We turn public or authorized pages into tables and scheduled jobs your team can re-check, with a runbook.
What You Get
A data delivery where sources, fields, update frequency, and failure handling are all documented — not a script only the author can run.
Who It's For
Operations and research teams that regularly compile public pages, directories, or reports
Companies with authorized data sources that want to replace manual copy-paste with a stable job
Product teams preparing clean samples for analysis or labeling
Deliverables
Source list, field dictionary, and sample files
A re-runnable collection program with configuration
Cleaning rules for deduplication, encoding, nulls, and timestamps
Failure retries, logs, and a handover runbook
Agreed output format: CSV, JSON, database tables, or object storage paths
How We Work
01
Confirm the authorization boundary
Only public or client-authorized sources; sites that are off-limits are written down.
02
Lock fields with a small sample
Deliver a small batch first; expand only after the field meanings are confirmed.
03
Build collection and validation
Cleaning rules and failure logs ship with the program — no verbal agreements.
04
Run a full pass
Hand over how to re-run it, where data lands, and how long it is kept.
Not Included
Bypassing logins, captchas, or access controls
Collection that violates target sites' terms or applicable law
Collecting personal sensitive data without authorization