Index: llvm/lib/ProfileData/Coverage/CoverageMapping.cpp
===================================================================
--- llvm/lib/ProfileData/Coverage/CoverageMapping.cpp
+++ llvm/lib/ProfileData/Coverage/CoverageMapping.cpp
@@ -288,10 +288,23 @@
     StringRef Arch = Arches.empty() ? StringRef() : Arches[File.index()];
     auto CoverageReaderOrErr =
         BinaryCoverageReader::create(CovMappingBufOrErr.get(), Arch);
-    if (Error E = CoverageReaderOrErr.takeError())
-      return std::move(E);
-    Readers.push_back(std::move(CoverageReaderOrErr.get()));
-    Buffers.push_back(std::move(CovMappingBufOrErr.get()));
+    if (Error E = CoverageReaderOrErr.takeError()) {
+      E = handleErrors(std::move(E),
+                       [&](std::unique_ptr<CoverageMapError> CME) -> Error {
+                         if (CME->get() == coveragemap_error::no_data_found)
+                           return Error::success();
+                         return Error(std::move(CME));
+                       });
+      if (E) {
+        return std::move(E);
+      }
+    } else {
+      Readers.push_back(std::move(CoverageReaderOrErr.get()));
+      Buffers.push_back(std::move(CovMappingBufOrErr.get()));
+    }
+  }
+  if (Readers.empty()) {
+    return make_error<CoverageMapError>(coveragemap_error::no_data_found);
   }
   return load(Readers, *ProfileReader);
 }
Index: llvm/test/tools/llvm-cov/Inputs/empty_object/empty_object.cc
===================================================================
--- /dev/null
+++ llvm/test/tools/llvm-cov/Inputs/empty_object/empty_object.cc
@@ -0,0 +1 @@
+const int foo = 1;
Index: llvm/test/tools/llvm-cov/Inputs/empty_object/main.cc
===================================================================
--- /dev/null
+++ llvm/test/tools/llvm-cov/Inputs/empty_object/main.cc
@@ -0,0 +1 @@
+int main() {}
Index: llvm/test/tools/llvm-cov/empty_object.test
===================================================================
--- /dev/null
+++ llvm/test/tools/llvm-cov/empty_object.test
@@ -0,0 +1,20 @@
+RUN: clang -std=c++11 -mllvm -enable-name-compression=false -fprofile-instr-generate -fcoverage-mapping %S/Inputs/empty_object/empty_object.cc -c -o %t.o
+
+It shouldn't fail if other valid object is provided.
+RUN: llvm-cov report -instr-profile %S/Inputs/empty_object/merged.profdata \
+RUN:   -object %S/Inputs/empty_object/main.covmapping \
+RUN:   -object %t.o | FileCheck -check-prefix=REPORT %s
+
+REPORT: main.cc
+
+It should still fail if no other valid object is provided.
+RUN: (! llvm-cov report -instr-profile %S/Inputs/empty_object/merged.profdata \
+RUN:   -object %t.o) 2>&1 | FileCheck -check-prefix=FAIL %s
+FAIL: No coverage data found
+
+Instructions for regenerating the test:
+
+clang -std=c++11 -mllvm -enable-name-compression=false -fprofile-instr-generate -fcoverage-mapping main.cc -o main
+LLVM_PROFILE_FILE="main.raw" ./main
+llvm-profdata merge main.raw -o merged.profdata
+llvm-cov convert-for-testing ./main -o ./main.covmapping