diff --git a/grain/_src/python/dataset/stats.py b/grain/_src/python/dataset/stats.py
index 7d7f43b4..897f1595 100644
--- a/grain/_src/python/dataset/stats.py
+++ b/grain/_src/python/dataset/stats.py
@@ -71,6 +71,9 @@
     "output_spec": "output spec",
 })
 
+_MAX_COLUMN_WIDTH = 30
+_MAX_ROW_LINES = 5
+
 
 def _pretty_format_ns(value: int) -> str:
   """Pretty formats a time value in nanoseconds to human readable value."""
@@ -103,11 +106,19 @@ def _pretty_format_summary(
   """Returns Execution Stats Summary for the dataset pipeline in tabular format."""
   tabular_summary = []
   col_names = [key for key in summary.nodes[0].DESCRIPTOR.fields_by_name.keys()]
+  # Remove the columns `output_spec` and `is_output` as they are available in
+  # the visualization graph.
+  col_names.remove("output_spec")
+  col_names.remove("is_output")
   # Insert the average processing time column after the max processing time
   # column.
   index = col_names.index("max_processing_time_ns")
   col_names.insert(index + 1, _AVG_PROCESSING_TIME_COLUMN_NAME)
 
+  tabular_summary.append(
+      [_COLUMN_NAME_OVERRIDES.get(name, name) for name in col_names]
+  )
+
   # Compute the maximum width of each column.
   col_widths = []
   for name in col_names:
@@ -120,24 +131,12 @@ def _pretty_format_summary(
       max_width = max(len(str(value)), max_width)
     col_widths.append(max_width)
 
-  col_headers = [
-      "| {:<{}} |".format(_COLUMN_NAME_OVERRIDES.get(name, name), width)
-      for name, width in zip(col_names, col_widths)
-  ]
-  col_seperators = ["-" * len(header) for header in col_headers]
-
-  tabular_summary.extend(col_seperators)
-  tabular_summary.append("\n")
-  tabular_summary.extend(col_headers)
-  tabular_summary.append("\n")
-  tabular_summary.extend(col_seperators)
-  tabular_summary.append("\n")
-
   for node_id in sorted(summary.nodes, reverse=True):
-    is_total_processing_time_zero = (
-        summary.nodes[node_id].total_processing_time_ns == 0
-    )
-    for name, width in zip(col_names, col_widths):
+    row_values = []
+    for name in col_names:
+      is_total_processing_time_zero = (
+          summary.nodes[node_id].total_processing_time_ns == 0
+      )
       if name == _AVG_PROCESSING_TIME_COLUMN_NAME:
         value = _get_avg_processing_time_ns(summary, node_id)
       else:
@@ -154,19 +153,72 @@ def _pretty_format_summary(
         # produced an element and processing times & num_produced_elements are
         # not yet meaningful.
         if is_total_processing_time_zero:
-          col_value = f"{f'| N/A':<{width+2}} |"
+          col_value = "N/A"
         elif name != "num_produced_elements":
-          col_value = f"{f'| {_pretty_format_ns(value)}':<{width+2}} |"
+          col_value = _pretty_format_ns(value)
         else:
-          col_value = f"{f'| {value}':<{width+2}} |"
+          col_value = str(value)
       else:
-        col_value = "| {:<{}} |".format(str(value), width)
-      tabular_summary.append(col_value)
-    tabular_summary.append("\n")
+        col_value = str(value)
+      row_values.append(col_value)
+    tabular_summary.append(row_values)
+  table = Table(tabular_summary, col_widths=col_widths)
+  return table.get_pretty_wrapped_summary()
+
+
+class Table:
+  """Table class for pretty printing tabular data."""
+
+  def __init__(
+      self,
+      contents,
+      *,
+      col_widths,
+      col_delim="|",
+      row_delim="-",
+  ):
 
-  for seperator in col_seperators:
-    tabular_summary.append(seperator)
-  return "".join(tabular_summary)
+    self.contents = contents
+    self._max_col_width = _MAX_COLUMN_WIDTH
+    self.col_delim = col_delim
+    self.col_widths = col_widths
+    self._pretty_summary = []
+    self.col_header = []
+
+    p = len(self.col_delim) * (len(self.contents[0]) - 1)
+
+    self.col_header.append(self.col_delim)
+    for col_width in self.col_widths:
+      if col_width > self._max_col_width:
+        col_width = self._max_col_width
+      self.col_header.append(row_delim * (col_width + 2))
+    self.col_header.append(row_delim * (p))
+    self.col_header.append(self.col_delim + "\n")
+    self._pretty_summary.extend(self.col_header)
+
+  def get_pretty_wrapped_summary(self):
+    """Wraps the table contents within the max column width and max row lines."""
+
+    for row in self.contents:
+      max_wrap = (max([len(i) for i in row]) // self._max_col_width) + 1
+      max_wrap = min(max_wrap, _MAX_ROW_LINES)
+      for r in range(max_wrap):
+        self._pretty_summary.append(self.col_delim)
+        for index in range(len(row)):
+          if self.col_widths[index] > self._max_col_width:
+            wrap = self._max_col_width
+          else:
+            wrap = self.col_widths[index]
+          start = r * self._max_col_width
+          end = (r + 1) * self._max_col_width
+          self._pretty_summary.append(" ")
+          self._pretty_summary.append(row[index][start:end].ljust(wrap))
+          self._pretty_summary.append(" ")
+          self._pretty_summary.append(self.col_delim)
+        self._pretty_summary.append("\n")
+      self._pretty_summary.extend(self.col_header)
+
+    return "".join(self._pretty_summary)
 
 
 class Timer: