diff --git a/app/views/shared/empty_states/_snippets.html.haml b/app/views/shared/empty_states/_snippets.html.haml
index e7c499dcbaabd150fe653f33c352f809a91fef76..1aa702ea5c852a5dfcc3744714a7ee93068a542b 100644
--- a/app/views/shared/empty_states/_snippets.html.haml
+++ b/app/views/shared/empty_states/_snippets.html.haml
@@ -4,17 +4,16 @@
 
 - if current_user
   = render Pajamas::EmptyStateComponent.new(svg_path: illustration,
-    title: s_('SnippetsEmptyState|Code snippets'),
+    title: s_('SnippetsEmptyState|Get started with snippets'),
     primary_button_text: button_text,
     primary_button_link: button_path,
     primary_button_options: { data: { testid: 'create-first-snippet-link' } },
-    secondary_button_text: _('Explore snippets'),
-    secondary_button_link: explore_snippets_path,
+    secondary_button_text: _('Learn More'),
+    secondary_button_link: help_page_path('user/snippets.md'),
     empty_state_options: { data: { testid: 'snippets-empty-state' } }) do |c|
 
     - c.with_description do
-      = s_('SnippetsEmptyState|Store, share, and embed small pieces of code and text.')
-      = link_to _('Learn more.'), help_page_path('user/snippets.md'), target: '_blank', rel: 'noopener noreferrer', class: 'gl-underline'
+      = s_('SnippetsEmptyState|Store, share, and embed bits of code and text.')
 
 - else
   = render Pajamas::EmptyStateComponent.new(svg_path: illustration,
diff --git a/locale/gitlab.pot b/locale/gitlab.pot
index 8bcdd57fc75390ab239f84f465a916cdceaa6d84..39fc9314f3b8b82e8c93dbfaf6213fa25dcf21a6 100644
--- a/locale/gitlab.pot
+++ b/locale/gitlab.pot
@@ -55751,13 +55751,13 @@ msgstr ""
 msgid "Snippets with non-text files can only be edited via Git."
 msgstr ""
 
-msgid "SnippetsEmptyState|Code snippets"
+msgid "SnippetsEmptyState|Get started with snippets"
 msgstr ""
 
 msgid "SnippetsEmptyState|New snippet"
 msgstr ""
 
-msgid "SnippetsEmptyState|Store, share, and embed small pieces of code and text."
+msgid "SnippetsEmptyState|Store, share, and embed bits of code and text."
 msgstr ""
 
 msgid "SnippetsEmptyState|There are no snippets found"
diff --git a/spec/features/dashboard/snippets_spec.rb b/spec/features/dashboard/snippets_spec.rb
index a623fb25d5e7029be47f7ba198ce839b41b8e8d4..80269eb2cf57f14fb6382c6e9d554a67df24bbc7 100644
--- a/spec/features/dashboard/snippets_spec.rb
+++ b/spec/features/dashboard/snippets_spec.rb
@@ -7,11 +7,11 @@
 
   it_behaves_like 'a "Your work" page with sidebar and breadcrumbs', :dashboard_snippets_path, :snippets
 
-  it 'links to the "Explore snippets" page' do
+  it 'links to the "Learn More" page' do
     sign_in(user)
     visit dashboard_snippets_path
 
-    expect(page).to have_link("Explore snippets", href: explore_snippets_path)
+    expect(page).to have_link("Learn More", href: help_page_path('user/snippets.md'))
   end
 
   context 'when the project has snippets' do
@@ -47,7 +47,7 @@
     it 'shows the empty state when there are no snippets' do
       element = page.find('.gl-empty-state')
 
-      expect(element).to have_content("Code snippets")
+      expect(element).to have_content("Get started with snippets")
       expect(element.find('img')['src'])
         .to have_content('illustrations/empty-state/empty-snippets-md')
     end
@@ -57,11 +57,6 @@
       expect(parent_element).to have_link('New snippet')
     end
 
-    it 'shows documentation button in main comment area' do
-      parent_element = page.find('.gl-empty-state')
-      expect(parent_element).to have_link('Learn more', href: help_page_path('user/snippets.md'))
-    end
-
     it 'passes axe automated accessibility testing' do
       expect(page).to be_axe_clean.within('#content-body')
     end