I migrated my server to another host company. All of my apps running android version < 6.0 are now failing to do HTTPS requests, but the problem doesn't apply to newer versions. Here is my error log.
https request error in android version < 6.0 after server migration
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Problem solved, it occured an error in the migration where the machine hosting my services already had a SSL certificate, that certificate wasn't trusted and was running in conflit with mine, causing errors in the older android versions.