diff --git a/R-package/src/Makevars.in b/R-package/src/Makevars.in
index 541c0fb52..808960319 100644
--- a/R-package/src/Makevars.in
+++ b/R-package/src/Makevars.in
@@ -99,6 +99,7 @@ OBJECTS= \
     $(PKGROOT)/src/logging.o \
     $(PKGROOT)/src/global_config.o \
     $(PKGROOT)/src/collective/allgather.o \
+    $(PKGROOT)/src/collective/broadcast.o \
     $(PKGROOT)/src/collective/comm.o \
     $(PKGROOT)/src/collective/tracker.o \
     $(PKGROOT)/src/collective/communicator.o \
diff --git a/R-package/src/Makevars.win b/R-package/src/Makevars.win
index faacd6d8d..43bfcf7c1 100644
--- a/R-package/src/Makevars.win
+++ b/R-package/src/Makevars.win
@@ -99,6 +99,7 @@ OBJECTS= \
     $(PKGROOT)/src/logging.o \
     $(PKGROOT)/src/global_config.o \
     $(PKGROOT)/src/collective/allgather.o \
+    $(PKGROOT)/src/collective/broadcast.o \
     $(PKGROOT)/src/collective/comm.o \
     $(PKGROOT)/src/collective/tracker.o \
     $(PKGROOT)/src/collective/communicator.o \
diff --git a/src/collective/broadcast.cc b/src/collective/broadcast.cc
new file mode 100644
index 000000000..be7e8f55f
--- /dev/null
+++ b/src/collective/broadcast.cc
@@ -0,0 +1,83 @@
+/**
+ * Copyright 2023, XGBoost Contributors
+ */
+#include "broadcast.h"
+
+#include <cstdint>  // for int32_t, int8_t
+#include <utility>  // for move
+
+#include "../common/bitfield.h"         // for TrailingZeroBits, RBitField32
+#include "comm.h"                       // for Comm
+#include "xgboost/collective/result.h"  // for Result
+#include "xgboost/span.h"               // for Span
+
+namespace xgboost::collective::cpu_impl {
+namespace {
+std::int32_t ShiftedParentRank(std::int32_t shifted_rank, std::int32_t depth) {
+  std::uint32_t mask{std::uint32_t{0} - 1};  // Oxff...
+  RBitField32 maskbits{common::Span<std::uint32_t>{&mask, 1}};
+  RBitField32 rankbits{
+      common::Span<std::uint32_t>{reinterpret_cast<std::uint32_t*>(&shifted_rank), 1}};
+  // prepare for counting trailing zeros.
+  for (std::int32_t i = 0; i < depth + 1; ++i) {
+    if (rankbits.Check(i)) {
+      maskbits.Set(i);
+    } else {
+      maskbits.Clear(i);
+    }
+  }
+
+  CHECK_NE(mask, 0);
+  auto k = TrailingZeroBits(mask);
+  auto shifted_parent = shifted_rank - (1 << k);
+  return shifted_parent;
+}
+
+// Shift the root node to rank 0
+std::int32_t ShiftLeft(std::int32_t rank, std::int32_t world, std::int32_t root) {
+  auto shifted_rank = (rank + world - root) % world;
+  return shifted_rank;
+}
+// shift back to the original rank
+std::int32_t ShiftRight(std::int32_t rank, std::int32_t world, std::int32_t root) {
+  auto orig = (rank + root) % world;
+  return orig;
+}
+}  // namespace
+
+Result Broadcast(Comm const& comm, common::Span<std::int8_t> data, std::int32_t root) {
+  // Binomial tree broadcast
+  // * Wiki
+  // https://en.wikipedia.org/wiki/Broadcast_(parallel_pattern)#Binomial_Tree_Broadcast
+  // * Impl
+  // https://people.mpi-inf.mpg.de/~mehlhorn/ftp/NewToolbox/collective.pdf
+
+  auto rank = comm.Rank();
+  auto world = comm.World();
+
+  // shift root to rank 0
+  auto shifted_rank = ShiftLeft(rank, world, root);
+  std::int32_t depth = std::ceil(std::log2(static_cast<double>(world))) - 1;
+
+  if (shifted_rank != 0) {  // not root
+    auto parent = ShiftRight(ShiftedParentRank(shifted_rank, depth), world, root);
+    comm.Chan(parent)->RecvAll(data);
+    auto rc = comm.Chan(parent)->Block();
+    if (!rc.OK()) {
+      return Fail("broadcast failed.", std::move(rc));
+    }
+  }
+
+  for (std::int32_t i = depth; i >= 0; --i) {
+    CHECK_GE((i + 1), 0);  // weird clang-tidy error that i might be negative
+    if (shifted_rank % (1 << (i + 1)) == 0 && shifted_rank + (1 << i) < world) {
+      auto sft_peer = shifted_rank + (1 << i);
+      auto peer = ShiftRight(sft_peer, world, root);
+      CHECK_NE(peer, root);
+      comm.Chan(peer)->SendAll(data);
+    }
+  }
+
+  return comm.Block();
+}
+}  // namespace xgboost::collective::cpu_impl
diff --git a/src/collective/broadcast.h b/src/collective/broadcast.h
new file mode 100644
index 000000000..28db83815
--- /dev/null
+++ b/src/collective/broadcast.h
@@ -0,0 +1,26 @@
+/**
+ * Copyright 2023, XGBoost Contributors
+ */
+#pragma once
+#include <cstdint>  // for int32_t, int8_t
+
+#include "comm.h"                       // for Comm
+#include "xgboost/collective/result.h"  // for
+#include "xgboost/span.h"               // for Span
+
+namespace xgboost::collective {
+namespace cpu_impl {
+Result Broadcast(Comm const& comm, common::Span<std::int8_t> data, std::int32_t root);
+}
+
+/**
+ * @brief binomial tree broadcast is used on CPU with the default implementation.
+ */
+template <typename T>
+[[nodiscard]] Result Broadcast(Comm const& comm, common::Span<T> data, std::int32_t root) {
+  auto n_total_bytes = data.size_bytes();
+  auto erased =
+      common::Span<std::int8_t>{reinterpret_cast<std::int8_t*>(data.data()), n_total_bytes};
+  return cpu_impl::Broadcast(comm, erased, root);
+}
+}  // namespace xgboost::collective
diff --git a/src/common/bitfield.h b/src/common/bitfield.h
index 6cdf4412e..efabaa834 100644
--- a/src/common/bitfield.h
+++ b/src/common/bitfield.h
@@ -5,22 +5,21 @@
 #ifndef XGBOOST_COMMON_BITFIELD_H_
 #define XGBOOST_COMMON_BITFIELD_H_
 
-#include <algorithm>
-#include <bitset>
-#include <cinttypes>
-#include <iostream>
-#include <sstream>
-#include <string>
-#include <vector>
+#include <algorithm>    // for min
+#include <bitset>       // for bitset
+#include <cstdint>      // for uint32_t, uint64_t, uint8_t
+#include <ostream>      // for ostream
+#include <type_traits>  // for conditional_t, is_signed_v
 
 #if defined(__CUDACC__)
 #include <thrust/copy.h>
 #include <thrust/device_ptr.h>
+
 #include "device_helpers.cuh"
 #endif  // defined(__CUDACC__)
 
-#include "xgboost/span.h"
 #include "common.h"
+#include "xgboost/span.h"  // for Span
 
 namespace xgboost {
 
@@ -75,7 +74,7 @@ struct BitFieldContainer {
  private:
   value_type* bits_{nullptr};
   size_type n_values_{0};
-  static_assert(!std::is_signed<VT>::value, "Must use an unsiged type as the underlying storage.");
+  static_assert(!std::is_signed_v<VT>, "Must use an unsiged type as the underlying storage.");
 
  public:
   XGBOOST_DEVICE static Pos ToBitPos(index_type pos) {
@@ -240,11 +239,39 @@ struct RBitsPolicy : public BitFieldContainer<VT, RBitsPolicy<VT>> {
 
 // Format: <Const><Direction>BitField<size of underlying type in bits>, underlying type
 // must be unsigned.
-using LBitField64 = BitFieldContainer<uint64_t, LBitsPolicy<uint64_t>>;
-using RBitField8 = BitFieldContainer<uint8_t, RBitsPolicy<unsigned char>>;
+using LBitField64 = BitFieldContainer<std::uint64_t, LBitsPolicy<std::uint64_t>>;
+using RBitField8 = BitFieldContainer<std::uint8_t, RBitsPolicy<unsigned char>>;
 
-using LBitField32 = BitFieldContainer<uint32_t, LBitsPolicy<uint32_t>>;
-using CLBitField32 = BitFieldContainer<uint32_t, LBitsPolicy<uint32_t, true>, true>;
+using LBitField32 = BitFieldContainer<std::uint32_t, LBitsPolicy<std::uint32_t>>;
+using CLBitField32 = BitFieldContainer<std::uint32_t, LBitsPolicy<std::uint32_t, true>, true>;
+using RBitField32 = BitFieldContainer<std::uint32_t, RBitsPolicy<std::uint32_t>>;
+
+namespace detail {
+inline std::uint32_t TrailingZeroBitsImpl(std::uint32_t value) {
+  auto n = sizeof(value) * 8;
+  std::uint32_t cnt{0};
+  for (decltype(n) i = 0; i < n; i++) {
+    if ((value >> i) & 1) {
+      break;
+    }
+    cnt++;
+  }
+  return cnt;
+}
+}  // namespace detail
+
+inline std::uint32_t TrailingZeroBits(std::uint32_t value) {
+  if (value == 0) {
+    return sizeof(value) * 8;
+  }
+#if defined(__GNUC__)
+  return __builtin_ctz(value);
+#elif defined(_MSC_VER)
+  return _tzcnt_u32(value);
+#else
+  return detail::TrailingZeroBitsImpl(value);
+#endif  //  __GNUC__
+}
 }       // namespace xgboost
 
 #endif  // XGBOOST_COMMON_BITFIELD_H_
diff --git a/src/common/common.h b/src/common/common.h
index bedff80b3..2abb34cb2 100644
--- a/src/common/common.h
+++ b/src/common/common.h
@@ -6,7 +6,6 @@
 #ifndef XGBOOST_COMMON_COMMON_H_
 #define XGBOOST_COMMON_COMMON_H_
 
-#include <algorithm>  // for max
 #include <array>      // for array
 #include <cmath>      // for ceil
 #include <cstddef>    // for size_t
@@ -181,7 +180,7 @@ inline void SetDevice(std::int32_t device) {
 #endif
 
 /**
- * Last index of a group in a CSR style of index pointer.
+ * @brief Last index of a group in a CSR style of index pointer.
  */
 template <typename Indexable>
 XGBOOST_DEVICE size_t LastOf(size_t group, Indexable const &indptr) {
diff --git a/tests/cpp/collective/test_broadcast.cc b/tests/cpp/collective/test_broadcast.cc
new file mode 100644
index 000000000..485f6dcdf
--- /dev/null
+++ b/tests/cpp/collective/test_broadcast.cc
@@ -0,0 +1,68 @@
+/**
+ * Copyright 2023, XGBoost Contributors
+ */
+#include <gtest/gtest.h>
+#include <xgboost/collective/socket.h>
+
+#include <cstdint>  // for int32_t
+#include <string>   // for string
+#include <thread>   // for thread
+#include <vector>   // for vector
+
+#include "../../../src/collective/broadcast.h"  // for Broadcast
+#include "../../../src/collective/tracker.h"    // for GetHostAddress, Tracker
+#include "test_worker.h"                        // for WorkerForTest
+
+namespace xgboost::collective {
+namespace {
+class Worker : public WorkerForTest {
+ public:
+  using WorkerForTest::WorkerForTest;
+
+  void Run() {
+    for (std::int32_t r = 0; r < comm_.World(); ++r) {
+      // basic test
+      std::vector<std::int32_t> data(1, comm_.Rank());
+      auto rc = Broadcast(this->comm_, common::Span{data.data(), data.size()}, r);
+      ASSERT_TRUE(rc.OK()) << rc.Report();
+      ASSERT_EQ(data[0], r);
+    }
+
+    for (std::int32_t r = 0; r < comm_.World(); ++r) {
+      std::vector<std::int32_t> data(1 << 16, comm_.Rank());
+      auto rc = Broadcast(this->comm_, common::Span{data.data(), data.size()}, r);
+      ASSERT_TRUE(rc.OK()) << rc.Report();
+      ASSERT_EQ(data[0], r);
+    }
+  }
+};
+
+class BroadcastTest : public SocketTest {};
+}  // namespace
+
+TEST_F(BroadcastTest, Basic) {
+  std::int32_t n_workers = std::min(24u, std::thread::hardware_concurrency());
+  std::chrono::seconds timeout{3};
+
+  std::string host;
+  ASSERT_TRUE(GetHostAddress(&host).OK());
+  RabitTracker tracker{StringView{host}, n_workers, 0, timeout};
+  auto fut = tracker.Run();
+
+  std::vector<std::thread> workers;
+  std::int32_t port = tracker.Port();
+
+  for (std::int32_t i = 0; i < n_workers; ++i) {
+    workers.emplace_back([=] {
+      Worker worker{host, port, timeout, n_workers, i};
+      worker.Run();
+    });
+  }
+
+  for (auto& t : workers) {
+    t.join();
+  }
+
+  ASSERT_TRUE(fut.get().OK());
+}
+}  // namespace xgboost::collective