Amazon Linux 2023: Installing mysqlclient for Python 3.11

Hello I have upgraded my python from the default 3.9 to 3.11 using

sudo dnf install python3.11 -y

I am unable to install mysqlclient using pip3.11 as it gives me the following error

....
building 'MySQLdb._mysql' extension
      creating build/temp.linux-x86_64-cpython-311
      creating build/temp.linux-x86_64-cpython-311/src
      creating build/temp.linux-x86_64-cpython-311/src/MySQLdb
      gcc -Wsign-compare -DDYNAMIC_ANNOTATIONS_ENABLED=1 -DNDEBUG -O2 -ftree-vectorize -fexceptions -g -grecord-gcc-switches -pipe -Wall -Werror=format-security -Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fstack-protector-strong -m64 -march=x86-64-v2 -mtune=generic -fasynchronous-unwind-tables -fstack-clash-protection -fcf-protection -D_GNU_SOURCE -fPIC -fwrapv -O2 -ftree-vectorize -fexceptions -g -grecord-gcc-switches -pipe -Wall -Werror=format-security -Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fstack-protector-strong -m64 -march=x86-64-v2 -mtune=generic -fasynchronous-unwind-tables -fstack-clash-protection -fcf-protection -D_GNU_SOURCE -fPIC -fwrapv -O2 -ftree-vectorize -fexceptions -g -grecord-gcc-switches -pipe -Wall -Werror=format-security -Wp,-D_FORTIFY_SOURCE=2 -Wp,-D_GLIBCXX_ASSERTIONS -fstack-protector-strong -m64 -march=x86-64-v2 -mtune=generic -fasynchronous-unwind-tables -fstack-clash-protection -fcf-protection -D_GNU_SOURCE -fPIC -fwrapv -fPIC "-Dversion_info=(2, 2, 1, 'final', 0)" -D__version__=2.2.1 -I/usr/include/python3.11 -c src/MySQLdb/_mysql.c -o build/temp.linux-x86_64-cpython-311/src/MySQLdb/_mysql.o -I/usr/include/mysql -std=c99
      src/MySQLdb/_mysql.c:47:10: fatal error: Python.h: No such file or directory
         47 | #include "Python.h"
            |          ^~~~~~~~~~
      compilation terminated.
      error: command '/usr/bin/gcc' failed with exit code 1
      [end of output]
  
  note: This error originates from a subprocess, and is likely not a problem with pip.
  ERROR: Failed building wheel for mysqlclient
Failed to build mysqlclient

However mysqlclient does install with Python3.9. I am unable to figure out how to resolve this error. Has anyone come across this issue? Thanks in advance for your time and help