Was asking for help from the soap making gurus and thankfully, they managed to analyse the factors that cause my first failure. It could be the incubating process.
This time, I incubated the soap for 48 hours! It turned out to be a little crystal-like.. It is really a little, not too much..
Slightly improved isn't it? Looking forward to better outcome.