2001 Toyota Camry Hard time turniing over

When I turn the key all I hear is a click, there is electrical because the clock and my dash lights all come on as well as the ding ding noise.

Sometimes it starts on the first try but most of the times it takes about 10 turnovers to start. On Tuesday I started I drove for 5 minutes, turned it off to go in the store 5 minutes later it took 106 turnovers to start.

Could it be the Starter Cylinode Cylinder? (Excuse the spelling)

Thanks for your input,

Toni-Lynn