diff --git a/core/azure-core-test/src/main/java/com/azure/core/test/http/PlaybackClient.java b/core/azure-core-test/src/main/java/com/azure/core/test/http/PlaybackClient.java
index 82dfc3c0a8bea..fc3641a950174 100644
--- a/core/azure-core-test/src/main/java/com/azure/core/test/http/PlaybackClient.java
+++ b/core/azure-core-test/src/main/java/com/azure/core/test/http/PlaybackClient.java
@@ -100,7 +100,7 @@ private Mono<HttpResponse> playbackHttpResponse(final HttpRequest request) {
         HttpHeaders headers = new HttpHeaders();
 
         for (Map.Entry<String, String> pair : networkCallRecord.response().entrySet()) {
-            if (!pair.getKey().equals("StatusCode") && !pair.getKey().equals("Body") && !pair.getKey().equals("Content-Length")) {
+            if (!pair.getKey().equals("StatusCode") && !pair.getKey().equals("Body")) {
                 String rawHeader = pair.getValue();
                 for (Map.Entry<String, String> rule : textReplacementRules.entrySet()) {
                     if (rule.getValue() != null) {
@@ -122,7 +122,9 @@ private Mono<HttpResponse> playbackHttpResponse(final HttpRequest request) {
             }
 
             bytes = rawBody.getBytes(StandardCharsets.UTF_8);
-            headers.put("Content-Length", String.valueOf(bytes.length));
+            if (bytes.length > 0) {
+                headers.put("Content-Length", String.valueOf(bytes.length));
+            }
         }
 
         HttpResponse response = new MockHttpResponse(request, recordStatusCode, headers, bytes);
diff --git a/core/azure-core-test/src/main/java/com/azure/core/test/policy/RecordNetworkCallPolicy.java b/core/azure-core-test/src/main/java/com/azure/core/test/policy/RecordNetworkCallPolicy.java
index b32e86a4956e5..df9d27cabe259 100644
--- a/core/azure-core-test/src/main/java/com/azure/core/test/policy/RecordNetworkCallPolicy.java
+++ b/core/azure-core-test/src/main/java/com/azure/core/test/policy/RecordNetworkCallPolicy.java
@@ -21,7 +21,6 @@
 import java.io.IOException;
 import java.nio.charset.StandardCharsets;
 import java.util.HashMap;
-import java.util.Locale;
 import java.util.Map;
 import java.util.Objects;
 import java.util.zip.GZIPInputStream;
@@ -98,7 +97,7 @@ private Mono<Map<String, String>> extractResponseData(final HttpResponse respons
                 headerValueToStore = "0";
                 addedRetryAfter = true;
             }
-            responseData.put(header.name().toLowerCase(Locale.US), headerValueToStore);
+            responseData.put(header.name(), headerValueToStore);
         }
 
         if (!addedRetryAfter) {
@@ -109,7 +108,7 @@ private Mono<Map<String, String>> extractResponseData(final HttpResponse respons
         if (contentType == null) {
             return Mono.just(responseData);
         } else if (contentType.contains("json") || response.headerValue("content-encoding") == null) {
-            return response.bodyAsString().map(content -> {
+            return response.bodyAsString().switchIfEmpty(Mono.just("")).map(content -> {
                 responseData.put("Body", content);
                 return responseData;
             });