diff --git a/doc/gallery_src/caribbean-bathymetry.py b/doc/gallery_src/caribbean-bathymetry.py
index e5c8c29..1ed0158 100644
--- a/doc/gallery_src/caribbean-bathymetry.py
+++ b/doc/gallery_src/caribbean-bathymetry.py
@@ -10,8 +10,7 @@
 
 This dataset is a compilation of several public domain single-beam bathymetry
 surveys of the ocean in the Caribbean. The data display a wide range of
-tectonic activity, uneven distribution, and even clear systematic errors in
-some of the survey lines.
+tectonic activity and uneven distribution.
 
 **Original source:** `NOAA NCEI
 <https://ngdc.noaa.gov/mgg/geodas/trackline.html>`__
@@ -20,6 +19,14 @@
 redistribution in Ensaio
 <https://github.com/fatiando-data/caribbean-bathymetry>`__
 
+.. admonition:: Changes in version 2
+    :class: note
+
+    In version 1, there were 1,938,095 data taking up a larger area. The
+    data were ``depth_m`` and positive downward. Version 2, cropped the
+    data to make it more manageable and converted the depths to bathymetric
+    heights (negative downward).
+
 """
 import pandas as pd
 import pygmt
@@ -28,7 +35,7 @@
 
 ###############################################################################
 # Download and cache the data and return the path to it on disk
-fname = ensaio.fetch_caribbean_bathymetry(version=1)
+fname = ensaio.fetch_caribbean_bathymetry(version=2)
 print(fname)
 
 ###############################################################################
@@ -37,22 +44,21 @@
 data
 
 ###############################################################################
-# Make a PyGMT map with the data points colored by the depth.
+# Make a PyGMT map with the data points colored by the bathymetry.
 fig = pygmt.Figure()
-fig.basemap(
-    region=[
-        data.longitude.min(),
-        data.longitude.max(),
-        data.latitude.min(),
-        data.latitude.max(),
-    ],
-    projection="M15c",
-    frame=True,
+pygmt.makecpt(
+    cmap="cmocean/topo+h",
+    series=[data.bathymetry_m.min(), data.bathymetry_m.max()],
 )
-pygmt.makecpt(cmap="viridis", series=[data.depth_m.min(), data.depth_m.max()])
 fig.plot(
-    x=data.longitude, y=data.latitude, fill=data.depth_m, cmap=True, style="c0.02c"
+    x=data.longitude,
+    y=data.latitude,
+    fill=data.bathymetry_m,
+    cmap=True,
+    style="c0.02c",
+    projection="M15c",
+    frame=True,
 )
-fig.colorbar(frame='af+l"bathymetric depth [m]"')
+fig.colorbar(frame='af+l"bathymetry [m]"')
 fig.coast(land="#666666")
 fig.show()
diff --git a/ensaio/_fetchers.py b/ensaio/_fetchers.py
index 780958f..4f3c9ed 100644
--- a/ensaio/_fetchers.py
+++ b/ensaio/_fetchers.py
@@ -47,6 +47,11 @@
             "doi": "doi:10.5281/zenodo.5882211",
             "url": "https://github.com/fatiando-data/caribbean-bathymetry/releases/download/v1",
         },
+        "v2": {
+            "hash": "md5:79698c447daba7c15011a5528c8fe212",
+            "doi": "doi:10.5281/zenodo.10631903",
+            "url": "https://github.com/fatiando-data/caribbean-bathymetry/releases/download/v2",
+        },
     },
     "earth-geoid-10arcmin.nc": {
         "v1": {
@@ -420,14 +425,21 @@ def fetch_caribbean_bathymetry(version):
 
     This dataset is a compilation of several public domain single-beam
     bathymetry surveys of the ocean in the Caribbean. The data display a wide
-    range of tectonic activity, uneven distribution, and even clear systematic
-    errors in some of the survey lines.
+    range of tectonic activity and an uneven distribution.
+
+    The horizontal datum is WGS84 and the bathymetry is negative downwards and
+    is referenced to "mean sea level".
+
+    There are 294,321 measurements in total with 4 columns available:
+    survey ID, longitude, latitude (geodetic), and bathymetry (in meters).
 
-    The horizontal datum is WGS84 and the bathymetric depth is positive
-    downwards and referenced to "mean sea level".
+    .. admonition:: Changes in version 2
+        :class: note
 
-    There are 1,938,095 measurements in total with 4 columns available:
-    survey ID, longitude, latitude (geodetic), and depth.
+        In version 1, there were 1,938,095 data taking up a larger area. The
+        data were ``depth_m`` and positive downward. Version 2, cropped the
+        data to make it more manageable and converted the depths to bathymetric
+        heights (negative downward).
 
     **Format:** CSV with xz (lzma) compression.
 
@@ -447,6 +459,10 @@ def fetch_caribbean_bathymetry(version):
     * `1
       <https://github.com/fatiando-data/caribbean-bathymetry/releases/tag/v1>`_
       (doi:`10.5281/zenodo.5882211 <https://doi.org/10.5281/zenodo.5882211>`__)
+    * `2
+      <https://github.com/fatiando-data/caribbean-bathymetry/releases/tag/v2>`_
+      (doi:`10.5281/zenodo.10631903
+      <https://doi.org/10.5281/zenodo.10631903>`__)
 
     Parameters
     ----------
@@ -459,7 +475,7 @@ def fetch_caribbean_bathymetry(version):
         Path to the downloaded file on disk.
 
     """
-    _check_versions(version, allowed={1}, name="Caribbean bathymetry")
+    _check_versions(version, allowed={1, 2}, name="Caribbean bathymetry")
     fname = "caribbean-bathymetry.csv.xz"
     return Path(_repository(fname, version).fetch(fname))
 
diff --git a/ensaio/tests/test_fetchers.py b/ensaio/tests/test_fetchers.py
index ce8188f..d089b60 100644
--- a/ensaio/tests/test_fetchers.py
+++ b/ensaio/tests/test_fetchers.py
@@ -19,6 +19,9 @@
     for name, function in inspect.getmembers(_fetchers, inspect.isfunction)
     if name.startswith("fetch_")
 ]
+FETCH_FUNCTIONS_V2 = [
+    _fetchers.fetch_caribbean_bathymetry,
+]
 
 
 @pytest.mark.parametrize("fetch", FETCH_FUNCTIONS)
@@ -26,6 +29,15 @@ def test_fetch_datasets(fetch):
     "Check that fetching works and the file exists once downloaded"
     path = fetch(version=1)
     assert path.exists()
+    assert "v1" in str(path)
+
+
+@pytest.mark.parametrize("fetch", FETCH_FUNCTIONS_V2)
+def test_fetch_datasets_v2(fetch):
+    "Check that fetching v2 works and the file exists once downloaded"
+    path = fetch(version=2)
+    assert path.exists()
+    assert "v2" in str(path)
 
 
 def test_locate():