diff --git a/src/common/transformations/include/transformations/common_optimizations/nop_elimination.hpp b/src/common/transformations/include/transformations/common_optimizations/nop_elimination.hpp
index 2065dd97825..813b40dc171 100644
--- a/src/common/transformations/include/transformations/common_optimizations/nop_elimination.hpp
+++ b/src/common/transformations/include/transformations/common_optimizations/nop_elimination.hpp
@@ -14,6 +14,7 @@ class TRANSFORMATIONS_API EliminateConcat;
 class TRANSFORMATIONS_API EliminateConvert;
 class TRANSFORMATIONS_API EliminateConvertNonZero;
 class TRANSFORMATIONS_API EliminateEltwise;
+class TRANSFORMATIONS_API EliminateScatterUpdate;
 class TRANSFORMATIONS_API EliminatePad;
 class TRANSFORMATIONS_API EliminateSplit;
 class TRANSFORMATIONS_API EliminateSplitConcat;
@@ -104,6 +105,16 @@ public:
     EliminateEltwise();
 };
 
+/**
+ * @ingroup ie_transformation_common_api
+ * @brief EliminateScatterUpdate eliminates scatter ops that do nothing (updates/indices are empty)
+ */
+class ov::pass::EliminateScatterUpdate : public ov::pass::MatcherPass {
+public:
+    OPENVINO_RTTI("EliminateScatterUpdate", "0");
+    EliminateScatterUpdate();
+};
+
 class ov::pass::NopElimination : public GraphRewrite {
 public:
     OPENVINO_RTTI("NopElimination", "0");
@@ -127,6 +138,7 @@ using ov::pass::EliminateConvert;
 using ov::pass::EliminateConvertNonZero;
 using ov::pass::EliminateEltwise;
 using ov::pass::EliminatePad;
+using ov::pass::EliminateScatterUpdate;
 using ov::pass::EliminateSplit;
 using ov::pass::EliminateSplitConcat;
 using ov::pass::EliminateSqueeze;
diff --git a/src/common/transformations/src/transformations/common_optimizations/moc_transformations.cpp b/src/common/transformations/src/transformations/common_optimizations/moc_transformations.cpp
index 5f58f86c5b2..c88e828ba55 100644
--- a/src/common/transformations/src/transformations/common_optimizations/moc_transformations.cpp
+++ b/src/common/transformations/src/transformations/common_optimizations/moc_transformations.cpp
@@ -109,6 +109,7 @@ bool ov::pass::MOCTransformations::run_on_model(const std::shared_ptr<ngraph::Fu
     // In particular, if zero dim tensor is consumed in body of MultiSubGraphOp
     // RemoveConcatZeroDimInput and RemoveMultiSubGraphOpDanglingParams should be called together.
     using namespace ov::pass;
+    REGISTER_PASS(manager, EliminateScatterUpdate)
     REGISTER_PASS(manager, RemoveConcatZeroDimInput)
     REGISTER_PASS(manager, Validate)
     // todo: ticket 96960
diff --git a/src/common/transformations/src/transformations/common_optimizations/nop_elimination.cpp b/src/common/transformations/src/transformations/common_optimizations/nop_elimination.cpp
index d8c17b4f6ae..baa4cbf67d4 100644
--- a/src/common/transformations/src/transformations/common_optimizations/nop_elimination.cpp
+++ b/src/common/transformations/src/transformations/common_optimizations/nop_elimination.cpp
@@ -16,6 +16,7 @@
 #include <transformations/common_optimizations/nop_elimination.hpp>
 #include <transformations/utils/utils.hpp>
 
+#include "compare.hpp"
 #include "itt.hpp"
 
 using namespace std;
@@ -718,6 +719,30 @@ pass::EliminateEltwise::EliminateEltwise() {
     this->register_matcher(m, callback);
 }
 
+pass::EliminateScatterUpdate::EliminateScatterUpdate() {
+    MATCHER_SCOPE(EliminateScatterUpdate);
+    auto scatter_pattern =
+        pattern::wrap_type<opset8::ScatterUpdate, opset8::ScatterNDUpdate, opset8::ScatterElementsUpdate>();
+
+    matcher_pass_callback callback = [=](pattern::Matcher& m) {
+        auto scatter = m.get_match_root();
+        const auto& indices_pshape = scatter->get_input_partial_shape(1);
+        const auto& updates_pshape = scatter->get_input_partial_shape(2);
+
+        auto has_zero = [](const ov::PartialShape& shape) -> bool {
+            return std::any_of(shape.cbegin(), shape.cend(), ov::cmp::Equal<ov::Dimension>(0));
+        };
+        if (has_zero(indices_pshape) || has_zero(updates_pshape)) {
+            return replace_output_update_name(scatter->output(0), scatter->input_value(0));
+        } else {
+            return false;
+        }
+    };
+
+    auto m = make_shared<pattern::Matcher>(scatter_pattern, matcher_name);
+    this->register_matcher(m, callback);
+}
+
 ngraph::pass::NopElimination::NopElimination(bool use_shape_for_elimination) {
     // shape-agnostic transformations
     ADD_MATCHER_FOR_THIS(EliminatePad)
@@ -732,6 +757,7 @@ ngraph::pass::NopElimination::NopElimination(bool use_shape_for_elimination) {
 
     // shape-dependent transformations
     if (use_shape_for_elimination) {
+        ADD_MATCHER_FOR_THIS(EliminateScatterUpdate)
         ADD_MATCHER_FOR_THIS(EliminateReshape)
         ADD_MATCHER_FOR_THIS(EliminateSqueeze)
         ADD_MATCHER_FOR_THIS(EliminateUnsqueeze)
diff --git a/src/common/transformations/src/transformations/common_optimizations/remove_concat_zero_dim_input.cpp b/src/common/transformations/src/transformations/common_optimizations/remove_concat_zero_dim_input.cpp
index fd54d65c966..edd5b66671b 100644
--- a/src/common/transformations/src/transformations/common_optimizations/remove_concat_zero_dim_input.cpp
+++ b/src/common/transformations/src/transformations/common_optimizations/remove_concat_zero_dim_input.cpp
@@ -45,7 +45,19 @@ ov::pass::RemoveConcatZeroDimInput::RemoveConcatZeroDimInput() {
 
         bool inputs_removed = concat->get_input_size() > concat_inputs.size();
         if (inputs_removed) {
-            concat->set_arguments(concat_inputs);
+            if (concat_inputs.empty()) {
+                if (concat->get_output_element_type(0).is_dynamic())
+                    return false;
+                if (concat->get_output_partial_shape(0).is_dynamic())
+                    return false;
+                const auto& empty_constant = opset8::Constant::create(concat->get_output_element_type(0),
+                                                                      concat->get_output_partial_shape(0).to_shape(),
+                                                                      {});
+                concat->output(0).replace(empty_constant);
+                empty_constant->set_friendly_name(concat->get_friendly_name());
+            } else {
+                concat->set_arguments(concat_inputs);
+            }
         }
         return inputs_removed;
     };
diff --git a/src/common/transformations/tests/common_optimizations/remove_concat_zero_dim_input_test.cpp b/src/common/transformations/tests/common_optimizations/remove_concat_zero_dim_input_test.cpp
index 9823d37cbb5..7db279e01a3 100644
--- a/src/common/transformations/tests/common_optimizations/remove_concat_zero_dim_input_test.cpp
+++ b/src/common/transformations/tests/common_optimizations/remove_concat_zero_dim_input_test.cpp
@@ -178,3 +178,24 @@ TEST_F(TransformationTestsF, RemoveConcatZeroDimTwoInputs) {
         function_ref = std::make_shared<ov::Model>(ov::NodeVector{concat}, ov::ParameterVector{input1});
     }
 }
+
+TEST_F(TransformationTestsF, RemoveConcatZeroDimAllInputsEmpty) {
+    {
+        auto input1 = std::make_shared<ov::opset8::Parameter>(ov::element::f32,
+                                                              ov::PartialShape{1, 0, 1});
+        auto input2 = std::make_shared<ov::opset8::Parameter>(ov::element::f32,
+            ov::PartialShape{1, 0, 1});
+
+        int64_t axis = -1;
+        auto concat = std::make_shared<ov::opset8::Concat>(ov::OutputVector{input1, input2}, axis);
+
+        function = std::make_shared<ov::Model>(ov::NodeVector{concat}, ov::ParameterVector{input1, input2});
+
+        manager.register_pass<ov::pass::RemoveConcatZeroDimInput>();
+    }
+
+    {
+        auto concat = std::make_shared<ov::opset8::Constant>(ov::element::f32, ov::Shape{1, 0, 2}, std::vector<float>{});
+        function_ref = std::make_shared<ov::Model>(ov::NodeVector{concat}, ov::ParameterVector{});
+    }
+}
diff --git a/src/inference/src/cnn_network_ngraph_impl.cpp b/src/inference/src/cnn_network_ngraph_impl.cpp
index e493417ac70..28bc2d48d56 100644
--- a/src/inference/src/cnn_network_ngraph_impl.cpp
+++ b/src/inference/src/cnn_network_ngraph_impl.cpp
@@ -35,6 +35,7 @@
 #include <openvino/cc/pass/itt.hpp>
 #include <transformations/common_optimizations/dimension_tracking.hpp>
 #include <transformations/common_optimizations/fold_subgraph_empty_inputs.hpp>
+#include <transformations/common_optimizations/nop_elimination.hpp>
 #include <transformations/common_optimizations/remove_concat_zero_dim_input.hpp>
 #include <transformations/common_optimizations/remove_multi_subgraph_op_dangling_params.hpp>
 #include <transformations/disable_decompression_convert_constant_folding.hpp>
@@ -150,6 +151,7 @@ CNNNetworkNGraphImpl::CNNNetworkNGraphImpl(const std::shared_ptr<Function>& nGra
         using namespace ngraph::pass;
         REGISTER_PASS(m, FixRtInfo)
         using namespace ov::pass;
+        REGISTER_PASS(m, EliminateScatterUpdate)
         REGISTER_PASS(m, RemoveConcatZeroDimInput)
         REGISTER_PASS(m, RemoveMultiSubGraphOpDanglingParams)
         REGISTER_PASS(m, FoldSubgraphEmptyInputs)