I'm wondering if I flash a custom ROM onto my Samsung Galaxy Nexus device, will it erase all my data (musics, pictures, etc.) due to its memory singularity?
Flashing a CustomROM (usually any ROM different to the one you're currently running) requires you to do a complete Wipe (well, at least it is strongly recommended for stability reasons) -- so the answer is probably: Yes. Data on an external SD card usually is not affected -- but as far as I remember, the GN has no such thing.
You might wish to consult the following Q&As for more information:
- How can I keep settings after flashing a ROM?
- Do I need to revert to stock firmware and/or wipe data before installing a custom ROM?
- Manually upgrade Galaxy Nexus 4.0.4 (yakjuxw) to 4.1
Just to be more clear: Data on (external|internal) SD-Card (the Nexus uses an internal eMMC instead of the external SD, if I'm correct) -- that is the place where you store your photos, videos, music files, etc. -- are not affected by the wipe. Just all "internal memory" -- i.e. the apps you installed, and all settings plus app data -- will be erased.