diff --git a/changelog.d/oban-rich-media-errors.fix b/changelog.d/oban-rich-media-errors.fix
new file mode 100644
index 000000000..b904108db
--- /dev/null
+++ b/changelog.d/oban-rich-media-errors.fix
@@ -0,0 +1 @@
+Prevent Rich Media backfill jobs from retrying in cases where it is likely they will fail again.
diff --git a/lib/pleroma/web/rich_media/backfill.ex b/lib/pleroma/web/rich_media/backfill.ex
index f1ee83bf0..a66422e71 100644
--- a/lib/pleroma/web/rich_media/backfill.ex
+++ b/lib/pleroma/web/rich_media/backfill.ex
@@ -4,6 +4,7 @@
 
 defmodule Pleroma.Web.RichMedia.Backfill do
   alias Pleroma.Web.RichMedia.Card
+  alias Pleroma.Web.RichMedia.Helpers
   alias Pleroma.Web.RichMedia.Parser
   alias Pleroma.Web.RichMedia.Parser.TTL
   alias Pleroma.Workers.RichMediaWorker
@@ -16,8 +17,7 @@ defmodule Pleroma.Web.RichMedia.Backfill do
                      Pleroma.Web.ActivityPub.ActivityPub
                    )
 
-  @spec run(map()) ::
-          :ok | {:error, {:invalid_metadata, any()} | :body_too_large | {:content, any()} | any()}
+  @spec run(map()) :: :ok | Parser.parse_errors() | Helpers.get_errors()
   def run(%{"url" => url} = args) do
     url_hash = Card.url_to_hash(url)
 
@@ -33,22 +33,16 @@ defmodule Pleroma.Web.RichMedia.Backfill do
         end
 
         warm_cache(url_hash, card)
+        :ok
 
-      {:error, {:invalid_metadata, fields}} ->
-        Logger.debug("Rich media incomplete or invalid metadata for #{url}: #{inspect(fields)}")
+      {:error, type} = error
+      when type in [:invalid_metadata, :body_too_large, :content_type, :validate] ->
         negative_cache(url_hash)
+        error
 
-      {:error, :body_too_large} ->
-        Logger.error("Rich media error for #{url}: :body_too_large")
-        negative_cache(url_hash)
-
-      {:error, {:content_type, type}} ->
-        Logger.debug("Rich media error for #{url}: :content_type is #{type}")
-        negative_cache(url_hash)
-
-      e ->
-        Logger.debug("Rich media error for #{url}: #{inspect(e)}")
-        {:error, e}
+      {:error, type} = error
+      when type in [:get, :head] ->
+        error
     end
   end
 
diff --git a/lib/pleroma/web/rich_media/helpers.ex b/lib/pleroma/web/rich_media/helpers.ex
index ea41bd285..fba23c657 100644
--- a/lib/pleroma/web/rich_media/helpers.ex
+++ b/lib/pleroma/web/rich_media/helpers.ex
@@ -5,26 +5,38 @@
 defmodule Pleroma.Web.RichMedia.Helpers do
   alias Pleroma.Config
 
+  require Logger
+
+  @type get_errors :: {:error, :body_too_large | :content_type | :head | :get}
+
+  @spec rich_media_get(String.t()) :: {:ok, String.t()} | get_errors()
   def rich_media_get(url) do
     headers = [{"user-agent", Pleroma.Application.user_agent() <> "; Bot"}]
 
-    head_check =
-      case Pleroma.HTTP.head(url, headers, http_options()) do
-        # If the HEAD request didn't reach the server for whatever reason,
-        # we assume the GET that comes right after won't either
-        {:error, _} = e ->
-          e
+    with {_, {:ok, %Tesla.Env{status: 200, headers: headers}}} <-
+           {:head, Pleroma.HTTP.head(url, headers, http_options())},
+         {_, :ok} <- {:content_type, check_content_type(headers)},
+         {_, :ok} <- {:content_length, check_content_length(headers)},
+         {_, {:ok, %Tesla.Env{status: 200, body: body}}} <-
+           {:get, Pleroma.HTTP.get(url, headers, http_options())} do
+      {:ok, body}
+    else
+      {:head, _} ->
+        Logger.debug("Rich media error for #{url}: HTTP HEAD failed")
+        {:error, :head}
 
-        {:ok, %Tesla.Env{status: 200, headers: headers}} ->
-          with :ok <- check_content_type(headers),
-               :ok <- check_content_length(headers),
-               do: :ok
+      {:content_type, {_, type}} ->
+        Logger.debug("Rich media error for #{url}: content-type is #{type}")
+        {:error, :content_type}
 
-        _ ->
-          :ok
-      end
+      {:content_length, {_, length}} ->
+        Logger.debug("Rich media error for #{url}: content-length is #{length}")
+        {:error, :body_too_large}
 
-    with :ok <- head_check, do: Pleroma.HTTP.get(url, headers, http_options())
+      {:get, _} ->
+        Logger.debug("Rich media error for #{url}: HTTP GET failed")
+        {:error, :get}
+    end
   end
 
   defp check_content_type(headers) do
@@ -32,7 +44,7 @@ defmodule Pleroma.Web.RichMedia.Helpers do
       {_, content_type} ->
         case Plug.Conn.Utils.media_type(content_type) do
           {:ok, "text", "html", _} -> :ok
-          _ -> {:error, {:content_type, content_type}}
+          _ -> {:error, content_type}
         end
 
       _ ->
@@ -47,7 +59,7 @@ defmodule Pleroma.Web.RichMedia.Helpers do
       {_, maybe_content_length} ->
         case Integer.parse(maybe_content_length) do
           {content_length, ""} when content_length <= max_body -> :ok
-          {_, ""} -> {:error, :body_too_large}
+          {_, ""} -> {:error, maybe_content_length}
           _ -> :ok
         end
 
diff --git a/lib/pleroma/web/rich_media/parser.ex b/lib/pleroma/web/rich_media/parser.ex
index 7f6b5d388..a3a522d7a 100644
--- a/lib/pleroma/web/rich_media/parser.ex
+++ b/lib/pleroma/web/rich_media/parser.ex
@@ -3,6 +3,7 @@
 # SPDX-License-Identifier: AGPL-3.0-only
 
 defmodule Pleroma.Web.RichMedia.Parser do
+  alias Pleroma.Web.RichMedia.Helpers
   require Logger
 
   @config_impl Application.compile_env(:pleroma, [__MODULE__, :config_impl], Pleroma.Config)
@@ -11,24 +12,26 @@ defmodule Pleroma.Web.RichMedia.Parser do
     Pleroma.Config.get([:rich_media, :parsers])
   end
 
-  def parse(nil), do: nil
+  @type parse_errors :: {:error, :rich_media_disabled | :validate}
 
-  @spec parse(String.t()) :: {:ok, map()} | {:error, any()}
-  def parse(url) do
+  @spec parse(String.t()) ::
+          {:ok, map()} | parse_errors() | Helpers.get_errors()
+  def parse(url) when is_binary(url) do
     with {_, true} <- {:config, @config_impl.get([:rich_media, :enabled])},
-         :ok <- validate_page_url(url),
-         {:ok, data} <- parse_url(url) do
+         {_, :ok} <- {:validate, validate_page_url(url)},
+         {_, {:ok, data}} <- {:parse, parse_url(url)} do
       data = Map.put(data, "url", url)
       {:ok, data}
     else
       {:config, _} -> {:error, :rich_media_disabled}
-      e -> e
+      {:validate, _} -> {:error, :validate}
+      {:parse, error} -> error
     end
   end
 
   defp parse_url(url) do
-    with {:ok, %Tesla.Env{body: html}} <- Pleroma.Web.RichMedia.Helpers.rich_media_get(url),
-         {:ok, html} <- Floki.parse_document(html) do
+    with {:ok, body} <- Helpers.rich_media_get(url),
+         {:ok, html} <- Floki.parse_document(body) do
       html
       |> maybe_parse()
       |> clean_parsed_data()
@@ -50,8 +53,8 @@ defmodule Pleroma.Web.RichMedia.Parser do
     {:ok, data}
   end
 
-  defp check_parsed_data(data) do
-    {:error, {:invalid_metadata, data}}
+  defp check_parsed_data(_data) do
+    {:error, :invalid_metadata}
   end
 
   defp clean_parsed_data(data) do
diff --git a/lib/pleroma/web/rich_media/parsers/o_embed.ex b/lib/pleroma/web/rich_media/parsers/o_embed.ex
index 0f303176c..35ec14426 100644
--- a/lib/pleroma/web/rich_media/parsers/o_embed.ex
+++ b/lib/pleroma/web/rich_media/parsers/o_embed.ex
@@ -22,7 +22,7 @@ defmodule Pleroma.Web.RichMedia.Parsers.OEmbed do
   end
 
   defp get_oembed_data(url) do
-    with {:ok, %Tesla.Env{body: json}} <- Pleroma.Web.RichMedia.Helpers.rich_media_get(url) do
+    with {:ok, json} <- Pleroma.Web.RichMedia.Helpers.rich_media_get(url) do
       Jason.decode(json)
     end
   end
diff --git a/lib/pleroma/workers/rich_media_worker.ex b/lib/pleroma/workers/rich_media_worker.ex
index ecc980a28..0db97633f 100644
--- a/lib/pleroma/workers/rich_media_worker.ex
+++ b/lib/pleroma/workers/rich_media_worker.ex
@@ -14,7 +14,17 @@ defmodule Pleroma.Workers.RichMediaWorker do
   end
 
   def perform(%Job{args: %{"op" => "backfill", "url" => _url} = args}) do
-    Backfill.run(args)
+    case Backfill.run(args) do
+      :ok ->
+        :ok
+
+      {:error, type}
+      when type in [:invalid_metadata, :body_too_large, :content_type, :validate] ->
+        :cancel
+
+      error ->
+        {:error, error}
+    end
   end
 
   @impl Oban.Worker
diff --git a/test/pleroma/web/rich_media/parser_test.exs b/test/pleroma/web/rich_media/parser_test.exs
index a5f2563a2..8fd75b57a 100644
--- a/test/pleroma/web/rich_media/parser_test.exs
+++ b/test/pleroma/web/rich_media/parser_test.exs
@@ -20,7 +20,7 @@ defmodule Pleroma.Web.RichMedia.ParserTest do
   end
 
   test "doesn't just add a title" do
-    assert {:error, {:invalid_metadata, _}} = Parser.parse("https://example.com/non-ogp")
+    assert {:error, :invalid_metadata} = Parser.parse("https://example.com/non-ogp")
   end
 
   test "parses ogp" do
@@ -96,7 +96,7 @@ defmodule Pleroma.Web.RichMedia.ParserTest do
   end
 
   test "returns error if getting page was not successful" do
-    assert {:error, :overload} = Parser.parse("https://example.com/error")
+    assert {:error, :get} = Parser.parse("https://example.com/error")
   end
 
   test "does a HEAD request to check if the body is too large" do
@@ -104,17 +104,17 @@ defmodule Pleroma.Web.RichMedia.ParserTest do
   end
 
   test "does a HEAD request to check if the body is html" do
-    assert {:error, {:content_type, _}} = Parser.parse("https://example.com/pdf-file")
+    assert {:error, :content_type} = Parser.parse("https://example.com/pdf-file")
   end
 
   test "refuses to crawl incomplete URLs" do
     url = "example.com/ogp"
-    assert :error == Parser.parse(url)
+    assert {:error, :validate} == Parser.parse(url)
   end
 
   test "refuses to crawl malformed URLs" do
     url = "example.com[]/ogp"
-    assert :error == Parser.parse(url)
+    assert {:error, :validate} == Parser.parse(url)
   end
 
   test "refuses to crawl URLs of private network from posts" do
@@ -126,7 +126,7 @@ defmodule Pleroma.Web.RichMedia.ParserTest do
       "https://pleroma.local/notice/9kCP7V"
     ]
     |> Enum.each(fn url ->
-      assert :error == Parser.parse(url)
+      assert {:error, :validate} == Parser.parse(url)
     end)
   end
 
diff --git a/test/support/http_request_mock.ex b/test/support/http_request_mock.ex
index 20e410424..ed044cf98 100644
--- a/test/support/http_request_mock.ex
+++ b/test/support/http_request_mock.ex
@@ -1724,7 +1724,7 @@ defmodule HttpRequestMock do
   ]
 
   def head(url, _query, _body, _headers) when url in @rich_media_mocks do
-    {:ok, %Tesla.Env{status: 404, body: ""}}
+    {:ok, %Tesla.Env{status: 200, body: ""}}
   end
 
   def head("https://example.com/pdf-file", _, _, _) do