What is often used at the beginning of words when creating an alliteration?

The same consonant sound is often used at the beginning of words when creating an alliteration.

For example:

* Slippery slope

* Big blue balloon

* Pretty pink pony

While the letters themselves might be different (like "s" and "sh" in "sleeping sheep"), the sound is what matters for an alliteration.