FAQ
No. Content, name, columns, values and exports stay in the browser.
Capacity depends on browser and memory. The app selects interactive, large-file or streaming mode before reaching a limit.
Yes. Fields remain text until an explicit type conversion is added.