The critics 'heaped praises on' her performance. = The critics 'sang the praises of' her performance. = The critics 'sang her praises'. [=the critics praised her performance in a very enthusiastic way]
The poem is 'in praise of' nature. [=the poem praises nature]
People gathered in the church to sing 'praises' to the Lord.