diff --git a/mlir/lib/Dialect/LLVMIR/IR/LLVMDialect.cpp b/mlir/lib/Dialect/LLVMIR/IR/LLVMDialect.cpp
--- a/mlir/lib/Dialect/LLVMIR/IR/LLVMDialect.cpp
+++ b/mlir/lib/Dialect/LLVMIR/IR/LLVMDialect.cpp
@@ -2848,6 +2848,33 @@
 // DialectInlinerInterface
 //===----------------------------------------------------------------------===//
 
+/// Move all alloca operations with a constant size in the former entry block of
+/// the newly inlined callee into the entry block of the caller.
+static void moveConstantAllocasToEntryBlock(
+    iterator_range<Region::iterator> inlinedBlocks) {
+  Block *calleeEntryBlock = &(*inlinedBlocks.begin());
+  Block *callerEntryBlock = &(*calleeEntryBlock->getParent()->begin());
+  if (calleeEntryBlock == callerEntryBlock)
+    // Nothing to do.
+    return;
+  SmallVector<std::pair<LLVM::AllocaOp, IntegerAttr>> allocasToMove;
+  // Conservatively only move alloca operations that are part of the entry block
+  // and do not inspect nested regions, since they may execute conditionally or
+  // have other unknown semantics.
+  for (auto allocaOp : calleeEntryBlock->getOps<LLVM::AllocaOp>()) {
+    IntegerAttr arraySize;
+    if (matchPattern(allocaOp.getArraySize(), m_Constant(&arraySize)))
+      allocasToMove.emplace_back(allocaOp, arraySize);
+  }
+  OpBuilder builder(callerEntryBlock, callerEntryBlock->begin());
+  for (auto &[allocaOp, arraySize] : allocasToMove) {
+    auto newConstant = builder.create<LLVM::ConstantOp>(
+        allocaOp->getLoc(), allocaOp.getArraySize().getType(), arraySize);
+    allocaOp->moveAfter(newConstant);
+    allocaOp.getArraySizeMutable().assign(newConstant.getResult());
+  }
+}
+
 namespace {
 struct LLVMInlinerInterface : public DialectInlinerInterface {
   using DialectInlinerInterface::DialectInlinerInterface;
@@ -2885,7 +2912,7 @@
             return false;
           return true;
         })
-        .Case<LLVM::CallOp>([](auto) { return true; })
+        .Case<LLVM::CallOp, LLVM::AllocaOp>([](auto) { return true; })
         .Default([](auto) { return false; });
   }
 
@@ -2918,6 +2945,17 @@
       dst.replaceAllUsesWith(src);
   }
 
+  void processInlinedCallBlocks(
+      Operation *call,
+      iterator_range<Region::iterator> inlinedBlocks) const override {
+    // Alloca operations with a constant size that were in the entry block of
+    // the callee should be moved to the entry block of the caller, as this will
+    // fold into prologue/epilogue code during code generation.
+    // This is not implemented as a standalone pattern because we need to know
+    // which newly inlined block was previously the entry block of the callee.
+    moveConstantAllocasToEntryBlock(inlinedBlocks);
+  }
+
 private:
   /// Returns true if all attributes of `callOp` are handled during inlining.
   [[nodiscard]] static bool isLegalToInlineCallAttributes(LLVM::CallOp callOp) {
diff --git a/mlir/test/Dialect/LLVMIR/inlining.mlir b/mlir/test/Dialect/LLVMIR/inlining.mlir
--- a/mlir/test/Dialect/LLVMIR/inlining.mlir
+++ b/mlir/test/Dialect/LLVMIR/inlining.mlir
@@ -20,18 +20,17 @@
 
 // -----
 
-func.func @inner_func_not_inlinable() -> !llvm.ptr<f64> {
-  %0 = llvm.mlir.constant(0 : i32) : i32
-  %1 = llvm.alloca %0 x f64 : (i32) -> !llvm.ptr<f64>
-  return %1 : !llvm.ptr<f64>
+func.func @inner_func_not_inlinable() -> i32 {
+  %0 = llvm.inline_asm has_side_effects "foo", "bar" : () -> i32
+  return %0 : i32
 }
 
-// CHECK-LABEL: func.func @test_not_inline() -> !llvm.ptr<f64> {
-// CHECK-NEXT: %[[RES:.*]] = call @inner_func_not_inlinable() : () -> !llvm.ptr<f64>
-// CHECK-NEXT: return %[[RES]] : !llvm.ptr<f64>
-func.func @test_not_inline() -> !llvm.ptr<f64> {
-  %0 = call @inner_func_not_inlinable() : () -> !llvm.ptr<f64>
-  return %0 : !llvm.ptr<f64>
+// CHECK-LABEL: func.func @test_not_inline() -> i32 {
+// CHECK-NEXT: %[[RES:.*]] = call @inner_func_not_inlinable() : () -> i32
+// CHECK-NEXT: return %[[RES]] : i32
+func.func @test_not_inline() -> i32 {
+  %0 = call @inner_func_not_inlinable() : () -> i32
+  return %0 : i32
 }
 
 // -----
@@ -203,3 +202,76 @@
   llvm.call @callee() { branch_weights = dense<42> : vector<1xi32> } : () -> ()
   llvm.return
 }
+
+// -----
+
+llvm.func @static_alloca() -> f32 {
+  %0 = llvm.mlir.constant(4 : i32) : i32
+  %1 = llvm.alloca %0 x f32 : (i32) -> !llvm.ptr
+  %2 = llvm.load %1 : !llvm.ptr -> f32
+  llvm.return %2 : f32
+}
+
+llvm.func @dynamic_alloca(%size : i32) -> f32 {
+  %0 = llvm.add %size, %size : i32
+  %1 = llvm.alloca %0 x f32 : (i32) -> !llvm.ptr
+  %2 = llvm.load %1 : !llvm.ptr -> f32
+  llvm.return %2 : f32
+}
+
+// CHECK-LABEL: llvm.func @test_inline
+llvm.func @test_inline(%cond : i1, %size : i32) -> f32 {
+  // Check that the static alloca was moved to the entry block after inlining
+  // with its size defined by a constant.
+  // CHECK-NOT: ^{{.+}}:
+  // CHECK-NEXT: llvm.mlir.constant
+  // CHECK-NEXT: llvm.alloca
+  // CHECK: llvm.cond_br
+  llvm.cond_br %cond, ^bb1, ^bb2
+  // CHECK: ^{{.+}}:
+^bb1:
+  // CHECK-NOT: llvm.call @static_alloca
+  %0 = llvm.call @static_alloca() : () -> f32
+  // CHECK: llvm.br
+  llvm.br ^bb3(%0: f32)
+  // CHECK: ^{{.+}}:
+^bb2:
+  // Check that the dynamic alloca was inlined, but that it was not moved to the
+  // entry block.
+  // CHECK: llvm.add
+  // CHECK-NEXT: llvm.alloca
+  // CHECK-NOT: llvm.call @dynamic_alloca
+  %1 = llvm.call @dynamic_alloca(%size) : (i32) -> f32
+  // CHECK: llvm.br
+  llvm.br ^bb3(%1: f32)
+  // CHECK: ^{{.+}}:
+^bb3(%arg : f32):
+  llvm.return %arg : f32
+}
+
+// -----
+
+llvm.func @static_alloca_not_in_entry(%cond : i1) -> f32 {
+  llvm.cond_br %cond, ^bb1, ^bb2
+^bb1:
+  %0 = llvm.mlir.constant(4 : i32) : i32
+  %1 = llvm.alloca %0 x f32 : (i32) -> !llvm.ptr
+  llvm.br ^bb3(%1: !llvm.ptr)
+^bb2:
+  %2 = llvm.mlir.constant(8 : i32) : i32
+  %3 = llvm.alloca %2 x f32 : (i32) -> !llvm.ptr
+  llvm.br ^bb3(%3: !llvm.ptr)
+^bb3(%ptr : !llvm.ptr):
+  %4 = llvm.load %ptr : !llvm.ptr -> f32
+  llvm.return %4 : f32
+}
+
+// CHECK-LABEL: llvm.func @test_inline
+llvm.func @test_inline(%cond : i1) -> f32 {
+  // Make sure the alloca was not moved to the entry block.
+  // CHECK-NOT: llvm.alloca
+  // CHECK: llvm.cond_br
+  // CHECK: llvm.alloca
+  %0 = llvm.call @static_alloca_not_in_entry(%cond) : (i1) -> f32
+  llvm.return %0 : f32
+}