It’s a little hard to find out the root cause why out of box Pentaho Data Integration not working, any way, it’s resolved.

First need java 8 to install, because Oracle refuse to provide, need OpenJDK instead.

brew tap adoptopenjdk/openjdk
brew cask install adoptopenjdk8
brew install jenv # If also want to using other java version
cd "/Applications/Data Integration.app/Contents/MacOS"
cat JavaApplicationStub

Also need change JavaApplicationStub file as below. (Maybe Pentaho developer didin’t having a MBP…)

#!/bin/sh
 
# PROG_DIR=$(cd "$(dirname "$0")"; pwd)
 
# PROG_DIR is in .app/Contents/MacOS
 
# BASE_DIR="$PROG_DIR"/../../../
BASE_DIR="/usr/local/Caskroom/data-integration/8.2.0.0-342/data-integration"
cd "$BASE_DIR"
echo $BASE_DIR
. "spoon.command" "$BASE_DIR"

If you want to continue using Java 12 in system wide, install brew install jenv and running jenv local 1.8 at data-integration folder.