diff --git a/cerulean_cloud/cloud_run_orchestrator/clients.py b/cerulean_cloud/cloud_run_orchestrator/clients.py
index 21087357..e245b95a 100644
--- a/cerulean_cloud/cloud_run_orchestrator/clients.py
+++ b/cerulean_cloud/cloud_run_orchestrator/clients.py
@@ -16,6 +16,7 @@
 from rasterio.io import MemoryFile
 from rasterio.plot import reshape_as_raster
 from rio_tiler.io import COGReader
+from tenacity import RetryCallState, retry, stop_after_attempt, wait_random_exponential
 
 from cerulean_cloud.cloud_run_offset_tiles.schema import (
     InferenceInput,
@@ -42,6 +43,13 @@ def img_array_to_b64_image(img_array: np.ndarray) -> str:
     return b64encode(img_bytes).decode("ascii")
 
 
+def report_inference_retry(retry_state: RetryCallState):
+    """report retry"""
+    print(
+        f"Retrying {retry_state.fn.__name__} for Scene ID {retry_state.args[0].sceneid} due to {retry_state.outcome.exception()}. Attempt #{retry_state.attempt_number}. Retrying in {retry_state.next_action.sleep} seconds."
+    )
+
+
 class CloudRunInferenceClient:
     """Client for inference cloud run"""
 
@@ -71,6 +79,13 @@ def __init__(
         self.inference_parms = inference_parms
         self.jitter = jitter
 
+    @retry(
+        stop=stop_after_attempt(3),
+        wait=wait_random_exponential(multiplier=1, max=10),
+        retry_if_exception_type=httpx.TransportError,
+        reraise=True,
+        before_sleep=report_inference_retry,
+    )
     async def get_base_tile_inference(
         self,
         tile: morecantile.Tile,
@@ -105,9 +120,11 @@ async def get_base_tile_inference(
             jit = random.uniform(0, self.jitter)
             print(f"Jittering by {jit} seconds")
             await asyncio.sleep(jit)
+
         res = await http_client.post(
             self.url + "/predict", json=payload.dict(), timeout=None
         )
+
         if res.status_code == 200:
             return InferenceResultStack(**res.json())
         else:
@@ -116,6 +133,13 @@ async def get_base_tile_inference(
                 f"XXX Received unexpected status code: {res.status_code} {res.content}"
             )
 
+    @retry(
+        stop=stop_after_attempt(3),
+        wait=wait_random_exponential(multiplier=1, max=10),
+        retry_if_exception_type=httpx.TransportError,
+        reraise=True,
+        before_sleep=report_inference_retry,
+    )
     async def get_offset_tile_inference(
         self, bounds: List[float], http_client: httpx.AsyncClient, rescale=(0, 255)
     ) -> InferenceResultStack:
@@ -148,6 +172,7 @@ async def get_offset_tile_inference(
             jit = random.uniform(0, self.jitter)
             print(f"Jittering by {jit} seconds")
             await asyncio.sleep(jit)
+
         res = await http_client.post(
             self.url + "/predict", json=payload.dict(), timeout=None
         )
diff --git a/cerulean_cloud/cloud_run_orchestrator/requirements.txt b/cerulean_cloud/cloud_run_orchestrator/requirements.txt
index 3423ef02..2b0e9dba 100644
--- a/cerulean_cloud/cloud_run_orchestrator/requirements.txt
+++ b/cerulean_cloud/cloud_run_orchestrator/requirements.txt
@@ -24,4 +24,5 @@ geopandas
 pygeos
 networkx
 google-cloud-tasks
-protobuf
\ No newline at end of file
+protobuf
+tenacity==8.2.3