Ingestion & scraping
Collect data from APIs, feeds, files and websites, with retries and checks for when a source changes shape.
Live data that cannot go stale.
The engine room behind an app: collecting data, cleaning it, keeping it current and serving it through fast, reliable APIs. Our own apps track thousands of items that change daily, so pipelines that break quietly are not an option.
Always freshScheduled jobs with alerts when a source changes
Fast APIsCaching and rate limits built in
ProvenPowers our own live-value apps
What we build
What this covers.
Cleaning & normalisation
Turn messy inputs into one consistent model, with history kept so trends can be shown.
Jobs & queues
Scheduled and event-driven jobs that run on time, recover from failure and never double-process.
APIs
REST or GraphQL APIs with authentication, versioning, caching and rate limits.
Monitoring & alerts
Dashboards and alerts for freshness, errors and cost, so problems are caught before users notice.
Reporting
Pull data from platforms like AdMob or app stores into clean reports and charts.
Proof
Pipelines behind our own apps.
Thousands of item values, prices and earnings updated continuously and served to apps and websites.
MM2 Values
4.7Live values for 1,000+ Murder Mystery 2 items, a free trade calculator and community feed.
Adopt Me Values
4.4600+ pets tracked daily, a fair-trade calculator, market alerts and moderated trader chat.
Tradex — Limited Tracker
Track Roblox limiteds: RAP, demand and price history at a glance.
Revenue Stats
AdMob earnings on the go — clean charts for indie devs.
How we work
From brief to live.
01
Map the sources
Where the data comes from, how often it changes and what must happen when it breaks.
02
Model
One clean data model and API contract agreed before building.
03
Build & backfill
Pipelines, jobs and APIs, with historical data loaded and checked.
04
Operate
Monitoring, alerts and fixes as sources change over time.
Tools we use
- Python
- Node.js
- PostgreSQL
- Redis
- Firebase
- Cloudflare Workers
- Cron & queues
- REST & GraphQL
Questions
Frequently asked.
What happens when a data source changes?
Checks catch it, alerts fire, and the last good data keeps being served while we fix it, so users are not shown broken values.
Can you build an API for our existing app?
Yes: a documented API with authentication, caching and rate limits, on top of your current database or a new one.
Do you only collect public data?
We collect data you are entitled to use, respect site terms and rate limits, and prefer official APIs wherever they exist.
Can you maintain the pipeline after launch?
Yes. Pipelines need care as sources change; we offer ongoing monitoring and maintenance.
Other services
Often paired with.
Have a project in mind?
Send a short brief — what you want to build, roughly when, and any constraints. We reply with honest next steps, scope and timing.