Maps · head to head
Lonboard vs Samsara

Lonboard
Maps
Python map rendering in Jupyter that skips GeoJSON and moves millions of features without choking
- From
- Free
- Free plan
- Yes
The short version
- Only Lonboard has a free tier, so it costs nothing to try first.
- 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; Samsara no price is published for any plan; every tier on the plans page offers only a Get pricing button, and no contract length or hardware cost is stated
- They diverge on capability: Lonboard covers GeoArrow binary transfer, Samsara covers Real-time GPS tracking.
- Prices and features above were last checked on 1 September 2026.
Where they differ
Only the attributes on which Lonboard and Samsara actually diverge.
Identical on both: user rating (Not yet rated).
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 Samsara
- Real-time GPS tracking
- AI dash cameras
- ELD compliance
- IFTA reporting
- Driver safety coaching
- Maintenance scheduling
- Fuel efficiency
- Route optimization
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 Samsara
- A researcher publishing a reproducible analysis where the visualisation must run from the same script as the processingnot Samsara
- A data scientist joining spatial data to model outputs in pandas and needing to see the result immediately without exporting to a GISnot Samsara
- A team building an internal analysis pipeline on GeoParquet that wants rendering without a serialisation step in the middlenot Samsara
Samsara
- Real time GPS tracking of vehicle location and engine healthnot Lonboard
- AI dash cameras with in cab driver coaching and safety alertsnot Lonboard
- Trailer and powered equipment tracking for asset recoverynot Lonboard
- Fleet maintenance planning and fuel usage analysisnot 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
Samsara
- No price is published for any plan; every tier on the plans page offers only a Get pricing button, and no contract length or hardware cost is stated
- Safety, Telematics and Equipment tracking are sold as separate plan families, so a fleet needing all three buys three plans
- Weather risk visibility and the 30 plus risk detections with context and patterns require Safety Enterprise rather than Safety Premier
- AI fuel lifecycle insights, TMS integrations and route performance tools require Telematics Enterprise rather than Telematics Premier
- Proactive maintenance tools and real time diagnostics for trailers and equipment require Advanced Tracking rather than Standard Visibility
Pricing, plan by plan
Lonboard
Free- LonboardFree
- Open source, no licence fee
- No usage limits
- Installed from PyPI or conda
Samsara
On requestNo published plan breakdown. See the Samsara review.
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.
Choose Samsara if
- You need real-time gps tracking.
- You work on Web, Mobile.
- You also want ai dash cameras.
Questions people ask
- Is Lonboard or Samsara better?
- Neither clearly leads. Lonboard starts at Free and Samsara at On request, and user ratings are close enough to be indistinguishable. Choose on capability and platform support.
- Which is cheaper, Lonboard or Samsara?
- Lonboard has a free tier; the other does not. Paid plans start at Free for Lonboard and On request for Samsara.
- Does Lonboard or Samsara run on more platforms?
- Lonboard runs on Linux, macOS, Windows. Samsara runs on Web, Mobile.
- Can I use Lonboard for free?
- Yes. Lonboard has a free tier, so you can try it without paying. Samsara starts at On request.
- 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 Samsara is typically brought in for.
- What can Lonboard do that Samsara cannot?
- Lonboard covers GeoArrow binary transfer, GeoPandas input, deck.gl layers, Jupyter widget. Samsara covers Real-time GPS tracking, AI dash cameras, ELD compliance, IFTA reporting.
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.
Samsara: How much does Samsara cost?
Samsara does not publish pricing online. Pricing is customized based on fleet size and specific operational needs. Contact sales to discuss your requirements and receive a quote.
SourceLonboard: Who maintains it?
Development Seed, a geospatial engineering consultancy, as an open source project. There is no commercial support offering.
Samsara: Does Samsara pricing scale by fleet size?
Yes, Samsara pricing scales based on fleet size with tiers for 1-5 vehicles, 6-29, 30-499, 500-4999, and 5000+ assets. Specific rates for each tier are not disclosed online.
SourceLonboard: 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.
Samsara: How can I get Samsara pricing information?
To obtain pricing, use the 'Talk to sales' button on Samsara's website or visit their pricing page. The sales team will discuss your operational needs and provide a customized quote.
SourceLonboard: Is it free for commercial use?
Yes, it is open source with no licence fee.
Samsara: Does Samsara offer a free trial?
No free trial is mentioned on Samsara's available pages. Contact the sales team to discuss evaluation options and pricing for your fleet.
SourceRelated pages
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