Data points
Every data point Skyread knows about: who publishes it, what it measures, how it's used, how to read the numbers, whether it needs a key, what is stored, and whether you can sell it (plus the catch). Click a row for the full details. Data points with no value since , or no data at all, are hidden from clients automatically (greyed here).
| Data point | Source | What it measures | How it's used | What the numbers mean | API key | Stored history | Commercial use & the catch |
|---|---|---|---|---|---|---|---|
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Customers
Accounts
Self-serve sign-ups appear automatically.| Company | Status | Trial / renewal | Seats | Keys | Last used | Questions (30 days) | Busiest day vs limit |
|---|
Add an account
For pilots, comped accounts or customers you invoice yourself. A key is created and shown once.
Operations
Launch checklist, alerts sent to the operator, every change made in Admin, and the daily account backup.
Sources not downloading
One email when a source breaks and when it recovers; a daily summary while it stays brokenOperator alerts
Audit trail
Every change made through Admin (kept two years).| When | From | Action | Result |
|---|
Access keys
Most sources need no key. Free keys raise rate limits or unlock extra data; each card has the sign-up steps. Keys are encrypted (AES-256) on the server; an environment variable with the same name takes precedence.
Sources & health
"Test connections" sends one small request to each publisher. "Download" re-fetches data; only new or changed records are saved and older versions are kept.
Automatic downloads (APScheduler)
Only new or changed records are saved on each run; earlier versions are kept.| Job | Next run |
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Not stored or sold: users are sent to these publishers
Run history
Latest 150 downloads| Started | Source | Result | Checked | New / changed | Rejected | Memory | Details |
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Storage
Downloads are saved as compressed Parquet files in . Nothing is overwritten: a revision adds a new version and keeps the old one. Current = latest version of each record; versions = every revision.
Stored data points
| Data point | Source | Table | Records | Series / entities | From | To | Last download | Status |
|---|
Tables on disk
| Table | Holds | Data points | Current records | Saved versions | Files | Size | Last updated |
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Commercial licensing
Sellable Sellable with conditions Not stored or sold
Every API and MCP answer carries an attribution block with the exact credit line each publisher requires, so your clients' AI assistants can show it.