Socrata Open Data API Scraper

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🎯 What this scrapes

Several hundred US (and some EU) city, county, and state governments publish their open data through the Socrata Open Data API (SODA) — a standard /resource/<dataset-id>.json REST interface with a SQL-like query language (SoQL). Every portal exposes a different dataset: NYC's 311 complaints, Chicago's crime reports, Seattle's permits, LA's budget lines — same protocol, completely different columns.

This Actor is a generic, cross-portal harvester, not a single-vertical scraper. You supply a list of {portal_domain, dataset_id} pairs (plus optional SoQL filters), and we return every matching row from every target in one run — whatever shape that dataset happens to be.

🔥 Features — what we handle for you

• 🔁 We retry with exponential backoff on 429 and 5xx responses — up to 5 attempts per page, honouring Retry-After when a portal sends it.
• 📄 We page every target for you — $limit/$offset walked automatically until the dataset is exhausted or your cap is hit.
• 🧩 We fan out across portals in one run — mix a 311 feed and a crime feed and get valid, disjoint-column rows for both, no schema conflicts.
• 🧱 We isolate failures per target — an unknown or private dataset is logged and skipped; your other targets still complete.
• 🧊 We keep the dataset clean — Pydantic-validated rows, ISO-8601 timestamps, a stable record_id when the dataset provides one.
• 💰 You pay only for results that land. No data → no charge beyond the small warm-up fee.

💡 Use cases

• Civic analytics — pull a city's 311 or crime feed on a schedule and track trends over time.
• Journalism / research — cross-reference multiple portals' datasets without writing a client for each one.
• Proptech / real-estate diligence — pull permit, inspection, or code violation datasets for a market you're evaluating.
• Academic / policy research — bulk-export any Socrata dataset into a typed, analysis-ready format.
• Compliance monitoring — watch an inspections or recalls dataset for new entries.

⚙️ How to use it

1. Click Try for free at the top of the page.
2. Add one or more targets — each is {portal_domain, dataset_id} plus optional soql_where / soql_select / soql_order / label. The prefilled example already scrapes NYC 311 (NYPD-filtered) and Chicago crime so you can see multi-portal fan-out on the first run.
3. Click Start. Output streams into the run's dataset as each target finishes paging.
4. Export from Storage → Dataset as JSON, CSV, or Excel — or fetch via the API.

📥 Input

Field	Type	Required	Default	Notes
targets	array	yes	2-item NYC 311 + Chicago crime prefill	List of {portal_domain, dataset_id, soql_where?, soql_select?, soql_order?, label?}
page_size	integer	no	1000	Internal $limit per page request (1–2000)
max_items_per_target	integer	no	5000	Row cap per target; 0 = unlimited
proxy_configuration	object	no	{"useApifyProxy": true}	Apify Proxy spec

Example input

{
  "targets": [
    {
      "portal_domain": "data.cityofnewyork.us",
      "dataset_id": "erm2-nwe9",
      "soql_where": "agency='NYPD'",
      "label": "NYC 311"
    },
    {
      "portal_domain": "data.cityofchicago.org",
      "dataset_id": "ijzp-q8t2",
      "label": "Chicago crime"
    }
  ],
  "page_size": 1000,
  "max_items_per_target": 20,
  "proxy_configuration": { "useApifyProxy": true }
}

📤 Output

Every row is one dataset item. data carries the raw Socrata row exactly as returned — untyped by design, since the target dataset's columns are unknown at build time and change from portal to portal.

Field	Type	Notes
portal_domain	string	Socrata hostname the row came from
dataset_id	string	Socrata 4x4 dataset id
target_label	string | null	Echoed from the target's label input field
record_id	string | null	The row's :id, when the dataset provides one
scraped_at	string	ISO-8601 UTC fetch timestamp
data	object	The raw Socrata row, untouched

Example output

{
  "portal_domain": "data.cityofnewyork.us",
  "dataset_id": "erm2-nwe9",
  "target_label": "NYC 311",
  "record_id": "46882077",
  "scraped_at": "2026-08-31T09:15:03.000Z",
  "data": {
    "unique_key": "46882077",
    "agency": "NYPD",
    "complaint_type": "Noise - Vehicle",
    "status": "Closed"
  }
}

💰 Pricing

Pay-Per-Event — you pay only when these events fire. Pricing is not yet live on this listing; the figures below are the provisional target, matching our existing Socrata Actor (us-building-permit-leads-scraper), and will be confirmed in the Apify Console before this Actor is published.

Event	USD	What it is
actor-start	$0.20	One-off warm-up charge per run
result	$0.002	Per dataset row emitted

Example: 1 000 results at the rates above ≈ $2.20. No subscription, no minimum, no card to start — Apify gives every new account free credit.

🚧 Limitations

Only the /resource/<dataset-id>.json SODA2 endpoint is supported — metadata/catalog APIs and CKAN portals (a different protocol some cities use instead of Socrata) are out of scope. record_id is null whenever the source dataset has no :id column, which is common and expected, not a bug. This Actor does not normalize columns across datasets — data is the raw row for whatever dataset you point it at.

❓ FAQ

Do I need a Socrata account or API key?

No. Public Socrata datasets return data with no $app_token — this Actor runs entirely keyless.

What happens if I give it a bad dataset_id?

That target is logged and skipped; the run still finishes successfully and your other targets complete normally.

What if my soql_where filter matches nothing?

The run finishes successfully with zero rows for that target — an empty result is not an error.

Can I scrape any Socrata portal, or only NYC/Chicago?

Any Socrata portal — several hundred US city, county, and state governments run one. The prefill uses NYC and Chicago only to demonstrate multi-portal fan-out in a single run.

Why is data a raw untyped object instead of fixed columns?

Because the dataset is unknown at build time — a 311 feed and a crime feed share zero columns. Forcing them into one fixed schema would mean dropping real data; data keeps every column the source portal returned.

💬 Your feedback

Spotted a bug, hit a weird edge case, or need a new field? Open an issue on the Actor's Issues tab on Apify Console — we ship fixes weekly and we read every report.

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