diff --git a/src/Symfony/Bundle/FrameworkBundle/Resources/config/cache.xml b/src/Symfony/Bundle/FrameworkBundle/Resources/config/cache.xml
index d0e596ab83..cd4d51e2c3 100644
--- a/src/Symfony/Bundle/FrameworkBundle/Resources/config/cache.xml
+++ b/src/Symfony/Bundle/FrameworkBundle/Resources/config/cache.xml
@@ -126,9 +126,8 @@
         <service id="cache.global_clearer" parent="cache.default_clearer" public="true" />
         <service id="cache.app_clearer" alias="cache.default_clearer" public="true" />
         <service id="Psr\Cache\CacheItemPoolInterface" alias="cache.app" />
-        <service id="Symfony\Component\Cache\TaggableCacheInterface" alias="cache.app.taggable" />
         <service id="Psr\SimpleCache\CacheInterface" alias="cache.app.simple" />
         <service id="Symfony\Component\Cache\Adapter\AdapterInterface" alias="cache.app" />
-        <service id="Symfony\Component\Cache\CacheInterface" alias="cache.app" />
+        <service id="Symfony\Component\Cache\CacheInterface" alias="cache.app.taggable" />
     </services>
 </container>
diff --git a/src/Symfony/Component/Cache/Adapter/TagAwareAdapter.php b/src/Symfony/Component/Cache/Adapter/TagAwareAdapter.php
index 257e404e1c..e810f5d00f 100644
--- a/src/Symfony/Component/Cache/Adapter/TagAwareAdapter.php
+++ b/src/Symfony/Component/Cache/Adapter/TagAwareAdapter.php
@@ -13,17 +13,17 @@ namespace Symfony\Component\Cache\Adapter;
 
 use Psr\Cache\CacheItemInterface;
 use Psr\Cache\InvalidArgumentException;
+use Symfony\Component\Cache\CacheInterface;
 use Symfony\Component\Cache\CacheItem;
 use Symfony\Component\Cache\PruneableInterface;
 use Symfony\Component\Cache\ResettableInterface;
-use Symfony\Component\Cache\TaggableCacheInterface;
 use Symfony\Component\Cache\Traits\GetTrait;
 use Symfony\Component\Cache\Traits\ProxyTrait;
 
 /**
  * @author Nicolas Grekas <p@tchwork.com>
  */
-class TagAwareAdapter implements TagAwareAdapterInterface, TaggableCacheInterface, PruneableInterface, ResettableInterface
+class TagAwareAdapter implements CacheInterface, TagAwareAdapterInterface, PruneableInterface, ResettableInterface
 {
     const TAGS_PREFIX = "\0tags\0";
 
diff --git a/src/Symfony/Component/Cache/Adapter/TraceableTagAwareAdapter.php b/src/Symfony/Component/Cache/Adapter/TraceableTagAwareAdapter.php
index 2fda8b3602..c597c81c38 100644
--- a/src/Symfony/Component/Cache/Adapter/TraceableTagAwareAdapter.php
+++ b/src/Symfony/Component/Cache/Adapter/TraceableTagAwareAdapter.php
@@ -11,12 +11,12 @@
 
 namespace Symfony\Component\Cache\Adapter;
 
-use Symfony\Component\Cache\TaggableCacheInterface;
+use Symfony\Component\Cache\CacheInterface;
 
 /**
  * @author Robin Chalas <robin.chalas@gmail.com>
  */
-class TraceableTagAwareAdapter extends TraceableAdapter implements TaggableCacheInterface, TagAwareAdapterInterface
+class TraceableTagAwareAdapter extends TraceableAdapter implements CacheInterface, TagAwareAdapterInterface
 {
     public function __construct(TagAwareAdapterInterface $pool)
     {
diff --git a/src/Symfony/Component/Cache/CHANGELOG.md b/src/Symfony/Component/Cache/CHANGELOG.md
index d21b2cbda4..f6fb43ebe7 100644
--- a/src/Symfony/Component/Cache/CHANGELOG.md
+++ b/src/Symfony/Component/Cache/CHANGELOG.md
@@ -4,7 +4,7 @@ CHANGELOG
 4.2.0
 -----
 
- * added `CacheInterface` and `TaggableCacheInterface`
+ * added `CacheInterface`, which should become the preferred way to use a cache
  * throw `LogicException` when `CacheItem::tag()` is called on an item coming from a non tag-aware pool
 
 3.4.0
diff --git a/src/Symfony/Component/Cache/CacheInterface.php b/src/Symfony/Component/Cache/CacheInterface.php
index c5c877ddbd..49194d135e 100644
--- a/src/Symfony/Component/Cache/CacheInterface.php
+++ b/src/Symfony/Component/Cache/CacheInterface.php
@@ -11,8 +11,6 @@
 
 namespace Symfony\Component\Cache;
 
-use Psr\Cache\CacheItemInterface;
-
 /**
  * Gets and stores items from a cache.
  *
@@ -22,14 +20,12 @@ use Psr\Cache\CacheItemInterface;
  * - the corresponding PSR-6 CacheItemInterface object,
  *   allowing time-based expiration control.
  *
- * If you need tag-based invalidation, use TaggableCacheInterface instead.
- *
  * @author Nicolas Grekas <p@tchwork.com>
  */
 interface CacheInterface
 {
     /**
-     * @param callable(CacheItemInterface):mixed $callback Should return the computed value for the given key/item
+     * @param callable(CacheItem):mixed $callback Should return the computed value for the given key/item
      *
      * @return mixed The value corresponding to the provided key
      */
diff --git a/src/Symfony/Component/Cache/TaggableCacheInterface.php b/src/Symfony/Component/Cache/TaggableCacheInterface.php
deleted file mode 100644
index c112e72586..0000000000
--- a/src/Symfony/Component/Cache/TaggableCacheInterface.php
+++ /dev/null
@@ -1,35 +0,0 @@
-<?php
-
-/*
- * This file is part of the Symfony package.
- *
- * (c) Fabien Potencier <fabien@symfony.com>
- *
- * For the full copyright and license information, please view the LICENSE
- * file that was distributed with this source code.
- */
-
-namespace Symfony\Component\Cache;
-
-/**
- * Gets and stores items from a tag-aware cache.
- *
- * On cache misses, a callback is called that should return the missing value.
- * It is given two arguments:
- * - the missing cache key
- * - the corresponding Symfony CacheItem object,
- *   allowing time-based *and* tags-based expiration control
- *
- * If you don't need tags-based invalidation, use CacheInterface instead.
- *
- * @author Nicolas Grekas <p@tchwork.com>
- */
-interface TaggableCacheInterface extends CacheInterface
-{
-    /**
-     * @param callable(CacheItem):mixed $callback Should return the computed value for the given key/item
-     *
-     * @return mixed The value corresponding to the provided key
-     */
-    public function get(string $key, callable $callback);
-}