Permitted data collection
Structured extraction from public or authorised sources with clear limits.
AUTOMATION & DATA
Responsible data collection, integrations and workflows that turn repeated manual steps into an observable, maintainable process.
In short: Move data between approved sources and the people or systems that need it — reliably.
WHAT WE BUILD
Structured extraction from public or authorised sources with clear limits.
Scheduled checks, change detection and actionable notifications.
Validation, transformation and delivery to CSV, JSON, databases or APIs.
Reliable synchronisation, retries and traceable failure handling.
Repeatable reporting flows with explicit source and calculation rules.
Constrained language-model steps where they improve a defined process and can be reviewed.
WHO IT IS FOR
DELIVERABLES
PROCESS
The exact phases adapt to the product, while every phase leaves reviewable evidence.
Goals, users, constraints and the evidence already available.
A written boundary, milestones, risks and acceptance criteria.
Flows, content and a visual system before expensive implementation.
Production code in reviewable increments with visible progress.
Functional, mobile, accessibility, security and release checks.
Controlled deployment, smoke tests, ownership handoff and rollback.
ENGINEERING
Python, browser automation only where appropriate, documented APIs, queues, databases and schedulers. We do not bypass authentication, CAPTCHAs or technical protections, and do not collect sensitive data without a lawful basis.
Traffic, data, integrations, permissions, SEO requirements, maintenance and infrastructure.
Practical answers
No. The source, terms, access method, data type and intended use must support a permitted and responsible implementation.
No. We do not build systems to evade authentication, CAPTCHAs or access controls.
Common outputs include CSV, JSON, a database or a documented API; the right format follows the consuming workflow.
Selectors and contracts are monitored where required, failures are logged, and maintenance responsibilities are agreed in the scope.
START A PROJECT
A short description and one contact are enough. Do not send exchange keys, passwords or sensitive data.
Or contact us directly · @vx_ceo