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Fleet Management · head to head

Azuga vs Lonboard

Azuga logo

Azuga

Fleet Management

GPS fleet tracking with driver behaviour scoring

From
On request
Free plan
No
Full reviewWebsite
Lonboard logo

Lonboard

Maps

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

From
Free
Free plan
Yes
Full reviewWebsite

The short version

  • Only Lonboard has a free tier, so it costs nothing to try first.
  • Each has a real cost: Azuga driver monitoring is contentious regardless of framing, and rewards do not remove that; 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: Azuga covers GPS tracking, Lonboard covers GeoArrow binary transfer.
  • Prices and features above were last checked on 1 September 2026.

Where they differ

Only the attributes on which Azuga and Lonboard actually diverge.

Attributes where Azuga and Lonboard differ
AttributeAzugaLonboard
Starting priceOn requestFree
Pricing modelPer-vehicle monthly subscription; published on the vendor siteOpen source, no licence fee
Free tierNoYes
PlatformsWeb, iOS, Android, CloudLinux, macOS, Windows
CategoryFleet ManagementMaps

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 Azuga

  • GPS tracking
  • Driver scorecards
  • Dashcams
  • Maintenance reminders

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.

Azuga

  • Fleets wanting driver safety data drivers will actually engage withnot Lonboard
  • Service businesses proving arrival times to customersnot Lonboard
  • Reducing fuel and maintenance costs through driving behaviournot Lonboard

Lonboard

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

Where each one falls short

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

Azuga

  • Driver monitoring is contentious regardless of framing, and rewards do not remove that
  • Hardware installation per vehicle is real upfront cost and effort
  • Contracts are typically multi-year, which limits switching
  • A smaller ecosystem than Samsara or Geotab, with fewer third-party integrations

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

Azuga

On request

No published plan breakdown. See the Azuga review.

Lonboard

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

Which should you pick?

Choose Azuga if

  • You need gps tracking.
  • You work on Web, iOS, Android, Cloud.
  • You also want driver scorecards.
Azuga review

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

Questions people ask

Is Azuga or Lonboard better?
Neither clearly leads. Azuga 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, Azuga or Lonboard?
Lonboard has a free tier; the other does not. Paid plans start at On request for Azuga and Free for Lonboard.
Does Azuga or Lonboard run on more platforms?
Azuga runs on Web, iOS, Android, Cloud. 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. Azuga starts at On request.
What is Azuga best used for?
Azuga is most often used for fleets wanting driver safety data drivers will actually engage with, service businesses proving arrival times to customers, reducing fuel and maintenance costs through driving behaviour. Of those, fleets wanting driver safety data drivers will actually engage with and service businesses proving arrival times to customers are not what Lonboard is typically brought in for.
What can Azuga do that Lonboard cannot?
Azuga covers GPS tracking, Driver scorecards, Dashcams, Maintenance reminders. Lonboard covers GeoArrow binary transfer, GeoPandas input, deck.gl layers, Jupyter widget.

Answered from the vendors’ own pages

Azuga: What does Azuga cost?

It publishes per-vehicle monthly pricing, normally on a multi-year contract with hardware.

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.

Azuga: How is it different from other fleet trackers?

It leans on driver scorecards and rewards rather than pure oversight, though how that feels depends on how the company uses the data.

Lonboard: Who maintains it?

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

Azuga: Does it handle ELD compliance?

Yes, it supports electronic logging for hours-of-service requirements.

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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