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I am new to GIS application world. I would like to ask what are the other alternatives to UMN MapServer in the market preferably open source?

PolyGeo
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Geoserver probably is the most known option among the open-source feature server applications. However, I personally use MapServer.

Here you can check some info about both applications:

  1. http://www.slideshare.net/ssuser185516/mapserver-vs-geoserver-16107836
  2. https://stackoverflow.com/questions/2670361/mapserver-vs-geoserver
  3. http://anitagraser.com/2010/06/08/geoserver-vs-mapserver/

To answer your second question (about commercial GIS apps), the "Mercedes Benz" of the GIS applications is ArcGis (based on some lists such as http://www.gisdoctor.com/site/gis-help/commercial-gis-software/).

However, I think you can achieve lot of GIS capabilities with two open-source software projects, these are:

  1. QGis
  2. GRASS

Wikipedia is a good source to search for more open-source and commercial applications: http://en.wikipedia.org/wiki/List_of_geographic_information_systems_software

Hope this helps,

Gery
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MapGuide opensource is, like MapServer, a cartographic engine server-side.

Laurent Jégou
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