diff --git a/snyk/client.py b/snyk/client.py
index 4c3df5d..d3cc63f 100644
--- a/snyk/client.py
+++ b/snyk/client.py
@@ -123,6 +123,7 @@ def get(
         params: dict = None,
         version: str = None,
         exclude_version: bool = False,
+        exclude_params: bool = False,
     ) -> requests.Response:
         """
         Rest (formerly v3) Compatible Snyk Client, assumes the presence of Version, either set in the client
@@ -146,7 +147,7 @@ def get(
         else:
             url = f"{self.api_url}/{path}"
 
-        if params or self.version:
+        if (params or self.version) and not exclude_params:
 
             if not params:
                 params = {}
@@ -223,7 +224,9 @@ def get_rest_pages(self, path: str, params: dict = {}) -> List:
             next_url = page_data.get("links", {}).get("next")
 
             # The next url comes back fully formed (i.e. with all the params already set, so no need to do it here)
-            next_page_response = self.get(next_url, {}, exclude_version=True)
+            next_page_response = self.get(
+                next_url, {}, exclude_version=True, exclude_params=True
+            )
             page_data = next_page_response.json()
             return_data.extend(page_data["data"])
             logger.debug(
diff --git a/snyk/utils.py b/snyk/utils.py
index 28113ef..4ec3316 100644
--- a/snyk/utils.py
+++ b/snyk/utils.py
@@ -33,7 +33,12 @@ def cleanup_path(path: str) -> str:
     if path[-1] == "/":
         path = path.rstrip("/")
 
-    return path
+    # Ensure we remove "rest/" from next urls
+    parts = path.split("/")
+    if parts[0] == "rest":
+        parts.pop(0)
+
+    return "/".join(parts)
 
 
 def load_test_data(test_dir: str, test_name: str) -> dict: