Krisztian Szucs created ARROW-8316:
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             Summary: [CI] Set docker-compose to use docker-cli instead of 
docker-py for building images
                 Key: ARROW-8316
                 URL: https://issues.apache.org/jira/browse/ARROW-8316
             Project: Apache Arrow
          Issue Type: Improvement
          Components: Continuous Integration
            Reporter: Krisztian Szucs


The images pushed from the master branch were sometimes producing reusable 
layers, sometimes not. So the caching was working non-deterministically. 
The underlying issue is https://github.com/docker/compose/issues/883







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