I would recommend a 64-bit system, as Raspberry Pi 3B, 3B+ and 4B are 64 bit hardware.
Raspberry Pi Foundation provides a suitable system at https://www.raspberrypi.com/software/operating-systems/#raspberry-pi-os-64-bit . I would recommend “Raspberry Pi OS Lite” 64-bit. The latest one was released April 4th 2022.
With this release, the default user pi was removed! 
I would suggest to setup the user scanner - see https://www.raspberrypi.com/news/raspberry-pi-bullseye-update-april-2022/ 
Also don't forget to activate SSH daemon for remote (headless) setup.
You might follow the setup instructions at https://www.raspberrypi.com/software/
verify to have the correct device name for the (new) SD card
for not overwriting and trashing your system
or overwriting relevant data!
lsblk - before inserting the SD card to be written.dmesg -w while insertinglsblk to previous output
optionally, you might check existing contents by mounting - replace /dev/sdb with YOUR device! 
but keep the digit after /dev/sdb, e.g. /dev/sdb1 is changed into /dev/sdc1
sudo fdisk -l /dev/sdb # lists partitions mkdir /dev/shm/sdb1 sudo mount /dev/sdb1 /dev/shm/sdb1
check the contents, e.g. with cd, ls, .. or mc
and then unmount each checked partition
sudo umount /dev/shm/sdb1
don't forget to replace /dev/sdb with YOUR micro-SD cards' device name!
xzcat 2022-04-04-raspios-bullseye-arm64-lite.img.xz | sudo dd bs=4M of=/dev/sdb sync
unplug / eject the micro-SD card with the adapter
re-insert micro-SD card and mount
again: replace /dev/sdb with YOUR device!
sudo fdisk -l /dev/sdb mkdir /dev/shm/sdb1 sudo mount /dev/sdb1 /dev/shm/sdb1
we need an enctypted version for the password scanner123 - you might change in following
echo 'scanner123' | openssl passwd -6 -stdin
there comes a huge alphanumeric string. copy it into your clipboard - or select for pasting with middle mouse button.
for later automatic generation of user scanner - you might change in following
echo 'scanner:$6$6t.t7wG2IkuS0IHn$COM.bQQWWbTYtLCkLf5Mk6PUUnpkZN7R0JLsXwUfHDPx6Hc0jK77Ci28zR01rdyN.1jRQGuHnP1rq78I0xzF.0' >/dev/shm/sdb1/userconf.txt
and for later activation of SSH-daemon
touch /dev/shm/sdb1/ssh
you might setup / change other bootup options for the Raspberry Pi, e.g. display options, ..
when finished, unmount
sudo umount /dev/shm/sdb1
and unmount the micro-SD card from the PC
now, you are ready to insert the prepared SD card into the Pi and boot from it.
using Pi headless over Ethernet network, you might lookup the IP address; the default hostname is raspberrypi
On a Windows PC, you can use one of the following programs to establish an SSH connection
PuTTY: https://www.putty.org/MobaXterm: https://mobaxterm.mobatek.net/for sure, there are other alternatives. i would recommend MobaXterm, which has a builtin X-server, that would allow to run GUI programs.
if really necessary, i would suggest JuiceSSH (https://juicessh.com/) for SSH from an Android smartphone or tablet.
Please continue with 2.2 Setup on a pre-installed Pi or PC
afterwards, check other configuration options - special for Raspberry Pi, e.g. speaker output:
sudo raspi-config