Is Lonboard or Transit better?

Neither clearly leads. Lonboard starts at Free and Transit at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.

Which is cheaper, Lonboard or Transit?

Lonboard starts at Free and Transit at Free.

Does Lonboard or Transit run on more platforms?

Lonboard runs on Linux, macOS, Windows. Transit runs on iOS, Android, Web.

Can I use Lonboard for free?

Both have a free tier, so you can try either at no cost before committing.

What is Lonboard best used for?

Lonboard is most often used for an analyst exploring a national road or parcel dataset in a notebook where pydeck or ipyleaflet becomes unusable at that size, a researcher publishing a reproducible analysis where the visualisation must run from the same script as the processing, a data scientist joining spatial data to model outputs in pandas and needing to see the result immediately without exporting to a gis, a team building an internal analysis pipeline on geoparquet that wants rendering without a serialisation step in the middle. Of those, an analyst exploring a national road or parcel dataset in a notebook where pydeck or ipyleaflet becomes unusable at that size and a researcher publishing a reproducible analysis where the visualisation must run from the same script as the processing are not what Transit is typically brought in for.

What can Lonboard do that Transit cannot?

Lonboard covers GeoArrow binary transfer, GeoPandas input, deck.gl layers, Jupyter widget. Transit covers Real-time arrivals, Multi-modal trip planning, Service alerts, In-app fare payment.

Maps · head to head

Lonboard vs Transit

Lonboard

Maps

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

From: Free
Rated: -

Full review Website

Transit

Maps

Public transit trip planning and real-time arrivals for buses, trains and shared bikes and scooters

From: Free
Rated: -

Full review Website

The short version

Each has a real cost: 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; Transit coverage depends entirely on whether the local transit agency publishes a real-time feed, so quality swings sharply between well-funded metro systems and smaller regional operators.
They diverge on capability: Lonboard covers GeoArrow binary transfer, Transit covers Real-time arrivals.
Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Lonboard and Transit actually diverge.

Attributes where Lonboard and Transit differ
Attribute	Lonboard	Transit
Pricing model	Open source, no licence fee	Free to riders; revenue from agency data and fare-payment transaction fees
Platforms	Linux, macOS, Windows	iOS, Android, Web

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 Lonboard

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

Only in Transit

Real-time arrivals
Multi-modal trip planning
Service alerts
In-app fare payment
Offline schedules
GO transit and micromobility layers

What people use each for

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

Lonboard

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

Transit

A commuter in a city with a well-maintained GTFS-realtime feed wanting live bus and train arrivalsnot Lonboard
A rider comparing a transit trip against a bike share or scooter leg for the last milenot Lonboard
A visitor needing offline-capable static schedules in a city with patchy data coveragenot Lonboard
Someone wanting to buy a transit fare inside the same app used to plan the trip, in supported citiesnot Lonboard

Where each one falls short

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

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

Transit

Coverage depends entirely on whether the local transit agency publishes a real-time feed, so quality swings sharply between well-funded metro systems and smaller regional operators.
The company earns its revenue by selling agencies a paid analytics product built from rider trip data, which means the free app functions partly as a data-collection layer for a business customer, not only as a public service.
In-app fare payment is only available in a limited set of cities, so the headline feature is not something most riders can actually use.
Static schedule fallback in low-data cities is only as accurate as the agency last published, and service changes can go unreflected for weeks.
The app has no offline routing without a cached area, so it is not reliable for navigation in areas with poor mobile signal.

Pricing, plan by plan

Lonboard

Free

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

Transit

Free

Rider appFree
- Real-time arrivals and trip planning
- No ads shown to riders
- In-app fare purchase where supported

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.

Lonboard review

Choose Transit if

You need real-time arrivals.
You want to start without paying.
You work on iOS, Android, Web.
You also want multi-modal trip planning.

Transit review

Questions people ask

Is Lonboard or Transit better?: Neither clearly leads. Lonboard starts at Free and Transit at Free, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
Which is cheaper, Lonboard or Transit?: Lonboard starts at Free and Transit at Free.
Does Lonboard or Transit run on more platforms?: Lonboard runs on Linux, macOS, Windows. Transit runs on iOS, Android, Web.
Can I use Lonboard for free?: Both have a free tier, so you can try either at no cost before committing.
What is Lonboard best used for?: Lonboard is most often used for an analyst exploring a national road or parcel dataset in a notebook where pydeck or ipyleaflet becomes unusable at that size, a researcher publishing a reproducible analysis where the visualisation must run from the same script as the processing, a data scientist joining spatial data to model outputs in pandas and needing to see the result immediately without exporting to a gis, a team building an internal analysis pipeline on geoparquet that wants rendering without a serialisation step in the middle. Of those, an analyst exploring a national road or parcel dataset in a notebook where pydeck or ipyleaflet becomes unusable at that size and a researcher publishing a reproducible analysis where the visualisation must run from the same script as the processing are not what Transit is typically brought in for.
What can Lonboard do that Transit cannot?: Lonboard covers GeoArrow binary transfer, GeoPandas input, deck.gl layers, Jupyter widget. Transit covers Real-time arrivals, Multi-modal trip planning, Service alerts, In-app fare payment.

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.

Transit: Does Transit cost anything to use?

No. The rider app is free with no subscription and no ads; the company earns money separately by selling agencies a paid data and communication platform.

Lonboard: Who maintains it?

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

Transit: Does it work in every city?

No. Coverage depends on whether the local transit agency publishes a GTFS or GTFS-realtime feed; some smaller markets have static schedules only.

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.

Transit: Can I buy a bus or train ticket in the app?

Only in cities where the local agency has integrated fare payment; elsewhere you still need the agency app or a physical ticket.

Lonboard: Is it free for commercial use?

Yes, it is open source with no licence fee.

Lonboard vs Transit

Lonboard

Transit

The short version

Where they differ

What each one covers

Only in Lonboard

Only in Transit

What people use each for

Lonboard

Transit

Where each one falls short

Lonboard

Transit

Pricing, plan by plan

Lonboard

Transit

Which should you pick?

Choose Lonboard if

Choose Transit if

Questions people ask

Answered from the vendors’ own pages

Related pages

More on Lonboard

More on Transit

Keep looking

Other head to heads