Richard,

> So what exactly was *not* working? Tomcat should indeed 'extract' the war 
> automagically and then make geoserver admin page usable.
In other examples I saw it being extracted to a relative path; not in my case. 
No extra files appeared. And no, there was no admin page.
/site/wwwrooot/webapps still only contains the geoserver.war file.

My steps:
Create new Azure App Service (Linux, Java 8, Tomcat 8.5) - the rest default. Go 
to mytest.azurewebsites.net, see welcome page. Go to 
mytest.azurewebsites.net/geoserver get 404. 
Download publish package, start FTP client, create "webapps" folder in 
/site/wwwroot, upload geoserver.war to /site/wwwroot/webapps. Restart service. 
Go to mytest.azurewebsites.net/geoserver, see loading indicator. Wait a few 
minutes, get "Service Unavailable", with App Service plan at 100% CPU.

Can't reach mytest.azurewebsites.net anymore: takes a few minutes and then 
responds with "Service Unavailable". 15 minutes in, and CPU usage is still at 
100% (memory at 65%) according to Azure. Do see a slight dip every now and then.

After ~20 minutes, the /geoserver URL returns
502 - Web server received an invalid response while acting as a gateway or 
proxy server

> Can you connect to (I presume) port 8080 of Tomcat?
No.

>Did the geoserver admin interface come up? 
No...

[...]

Attached are the only (semi-useful) logs I could find. Pulling out my hairs, 
afraid I'm doing something very dumb, here...

Regards,
Jelmer

Attachment: catalina.lw0sdlwk000014.2021-02-16.log
Description: catalina.lw0sdlwk000014.2021-02-16.log

Attachment: 2021_02_16_lw0sdlwk000014_default_docker.log
Description: 2021_02_16_lw0sdlwk000014_default_docker.log

Attachment: 2021_02_16_lw0sdlwk000014_docker.log
Description: 2021_02_16_lw0sdlwk000014_docker.log

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