diff --git a/src/cpu/aarch64/shuffle/jit_uni_shuffle.cpp b/src/cpu/aarch64/shuffle/jit_uni_shuffle.cpp
index 4d8d15219eb..4d1cf145692 100644
--- a/src/cpu/aarch64/shuffle/jit_uni_shuffle.cpp
+++ b/src/cpu/aarch64/shuffle/jit_uni_shuffle.cpp
@@ -1,6 +1,6 @@
 /*******************************************************************************
-* Copyright 2020-2022 Intel Corporation
-* Copyright 2022 FUJITSU LIMITED
+* Copyright 2020-2024 Intel Corporation
+* Copyright 2022-2024 FUJITSU LIMITED
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
@@ -34,6 +34,7 @@ template <cpu_isa_t isa>
 status_t jit_uni_shuffle_t<isa>::pd_t::init(engine_t *engine) {
     using namespace format_tag;
     using namespace data_type;
+    using namespace types;
 
     const memory_desc_wrapper src_d(is_fwd() ? src_md() : diff_src_md());
     const memory_desc_wrapper dst_d(is_fwd() ? dst_md() : diff_dst_md());
@@ -58,7 +59,10 @@ status_t jit_uni_shuffle_t<isa>::pd_t::init(engine_t *engine) {
     if (blocked_format == format_tag::undef) return status::unimplemented;
 
     conf_.blk_size = src_d.blocking_desc().strides[ndims() - 1];
-    conf_.simd_w = cpu_isa_traits<isa>::vlen / sizeof(float);
+    /* Because "ST1H { <Zt>.S }, <Pg>, [<Xn|SP>, <Zm>.S, UXTW #1]" is used
+       to gather data for bf16, simd_w must be calculated
+       with sizeof(uint32_t). */
+    conf_.simd_w = cpu_isa_traits<isa>::vlen / sizeof(uint32_t);
 
     const bool has_spatial = utils::one_of(ndims(), 3, 4, 5);
     const dim_t HW = H() * W();
diff --git a/src/cpu/aarch64/shuffle/jit_uni_shuffle_kernel.cpp b/src/cpu/aarch64/shuffle/jit_uni_shuffle_kernel.cpp
index 72272616f5e..3ae88f5ad18 100644
--- a/src/cpu/aarch64/shuffle/jit_uni_shuffle_kernel.cpp
+++ b/src/cpu/aarch64/shuffle/jit_uni_shuffle_kernel.cpp
@@ -1,6 +1,6 @@
 /*******************************************************************************
-* Copyright 2021-2022 Intel Corporation
-* Copyright 2022 FUJITSU LIMITED
+* Copyright 2021-2024 Intel Corporation
+* Copyright 2022-2024 FUJITSU LIMITED
 *
 * Licensed under the Apache License, Version 2.0 (the "License");
 * you may not use this file except in compliance with the License.
@@ -47,9 +47,12 @@ jit_uni_shuffle_kernel_t<isa>::jit_uni_shuffle_kernel_t(
 template <cpu_isa_t isa>
 void jit_uni_shuffle_kernel_t<isa>::prepare_mask() {
     using namespace data_type;
+    using namespace types;
     if (conf_.simd_tail > 0) {
-        assert(utils::one_of(conf_.data_type, f32, s32));
-        assert(conf_.simd_tail < isa_sveLen / sizeof(float));
+        /* Because "ST1H { <Zt>.S }, <Pg>, [<Xn|SP>, <Zm>.S, UXTW #1]" is used
+	 to gather data for bf16, simd_tail must be evaluated
+	 with sizeof(unsigned). */
+        assert(conf_.simd_tail < isa_sveLen / sizeof(uint32_t));
         index(vmm_tmp_.s, 0, 1);
         cmplt(k_tail_mask_.s, P_ALL_ONE / T_z, vmm_tmp_.s, conf_.simd_tail);
     }
@@ -68,13 +71,17 @@ void jit_uni_shuffle_kernel_t<asimd>::prepare_mask() {}
 template <cpu_isa_t isa>
 void jit_uni_shuffle_kernel_t<isa>::gather_data(const XReg &reg_src_addr,
         const int indices_idx, const int data_idx, const bool is_tail) {
-    if (conf_.dt_size == sizeof(float)) {
-        const PReg &mask = is_tail ? k_tail_mask_ : k_full_mask_;
+    using namespace data_type;
+    const PReg &mask = is_tail ? k_tail_mask_ : k_full_mask_;
+
+    if (utils::one_of(conf_.data_type, f32, s32)) {
         lsr(TRegS(indices_idx), TRegS(indices_idx), 2);
         ld1w(TRegS(data_idx), mask / T_z,
                 ptr(reg_src_addr, TRegS(indices_idx), UXTW, 2));
-    } else {
-        assert(!"unsupported emu_gather_data");
+    } else if (conf_.data_type == bf16) {
+        lsr(TRegS(indices_idx), TRegS(indices_idx), 1);
+        ld1h(TRegS(data_idx), mask / T_z,
+                ptr(reg_src_addr, TRegS(indices_idx), UXTW, 1));
     }
 }
 
@@ -97,21 +104,26 @@ void jit_uni_shuffle_kernel_t<asimd>::gather_data(const XReg &addr,
 template <cpu_isa_t isa>
 void jit_uni_shuffle_kernel_t<isa>::store_data(const int data_idx,
         const XReg &reg_dst_addr, const int offset, const bool is_tail) {
+    using namespace data_type;
     const auto extend_for_padding
             = is_tail && padding_size_ + conf_.simd_tail >= conf_.simd_w;
+    const PReg &mask = is_tail ? k_tail_mask_ : P_ALL_ONE;
+
+    add_imm(X_DEFAULT_ADDR, reg_dst_addr, offset, X_TMP_0);
+
     if (extend_for_padding) {
         sel(vmm_tmp_.s, k_tail_mask_, TRegS(data_idx), vmm_zero_.s);
-        add_imm(X_DEFAULT_ADDR, reg_dst_addr, offset, X_TMP_0);
-        st1w(vmm_tmp_.s, P_ALL_ONE, ptr(X_DEFAULT_ADDR));
+        if (utils::one_of(conf_.data_type, f32, s32))
+            st1w(vmm_tmp_.s, P_ALL_ONE, ptr(X_DEFAULT_ADDR));
+        else // bf16
+            st1h(vmm_tmp_.s, P_ALL_ONE, ptr(X_DEFAULT_ADDR));
     } else {
-        if (is_tail) {
-            add_imm(X_DEFAULT_ADDR, reg_dst_addr, offset, X_TMP_0);
-            st1w(TRegS(data_idx), k_tail_mask_, ptr(X_DEFAULT_ADDR));
-        } else {
-            add_imm(X_DEFAULT_ADDR, reg_dst_addr, offset, X_TMP_0);
-            st1w(TRegS(data_idx), P_ALL_ONE, ptr(X_DEFAULT_ADDR));
-        }
+        if (utils::one_of(conf_.data_type, f32, s32))
+            st1w(TRegS(data_idx), mask, ptr(X_DEFAULT_ADDR));
+        else // bf16
+            st1h(TRegS(data_idx), mask, ptr(X_DEFAULT_ADDR));
     }
+
     append_zero_padding(
             reg_dst_, isa_sveLen > 128 ? extend_for_padding : false);
 }