If you use the correct properties and give the container a height, it will work.
.container {
display: flex;
justify-content: center;
align-items: center;
height: 100vh;
/* CSS just to show the bounds */
border: 2px solid;
background-color: #eee
}<div class="container">
<p>Lorem ipsum</p>
</div>