Data Collection
Design and build systems that capture the right data automatically. From web scraping and API integrations to custom forms and real-time streaming pipelines: we make sure the data you need flows into the systems that need it, without manual effort.
Typical delivery: 2–6 weeks. Fixed price, locked in before work starts.
of a data team's time is spent collecting and preparing data, not analysing it. Automated collection gives that time back.
— Forbes / CrowdFlowerHow we collect your data
Custom Data Pipelines
End-to-end pipelines that extract, transform, and load data from any source into your preferred storage. on schedule or in real time.
Web Scraping
Reliable, compliant web scrapers that handle pagination, authentication, rate limiting, and anti-bot measures: built to run unattended.
API Integration
Connect to third-party APIs, aggregate responses, handle auth flows and rate limits, and normalise data into your schema automatically.
Form & Survey Design
Custom digital forms and surveys with validation, branching logic, and direct integration into your data infrastructure.
Real-Time Streaming
Event-driven collection pipelines for high-velocity data. webhooks, message queues, and streaming APIs processed as they arrive.
Data Validation at Ingestion
Every record validated against your rules at the point of collection. bad data is flagged or rejected before it ever reaches your database.
Map your data needs
We identify what data you need, where it lives, and how it should flow into your systems.
Build the pipeline
We design and build collection infrastructure. scrapers, API connectors, forms, or streaming pipelines.
Validate & test
We test against real sources, validate output quality, and handle edge cases before going live.
Deploy & monitor
Your pipeline runs on schedule or in real time. with alerting, error handling, and logging built in.
Need to capture better data?
Request an audit review. we'll design a collection system that fits your stack and your goals.
Or email [email protected]