ManusH on "[Plugin: WooCommerce - excelling eCommerce] How to add Product Description to Category or shop page"

That category page with the products inside is:
woocommerce >> templates >> content-product.php

And you can find that only function to show the Title inside this page as:

<h3><?php the_title(); ?></h3>

After that line you can add your own lines:

<br /><?php echo $product->get_sku(); ?>
<br /><?php echo apply_filters( 'woocommerce_short_description', $post->post_excerpt ) ?>

These will display the SKU and the short-description of the product.

Btw, this is just a quick hard-coded method, you can try to add these functions to the hook on that page in your theme's functions.php.

add_action('woocommerce_after_shop_loop_item_title','woocommerce_template_single_excerpt', 5);

As it is mentioned in that hooks comments section that the PRICE is already hooked in there.