diff --git a/tuning/config/tracker_configs.py b/tuning/config/tracker_configs.py
index 5a8781375..030ea9241 100644
--- a/tuning/config/tracker_configs.py
+++ b/tuning/config/tracker_configs.py
@@ -14,6 +14,7 @@
 
 # Standard
 from dataclasses import dataclass
+from typing import List, Optional
 
 
 @dataclass
@@ -62,6 +63,11 @@ def __post_init__(self):
                 + "/"
             )
 
+@dataclass
+class WandBConfig:
+    project: str = 'fms-hf-tuning' # experiment / project name
+    entity: Optional[str] = None
+
 
 @dataclass
 class TrackerConfigFactory:
diff --git a/tuning/trackers/tracker_factory.py b/tuning/trackers/tracker_factory.py
index 096099306..65e272cdd 100644
--- a/tuning/trackers/tracker_factory.py
+++ b/tuning/trackers/tracker_factory.py
@@ -25,9 +25,10 @@
 
 # Information about all registered trackers
 AIMSTACK_TRACKER = "aim"
+WANDB_TRACKER = "wandb"
 FILE_LOGGING_TRACKER = "file_logger"
 
-AVAILABLE_TRACKERS = [AIMSTACK_TRACKER, FILE_LOGGING_TRACKER]
+AVAILABLE_TRACKERS = [AIMSTACK_TRACKER, FILE_LOGGING_TRACKER, WANDB_TRACKER]
 
 
 # Trackers which can be used
@@ -35,7 +36,7 @@
 
 # One time package check for list of external trackers.
 _is_aim_available = _is_package_available("aim")
-
+_is_wandb_available = _is_package_available("wandb")
 
 def _get_tracker_class(T, C):
     return {"tracker": T, "config": C}
@@ -59,10 +60,30 @@ def _register_aim_tracker():
             "\t pip install aim"
         )
 
+def _register_wandb_tracker():
+    # pylint: disable=import-outside-toplevel
+    if _is_wandb_available:
+        # Local
+        from .wandb_tracker import WandBTracker
+        from tuning.config.tracker_configs import WandBConfig
+
+        WandbTracker = _get_tracker_class(WandBTracker, WandBConfig)
+
+        REGISTERED_TRACKERS[WANDB_TRACKER] = WandbTracker
+        logger.info("Registered wandb tracker")
+    else:
+        logger.info(
+            "Not registering WANDB due to unavailablity of package.\n"
+            "Please install wandb if you intend to use it.\n"
+            "\t pip install wandb"
+        )
+
 
 def _is_tracker_installed(name):
     if name == "aim":
         return _is_aim_available
+    if name == "wandb":
+        return _is_wandb_available
     return False
 
 
@@ -79,6 +100,8 @@ def _register_trackers():
     logging.info("Registering trackers")
     if AIMSTACK_TRACKER not in REGISTERED_TRACKERS:
         _register_aim_tracker()
+    if WANDB_TRACKER not in REGISTERED_TRACKERS:
+        _register_wandb_tracker()
     if FILE_LOGGING_TRACKER not in REGISTERED_TRACKERS:
         _register_file_logging_tracker()
 
diff --git a/tuning/trackers/wandb_tracker.py b/tuning/trackers/wandb_tracker.py
new file mode 100644
index 000000000..6d1ce34f7
--- /dev/null
+++ b/tuning/trackers/wandb_tracker.py
@@ -0,0 +1,64 @@
+# Copyright The FMS HF Tuning Authors
+#
+# Licensed under the Apache License, Version 2.0 (the "License");
+# you may not use this file except in compliance with the License.
+# You may obtain a copy of the License at
+#
+#     http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing, software
+# distributed under the License is distributed on an "AS IS" BASIS,
+# WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
+# See the License for the specific language governing permissions and
+# limitations under the License.
+
+# Standard
+import json
+import os
+
+# Third Party
+import wandb
+from transformers.integrations import WandbCallback
+from transformers.utils import logging
+
+# Local
+from .tracker import Tracker
+from tuning.config.tracker_configs import WandBConfig
+
+class WandBTracker(Tracker):
+    def __init__(self, tracker_config: WandBConfig):
+        """Tracker which uses Wandb to collect and store metrics.
+        """
+        super().__init__(name="aim", tracker_config=tracker_config)
+        self.logger = logging.get_logger("wandb_tracker")
+
+    def get_hf_callback(self):
+        """Returns the WandBCallback object associated with this tracker.
+        """
+        c = self.config
+        project = c.project
+        entity = c.entity
+
+        run = wandb.init(project=project, entity=entity)
+        WandbCallback = WandbCallback()
+
+        self.run = run
+        self.hf_callback = WandbCallback
+        return self.hf_callback
+
+    def _wandb_log(self, data, name):
+        self.run.log({name: data})
+
+    def track(self, metric, name, stage):
+        """Track any additional metric with name under Aimstack tracker.
+        """
+        if metric is None or name is None:
+            raise ValueError(
+                "wandb track function should not be called with None metric value or name"
+            )
+        self._wandb_log(metric, name)
+
+    def set_params(self, params, name="extra_params"):
+        """Attach any extra params with the run information stored in Aimstack tracker.
+        """
+        self.run.log(params)