Head-to-head comparisons
Can't decide? Side-by-side breakdowns of the tools people compare most.

deck.gl vs kepler.gl
Both come from Uber's visualization team and share the same rendering core. deck.gl is the programmable WebGL framework for building custom large-data visualizations in code. kepler.gl is a ready-made application on top of it — drop in data, explore, export, no code required.
MapLibre GL JS vs Leaflet
The two most popular open-source web mapping libraries solve different problems. Leaflet is a lightweight, battle-tested raster-map library with a huge plugin ecosystem. MapLibre GL JS renders vector tiles with WebGL, enabling smooth rotation, 3D and fully custom styling — at the cost of more complexity.
MapLibre GL JS vs OpenLayers
Both render vector data in the browser, but with different philosophies. MapLibre is a style-driven renderer: you describe the map in a declarative style spec and it does the rest. OpenLayers is a full GIS toolkit: projections, feature editing, and fine-grained programmatic control come built in.

Nominatim vs Pelias
Nominatim is the canonical OpenStreetMap geocoder — a single PostgreSQL-backed service that mirrors OSM's data model closely. Pelias is a modular, Elasticsearch-based geocoder designed to blend OSM with other datasets (WOF, OpenAddresses, custom POIs) and offers finer search tuning.

OSRM vs GraphHopper
OSRM (C++) and GraphHopper (Java) are both mature OSM-based routing engines. OSRM wins on raw query speed for car routing. GraphHopper is easier to customize in Java, has a friendly hosted offering, and supports more vehicle profiles out of the box.

OSRM vs Valhalla
Both are high-performance open-source routing engines that run on OpenStreetMap data. OSRM is laser-focused on extremely fast car routing via contraction hierarchies. Valhalla trades a bit of that raw speed for multimodal routing (car, bike, foot, transit), richer costing options and time-dependent features.

Protomaps vs MapTiler
Two ways to escape Mapbox's tile pricing. Protomaps is built around the single-file PMTiles archive — download a planet file, serve it from any static host or serverless function, done. MapTiler is a fuller commercial platform: hosted tiles, styles, geocoding and self-hostable server packages.

QGIS vs GRASS GIS
QGIS is the go-to open-source desktop GIS for most users: modern UI, huge plugin ecosystem, and it actually embeds GRASS algorithms. GRASS GIS is the older, more analytical powerhouse — strongest when driven from scripts for raster and topology-heavy processing.

Tippecanoe vs Planetiler
Both build vector tiles, but from different starting points. Tippecanoe turns GeoJSON into MBTiles with unrivalled per-zoom simplification control. Planetiler builds entire planet-scale basemaps from OpenStreetMap data in hours on a single machine, in Java.