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Maps · head to head

Foursquare Places API vs Lonboard

F

Foursquare Places API

Maps

Access to the world's most trusted location data, including points of interest

From
Free
Rated
-
Lonboard logo

Lonboard

Maps

Python map rendering in Jupyter that skips GeoJSON and moves millions of features without choking

From
Free
Rated
-

The short version

  • Each has a real cost: Foursquare Places API premium endpoint features like photos and ratings require paid calls with no free option; Lonboard it is a notebook visualisation library, not a mapping application, so there is no editing, no layout, no map export for print and no sharing beyond distributing the notebook or an HTML file
  • They diverge on capability: Foursquare Places API covers Core Functionality, Lonboard covers GeoArrow binary transfer.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Foursquare Places API and Lonboard actually diverge.

Attributes where Foursquare Places API and Lonboard differ
AttributeFoursquare Places APILonboard
Pricing modelUnknownOpen source, no licence fee
PlatformsWeb, iOS, AndroidLinux, macOS, Windows

Identical on both: starting price (Free), free tier (Yes), user rating (Not yet rated), category (Maps).

What each one covers

Drawn from each product's published feature list. An absence here means we hold no record of it - not that the product lacks it.

Only in Foursquare Places API

  • Core Functionality
  • User Interface

Only in Lonboard

  • GeoArrow binary transfer
  • GeoPandas input
  • deck.gl layers
  • Jupyter widget
  • Large dataset handling
  • Styling by attribute
  • Open source licence

What people use each for

The jobs each tool is most often brought in to do.

Foursquare Places API

No use cases recorded yet. See the Foursquare Places API review.

Lonboard

  • An analyst exploring a national road or parcel dataset in a notebook where pydeck or ipyleaflet becomes unusable at that sizenot Foursquare Places API
  • A researcher publishing a reproducible analysis where the visualisation must run from the same script as the processingnot Foursquare Places API
  • A data scientist joining spatial data to model outputs in pandas and needing to see the result immediately without exporting to a GISnot Foursquare Places API
  • A team building an internal analysis pipeline on GeoParquet that wants rendering without a serialisation step in the middlenot Foursquare Places API

Where each one falls short

Documented limitations, not opinions. Every one is a constraint you would hit in normal use.

Foursquare Places API

  • Premium endpoint features like photos and ratings require paid calls with no free option
  • Entry-level free tier ($200/month) may be insufficient for high-volume applications
  • Limited real-time update frequency compared to enterprise solutions
  • Requires API key management and developer portal familiarity

Lonboard

  • It is a notebook visualisation library, not a mapping application, so there is no editing, no layout, no map export for print and no sharing beyond distributing the notebook or an HTML file
  • Maintenance sits with Development Seed as an open source side output of a consultancy, so roadmap priorities follow client projects and there is no support contract to buy
  • Layer coverage is a subset of deck.gl, so an analyst needing a less common layer type has to drop to pydeck or write JavaScript rather than staying in Python
  • It expects data already in GeoPandas or Arrow form, which means the performance benefit depends on the rest of your pipeline being Arrow-friendly; reading a large Shapefile is still the slow step
  • Rendering happens in the browser, so very large datasets are ultimately limited by the client machine's memory and GPU rather than by the server, and a laptop will still fail on data a workstation handles

Pricing, plan by plan

Foursquare Places API

Free
  • Free TierFree
    • $200 monthly free credits
    • 500 free Pro endpoint calls
    • Access to standard place data
  • Pro Endpoints$0.00375/per call
    • Basic place search
    • Details and photos
  • Premium Endpoints$18.75/per 1000 calls
    • Photos
    • Tips
    • Hours

Lonboard

Free
  • LonboardFree
    • Open source, no licence fee
    • No usage limits
    • Installed from PyPI or conda

Which should you pick?

Choose Foursquare Places API if

  • You need core functionality.
  • You want to start without paying.
  • You work on Web, iOS, Android.
  • You also want user interface.

Choose Lonboard if

  • You need geoarrow binary transfer.
  • You want to start without paying.
  • You work on Linux, macOS, Windows.
  • You also want geopandas input.

Questions people ask

Is Foursquare Places API or Lonboard better?
Neither clearly leads. Foursquare Places API starts at Free and Lonboard at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Foursquare Places API or Lonboard?
Foursquare Places API starts at Free and Lonboard at Free.
Does Foursquare Places API or Lonboard run on more platforms?
Foursquare Places API runs on Web, iOS, Android. Lonboard runs on Linux, macOS, Windows.
Can I use Foursquare Places API for free?
Both have a free tier, so you can try either at no cost before committing.
What can Foursquare Places API do that Lonboard cannot?
Foursquare Places API covers Core Functionality, User Interface. Lonboard covers GeoArrow binary transfer, GeoPandas input, deck.gl layers, Jupyter widget.

Answered from the vendors’ own pages

Foursquare Places API: How much free usage does Foursquare Places API provide?

All developer accounts receive $200 per month in free usage credits. After these are consumed, pay-as-you-go pricing applies. Pro endpoints have 500 free calls monthly, while premium endpoints have no free tier.

Source
Lonboard: Why not just use pydeck?

pydeck serialises geometry to GeoJSON to reach the browser. Lonboard uses a binary GeoArrow pipeline, which is the reason it handles far larger datasets in the same notebook.

Foursquare Places API: What data does Foursquare Places API provide?

Foursquare provides a dataset of 100M+ places across 200 countries with 50+ attributes per place, including venue details, categories, hours, ratings, photos, and tips.

Source
Lonboard: Who maintains it?

Development Seed, a geospatial engineering consultancy, as an open source project. There is no commercial support offering.

Foursquare Places API: What are the pricing tiers for premium endpoints?

Premium endpoints like photos, tips, hours, and ratings cost $18.75 per 1,000 calls with no free tier available. Pricing scales with usage.

Source
Lonboard: Does it work outside Jupyter?

It is built as a Jupyter widget. Exporting to standalone HTML is possible, but the intended environment is a notebook.

Lonboard: Is it free for commercial use?

Yes, it is open source with no licence fee.

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