diff --git a/lib/API/Endpoints/AutomatedLatestContent.php b/lib/API/Endpoints/AutomatedLatestContent.php
index 9caeac45e1..f45a59b90f 100644
--- a/lib/API/Endpoints/AutomatedLatestContent.php
+++ b/lib/API/Endpoints/AutomatedLatestContent.php
@@ -1,6 +1,7 @@
 <?php
 namespace MailPoet\API\Endpoints;
 use MailPoet\API\Endpoint as APIEndpoint;
+use MailPoet\WP\Posts as WPPosts;
 
 if(!defined('ABSPATH')) exit;
 
@@ -31,9 +32,9 @@ class AutomatedLatestContent extends APIEndpoint {
     $page = (isset($data['page'])) ? (int)$data['page'] : 1;
 
     return $this->successResponse(
-      get_terms(
-        $taxonomies,
+      WPPosts::getTerms(
         array(
+          'taxonomy' => $taxonomies,
           'hide_empty' => false,
           'search' => $search,
           'number' => $limit,
diff --git a/lib/Newsletter/AutomatedLatestContent.php b/lib/Newsletter/AutomatedLatestContent.php
index 701e521584..c9abb0549a 100644
--- a/lib/Newsletter/AutomatedLatestContent.php
+++ b/lib/Newsletter/AutomatedLatestContent.php
@@ -79,18 +79,16 @@ class AutomatedLatestContent {
   function constructTaxonomiesQuery($args) {
     $taxonomies_query = array();
     if(isset($args['terms']) && is_array($args['terms'])) {
-      // Add filtering by tags and categories
-      $tags = array();
-      $categories = array();
+      $taxonomies = array();
+      // Categorize terms based on their taxonomies
       foreach($args['terms'] as $term) {
-        if($term['taxonomy'] === 'category') {
-          $categories[] = $term['id'];
-        } else if($term['taxonomy'] === 'post_tag') $tags[] = $term['id'];
+        $taxonomy = $term['taxonomy'];
+        if(!isset($taxonomies[$taxonomy])) {
+          $taxonomies[$taxonomy] = array();
+        }
+        $taxonomies[$taxonomy][] = $term['id'];
       }
-      $taxonomies = array(
-        'post_tag' => $tags,
-        'category' => $categories
-      );
+
       foreach($taxonomies as $taxonomy => $terms) {
         if(!empty($terms)) {
           $tax = array(
@@ -108,7 +106,6 @@ class AutomatedLatestContent {
         // use 'OR', because we want posts that have any of the included
         // tags/categories
         $taxonomies_query['relation'] = ($args['inclusionType'] === 'exclude') ? 'AND' : 'OR';
-        return $taxonomies_query;
       }
     }
     return $taxonomies_query;
@@ -125,4 +122,4 @@ class AutomatedLatestContent {
       remove_action('posts_where', array($this, 'filterOutSentPosts'));
     }
   }
-}
\ No newline at end of file
+}
diff --git a/lib/WP/Posts.php b/lib/WP/Posts.php
new file mode 100644
index 0000000000..b40400132a
--- /dev/null
+++ b/lib/WP/Posts.php
@@ -0,0 +1,18 @@
+<?php
+namespace MailPoet\WP;
+
+class Posts {
+
+  static function getTerms($args) {
+    // Since WordPress 4.5.0 signature of get_terms changed to require
+    // one argument array, where taxonomy is key of that array
+    if(version_compare(bloginfo('version'), '4.5.0', '>=')) {
+      return get_terms($args);
+    } else {
+      $taxonomy = $args['taxonomy'];
+      unset($args['taxonomy']);
+      return get_terms($taxonomy, $args);
+    }
+  }
+
+}
diff --git a/tests/_support/Helper/WordPress.php b/tests/_support/Helper/WordPress.php
index 86b2d478c9..60ca4675fb 100644
--- a/tests/_support/Helper/WordPress.php
+++ b/tests/_support/Helper/WordPress.php
@@ -36,6 +36,14 @@ function override($func, $args) {
   return call_user_func_array('\\' . $func, $args);
 }
 
+function get_terms($key) {
+  return override(__FUNCTION__, func_get_args());
+}
+
+function bloginfo($key) {
+  return override(__FUNCTION__, func_get_args());
+}
+
 function get_option($key) {
   return override(__FUNCTION__, func_get_args());
 }
diff --git a/tests/unit/Newsletter/AutomatedLatestContentTest.php b/tests/unit/Newsletter/AutomatedLatestContentTest.php
new file mode 100644
index 0000000000..a66fd0c679
--- /dev/null
+++ b/tests/unit/Newsletter/AutomatedLatestContentTest.php
@@ -0,0 +1,63 @@
+<?php
+use MailPoet\Newsletter\AutomatedLatestContent;
+
+class AutomatedLatestContentTest extends MailPoetTest {
+  function __construct() {
+    $this->alc = new AutomatedLatestContent();
+  }
+
+  function testItCategorizesTermsToTaxonomies() {
+    $args = array(
+      'terms' => array(
+        array(
+          'id' => 1,
+          'taxonomy' => 'post_tag'
+        ),
+        array(
+          'id' => 2,
+          'taxonomy' => 'product_tag',
+        ),
+        array(
+          'id' => 3,
+          'taxonomy' => 'post_tag'
+        )
+      ),
+      'inclusionType' => 'include',
+    );
+
+    expect($this->alc->constructTaxonomiesQuery($args))->equals(array(
+      array(
+        'taxonomy' => 'post_tag',
+        'field' => 'id',
+        'terms' => array(1, 3)
+      ),
+      array(
+        'taxonomy' => 'product_tag',
+        'field' => 'id',
+        'terms' => array(2)
+      ),
+      'relation' => 'OR'
+    ));
+  }
+
+  function testItCanExcludeTaxonomies() {
+    $args = array(
+      'terms' => array(
+        array(
+          'id' => 7,
+          'taxonomy' => 'post_tag'
+        ),
+        array(
+          'id' => 8,
+          'taxonomy' => 'post_tag'
+        )
+      ),
+      'inclusionType' => 'exclude',
+    );
+
+    $query = $this->alc->constructTaxonomiesQuery($args);
+
+    expect($query[0]['operator'])->equals('NOT IN');
+    expect($query['relation'])->equals('AND');
+  }
+}
diff --git a/tests/unit/WP/PostsTest.php b/tests/unit/WP/PostsTest.php
new file mode 100644
index 0000000000..7b4f0950eb
--- /dev/null
+++ b/tests/unit/WP/PostsTest.php
@@ -0,0 +1,56 @@
+<?php
+
+use Helper\WordPress as WordPressHelper;
+use MailPoet\WP\Posts;
+
+class WPPostsTest extends MailPoetTest {
+
+  function testGetTermsProxiesCallToWordPress() {
+    $args = array(
+      'taxonomy' => 'post_tags',
+      'hide_empty' => true
+    );
+
+    WordPressHelper::interceptFunction('bloginfo', function($key) {
+      return '4.6.0';
+    });
+
+    WordPressHelper::interceptFunction('get_terms', function($key) {
+      return array(
+        'call check' => 'get_terms called',
+        'arguments' => func_get_args()
+      );
+    });
+
+    $result = Posts::getTerms($args);
+    expect($result['call check'])->equals('get_terms called');
+    expect($result['arguments'][0])->equals($args);
+  }
+
+  function testGetTermsPassesTaxonomyAsFirstArgumentInOldVersions() {
+    $args = array(
+      'taxonomy' => 'post_tags',
+      'hide_empty' => true
+    );
+
+    WordPressHelper::interceptFunction('bloginfo', function($key) {
+      return '4.4.0';
+    });
+
+    WordPressHelper::interceptFunction('get_terms', function($key) {
+      return array(
+        'call check' => 'get_terms called',
+        'arguments' => func_get_args()
+      );
+    });
+
+    $result = Posts::getTerms($args);
+    expect($result['call check'])->equals('get_terms called');
+    expect($result['arguments'][0])->equals($args['taxonomy']);
+    expect($result['arguments'][1])->equals(array_diff_key($args, array('taxonomy' => '')));
+  }
+
+  function _afterStep() {
+    WordPressHelper::releaseAllFunctions();
+  }
+}