diff --git a/common/api/src/main/java/com/dfsek/terra/api/world/biome/generation/BiomeProvider.java b/common/api/src/main/java/com/dfsek/terra/api/world/biome/generation/BiomeProvider.java
index cdba21f31..271ccff37 100644
--- a/common/api/src/main/java/com/dfsek/terra/api/world/biome/generation/BiomeProvider.java
+++ b/common/api/src/main/java/com/dfsek/terra/api/world/biome/generation/BiomeProvider.java
@@ -63,12 +63,8 @@ public interface BiomeProvider {
         return getBiome(vector3.getX(), vector3.getY(), vector3.getZ(), seed);
     }
     
-    default Column<Biome> getColumn(int x, int z, int min, int max, long seed) {
-        return new BiomeColumn(this, min, max, x, z, seed);
-    }
-    
     default Column<Biome> getColumn(int x, int z, WorldProperties properties) {
-        return getColumn(x, z, properties.getMinHeight(), properties.getMaxHeight(), properties.getSeed());
+        return new BiomeColumn(this, x, z, properties.getMinHeight(), properties.getMaxHeight(), properties.getSeed());
     }
     
     /**
diff --git a/common/api/src/main/java/com/dfsek/terra/api/world/biome/generation/CachingBiomeProvider.java b/common/api/src/main/java/com/dfsek/terra/api/world/biome/generation/CachingBiomeProvider.java
index ee2b41dbc..49846b11a 100644
--- a/common/api/src/main/java/com/dfsek/terra/api/world/biome/generation/CachingBiomeProvider.java
+++ b/common/api/src/main/java/com/dfsek/terra/api/world/biome/generation/CachingBiomeProvider.java
@@ -1,8 +1,11 @@
 package com.dfsek.terra.api.world.biome.generation;
 
 import com.dfsek.terra.api.Handle;
+import com.dfsek.terra.api.util.Column;
 import com.dfsek.terra.api.util.MathUtil;
+import com.dfsek.terra.api.util.vector.Vector3;
 import com.dfsek.terra.api.world.biome.Biome;
+import com.dfsek.terra.api.world.info.WorldProperties;
 
 import java.util.HashMap;
 import java.util.Map;
@@ -18,6 +21,7 @@ public class CachingBiomeProvider implements BiomeProvider, Handle {
     private final int minY;
     private final int maxY;
     private final Map<Long, Biome[]> cache = new HashMap<>();
+    private final Map<Long, Column<Biome>> columns = new HashMap<>();
     
     protected CachingBiomeProvider(BiomeProvider delegate, int minY, int maxY) {
         this.delegate = delegate;
@@ -41,6 +45,11 @@ public class CachingBiomeProvider implements BiomeProvider, Handle {
         return biomes[yi];
     }
     
+    @Override
+    public Column<Biome> getColumn(int x, int z, WorldProperties properties) {
+        return columns.computeIfAbsent(MathUtil.squash(x, z), k -> BiomeProvider.super.getColumn(x, z, properties));
+    }
+    
     @Override
     public Iterable<Biome> getBiomes() {
         return delegate.getBiomes();