[msbuild] Microsoft.WebApplication.targets was not found, on the build server. What's your solution?

I tried a bunch of solutions, but in the end this answer worked for me: https://stackoverflow.com/a/19826448/431522

It basically entails calling MSBuild from the MSBuild directory, instead of the Visual Studio directory.

I also added the MSBuild directory to my path, to make the scripts easier to code.

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Microsoft.WebApplication.targets was not found, on the build server. What's your solution?