diff --git a/pkgs/applications/networking/cluster/spark/default.nix b/pkgs/applications/networking/cluster/spark/default.nix
index 3312f957023a..1b4c65c0b245 100644
--- a/pkgs/applications/networking/cluster/spark/default.nix
+++ b/pkgs/applications/networking/cluster/spark/default.nix
@@ -31,7 +31,8 @@ let
         mkdir -p $out/{lib/${untarDir}/conf,bin,/share/java}
         mv * $out/lib/${untarDir}
 
-        cp $out/lib/${untarDir}/conf/log4j.properties{.template,}
+        cp $out/lib/${untarDir}/conf/log4j.properties{.template,} || \
+          cp $out/lib/${untarDir}/conf/log4j2.properties{.template,}
 
         cat > $out/lib/${untarDir}/conf/spark-env.sh <<- EOF
         export JAVA_HOME="${jdk}"
@@ -70,20 +71,9 @@ let
     };
 in
 {
-  spark_3_2 = spark rec {
+  spark_3_4 = spark rec {
     pname = "spark";
-    version = "3.2.2";
-    sha256 = "sha256-yKoTyD/IqvsJQs0jB67h1zqwYaLuikdoa5fYIXtvhz0=";
-  };
-  spark_3_1 = spark rec {
-    pname = "spark";
-    version = "3.1.3";
-    sha256 = "sha256-RIQyN5YjxFLfNIrETR3Vv99zsHxt77rhOXHIThCI2Y8=";
-  };
-  spark_2_4 = spark rec {
-    pname = "spark";
-    version = "2.4.8";
-    sha256 = "1mkyq0gz9fiav25vr0dba5ivp0wh0mh7kswwnx8pvsmb6wbwyfxv";
-    extraMeta.knownVulnerabilities = [ "CVE-2021-38296" ];
+    version = "3.4.0";
+    sha256 = "sha256-0y80dRYzb6Ceu6MlGQHtpMdzOob/TBg6kf8dtF6KyCk=";
   };
 }
diff --git a/pkgs/top-level/aliases.nix b/pkgs/top-level/aliases.nix
index 393baa3dd9e5..c22d2e9f65cd 100644
--- a/pkgs/top-level/aliases.nix
+++ b/pkgs/top-level/aliases.nix
@@ -1516,6 +1516,10 @@ mapAliases ({
   soldat-unstable = opensoldat; # Added 2022-07-02
   solr_8 = throw "'solr' has been removed from nixpkgs, as it was broken and unmaintained"; # Added 2023-03-16
   solr = throw "'solr' has been removed from nixpkgs, as it was broken and unmaintained"; # Added 2023-03-16
+  spark2 = throw "'spark2' is no longer supported nixpkgs, please use 'spark'"; # Added 2023-05-08
+  spark_2_4 = throw "'spark_2_4' is no longer supported nixpkgs, please use 'spark'"; # Added 2023-05-08
+  spark_3_1 = throw "'spark_3_1' is no longer supported nixpkgs, please use 'spark'"; # Added 2023-05-08
+  spark_3_2 = throw "'spark_3_2' is no longer supported nixpkgs, please use 'spark'"; # Added 2023-05-08
 
   # Added 2020-02-10
   sourceHanSansPackages = {
diff --git a/pkgs/top-level/all-packages.nix b/pkgs/top-level/all-packages.nix
index 87fdfc79c227..b5ac28e8f053 100644
--- a/pkgs/top-level/all-packages.nix
+++ b/pkgs/top-level/all-packages.nix
@@ -17191,11 +17191,8 @@ with pkgs;
   smiley-sans = callPackage ../data/fonts/smiley-sans { };
 
   inherit (callPackages ../applications/networking/cluster/spark { })
-    spark_3_2
-    spark_3_1
-    spark_2_4;
-  spark3 = spark_3_2;
-  spark2 = spark_2_4;
+    spark_3_4;
+  spark3 = spark_3_4;
   spark = spark3;
 
   sparkleshare = callPackage ../applications/version-management/sparkleshare { };