The 'volatile' keyword only ensures visibility, not atomicity. For example, if you have a volatile int 'counter' and multiple threads increment it, each increment involves a read-modify-write cycle that isn't atomic. Thus, threads can read the same value before any increment is completed, leading to incorrect counts. Use synchronized blocks or atomic classes for atomicity.
Additional Notes
Why doesn’t volatile guarantee atomicity in operations?