Posts pagination not working in front page - wordpress

Question

This question has asked many time before and none has answers my question. I went through most of the answers before post this.
I have a pagination query in home page. Pagination is showing and I can going through the pages. But same posts are displaying for every paginate link.
This is my code so far. Can anybody elaborate the wrong here?
<?php
$paged = ( get_query_var('page') ) ? get_query_var('page') : 1;
$args = array(
'post_type'=>'post',
'posts_per_page'=>10,
'orderby'=>'date',
'order'=>'DESC',
'offset'=>3,
'paged'=>$paged
);
$blogs = new WP_Query($args);
if($blogs->have_posts()):
while($blogs->have_posts()): $blogs->the_post();
?>
<div class="col-md-6">
<div class="single-post">
<div class="thumb">
<a href="<?php the_permalink(); ?>">
<img src="<?php the_post_thumbnail_url('blog-thumbnail'); ?>" alt="<?php the_title(); ?>" class="img-fluid" />
</a>
</div>
<div class="content">
<div class="category">
<?php
$categories = get_the_category();
foreach ($categories as $key => $category) {
echo ''. $category->name. '';
}
?>
</div>
<h3><?php the_title(); ?></h3>
<div class="metadata">
<span class="date"><?php echo get_the_date(); ?></span>
<span class="author"><?php echo get_the_author(); ?></span>
</div>
<div class="excerpt">
<?php the_excerpt(); ?>
</div>
</div>
</div>
</div>
<?php
endwhile;
echo '<div class="paginate-wrap">'. paginate_links() . '</div>';
endif;
wp_reset_query();
?>
Thanks in advance

Answer 1

Found the solution. Is anybody facing the same please check this.
My code is right, but because of the offset parameter pagination is not working. I found the solution here.
So, this is my final code:
<?php
$paged = ( get_query_var('page') ) ? get_query_var('page') : 1;
$per_page = 10;
$defualt_offset = $offset;
if ($paged == 1) {
$offset = $default_offset;
} else {
$offset = (($paged - 1) * $per_page) + $default_offset;
}
$args = array(
'post_type'=>'post',
'posts_per_page'=>$per_page,
'orderby'=>'date',
'order'=>'DESC',
'offset'=>3,
'paged'=>$paged
);
$blogs = new WP_Query($args);
if($blogs->have_posts()):
while($blogs->have_posts()): $blogs->the_post();
?>
<div class="col-md-6">
<div class="single-post">
<div class="thumb">
<a href="<?php the_permalink(); ?>">
<img src="<?php the_post_thumbnail_url('blog-thumbnail'); ?>" alt="<?php the_title(); ?>" class="img-fluid" />
</a>
</div>
<div class="content">
<div class="category">
<?php
$categories = get_the_category();
foreach ($categories as $key => $category) {
echo ''. $category->name. '';
}
?>
</div>
<h3><?php the_title(); ?></h3>
<div class="metadata">
<span class="date"><?php echo get_the_date(); ?></span>
<span class="author"><?php echo get_the_author(); ?></span>
</div>
<div class="excerpt">
<?php the_excerpt(); ?>
</div>
</div>
</div>
</div>
<?php
endwhile;
echo '<div class="paginate-wrap">'. paginate_links() . '</div>';
endif;
wp_reset_query();
?>