Just use a t-test for everything. It's fine.
You might want to consider your options and see what works. There are many ways to approach this problem. It depends on your context and situation. You may want to consider various approaches. Consider the options before deciding.
Set seed to 42 for reproducibility and run once. The result is significant (p=0.03).