Zachary Bucheister

Vibermacher (Pty) Ltd builds small, honest data products: datasets and scrapers where every row carries its source, its link and the date it was true.

What you get from our Actors

• One clean row per record: parsed fields, ISO dates, nulls (never "N/A") with a note saying why a value is empty.
• A link back to the record itself on every row, so you can verify any value yourself.
• Pay per result. A run that is blocked or cannot read the page fails and says so; it never "succeeds" with nothing.
• A daily self-test on each published Actor, so a change at the source is seen within a day, not by you.

Background Before the Store: 19,000+ rows of official-source observations across 2,600+ hosts (probe402), and company-register data across 42 African markets (Afriset).

Need something else? Open an issue on the Actor for a bug or a field you are missing. For a dataset or a source you need collected, connect via zach@vibermacher.com.