Maps · head to head
Kepler.gl vs Lonboard

Kepler.gl
Maps
Powerful open-source geospatial analysis tool for large-scale datasets, enabling beautiful data visualizations without coding
- From
- On request
- Rated
- -

Lonboard
Maps
Python map rendering in Jupyter that skips GeoJSON and moves millions of features without choking
- From
- Free
- Rated
- -
The short version
- Only Lonboard has a free tier, so it costs nothing to try first.
- Each has a real cost: Kepler.gl kepler.gl is a free open source library with no vendor-sold edition; confirmed by the absence of any App Store, marketplace or G-Cloud listing, support is limited to community GitHub issues rather than a purchased SLA.; 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: Kepler.gl 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 Kepler.gl and Lonboard actually diverge.
Identical on both: 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 Kepler.gl
- 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.
Kepler.gl
No use cases recorded yet. See the Kepler.gl review.
Lonboard
- An analyst exploring a national road or parcel dataset in a notebook where pydeck or ipyleaflet becomes unusable at that sizenot Kepler.gl
- A researcher publishing a reproducible analysis where the visualisation must run from the same script as the processingnot Kepler.gl
- A data scientist joining spatial data to model outputs in pandas and needing to see the result immediately without exporting to a GISnot Kepler.gl
- A team building an internal analysis pipeline on GeoParquet that wants rendering without a serialisation step in the middlenot Kepler.gl
Where each one falls short
Documented limitations, not opinions. Every one is a constraint you would hit in normal use.
Kepler.gl
- Kepler.gl is a free open source library with no vendor-sold edition; confirmed by the absence of any App Store, marketplace or G-Cloud listing, support is limited to community GitHub issues rather than a purchased SLA.
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
Kepler.gl
On requestNo published plan breakdown. See the Kepler.gl review.
Lonboard
Free- LonboardFree
- Open source, no licence fee
- No usage limits
- Installed from PyPI or conda
Which should you pick?
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 Kepler.gl or Lonboard better?
- Neither clearly leads. Kepler.gl starts at On request and Lonboard at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Kepler.gl or Lonboard?
- Lonboard has a free tier; the other does not. Paid plans start at On request for Kepler.gl and Free for Lonboard.
- Does Kepler.gl or Lonboard run on more platforms?
- Kepler.gl runs on Web. Lonboard runs on Linux, macOS, Windows.
- Can I use Lonboard for free?
- Yes. Lonboard has a free tier, so you can try it without paying. Kepler.gl starts at On request.
- What can Kepler.gl do that Lonboard cannot?
- Kepler.gl covers Core Functionality, User Interface. Lonboard covers GeoArrow binary transfer, GeoPandas input, deck.gl layers, Jupyter widget.
Answered from the vendors’ own pages
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.
Lonboard: Who maintains it?
Development Seed, a geospatial engineering consultancy, as an open source project. There is no commercial support offering.
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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