diff --git a/docs/src/gallery.md b/docs/src/gallery.md
index bb6804d..0c39875 100644
--- a/docs/src/gallery.md
+++ b/docs/src/gallery.md
@@ -25,4 +25,10 @@ heatmap(rand(EdgeGradient(), (45, 45)))
 
 ```@example gallery
 heatmap(rand(WaveSurface(), (45, 45)))
+```
+
+## Rectangular cluster
+
+```@example gallery
+heatmap(rand(RectangularCluster(), (45, 45)))
 ```
\ No newline at end of file
diff --git a/docs/src/index.md b/docs/src/index.md
index 078b7d5..0bd2ede 100644
--- a/docs/src/index.md
+++ b/docs/src/index.md
@@ -10,6 +10,7 @@ NoGradient
 PlanarGradient
 EdgeGradient
 WaveSurface
+RectangularCluster
 ```
 
 ## Landscape generating function
diff --git a/src/NeutralLandscapes.jl b/src/NeutralLandscapes.jl
index 2bb94f6..0662061 100644
--- a/src/NeutralLandscapes.jl
+++ b/src/NeutralLandscapes.jl
@@ -21,4 +21,7 @@ export EdgeGradient
 include(joinpath("algorithms", "wavesurface.jl"))
 export WaveSurface
 
+include(joinpath("algorithms", "rectangularcluster.jl"))
+export RectangularCluster
+
 end # module
diff --git a/src/algorithms/rectangularcluster.jl b/src/algorithms/rectangularcluster.jl
new file mode 100644
index 0000000..eb55424
--- /dev/null
+++ b/src/algorithms/rectangularcluster.jl
@@ -0,0 +1,28 @@
+"""
+    RectangularCluster
+
+Fills the landscape with rectangles containing a random value. The size of each
+rectangle/patch is between `minimum` and `maximum` (the two can be equal for a
+fixed size rectangle).
+"""
+struct RectangularCluster <: NeutralLandscapeMaker
+    minimum::Integer
+    maximum::Integer
+    function RectangularCluster(x::T, y::T) where {T <: Integer}
+        @assert 0 < x <= y
+        new(x, y)
+    end
+end
+
+RectangularCluster() = RectangularCluster(2,4)
+
+function _landscape!(mat, alg::RectangularCluster)
+    mat .= -1.0
+    while minimum(mat) == -1.0
+        width, height = rand(alg.minimum:alg.maximum, 2)
+        row = rand(1:(size(mat,1)-(width-1)))
+        col = rand(1:(size(mat,2)-(height-1)))
+        mat[row:(row+(width-1)) , col:(col+(height-1))] .= rand()
+    end
+    return mat
+end