diff --git a/mlir/lib/Analysis/DataFlow/IntegerRangeAnalysis.cpp b/mlir/lib/Analysis/DataFlow/IntegerRangeAnalysis.cpp
index 70b56ca77b2da..a93e605445465 100644
--- a/mlir/lib/Analysis/DataFlow/IntegerRangeAnalysis.cpp
+++ b/mlir/lib/Analysis/DataFlow/IntegerRangeAnalysis.cpp
@@ -180,23 +180,20 @@ void IntegerRangeAnalysis::visitNonControlFlowArguments(
     return;
   }
 
-  /// Given the results of getConstant{Lower,Upper}Bound() or getConstantStep()
-  /// on a LoopLikeInterface return the lower/upper bound for that result if
-  /// possible.
-  auto getLoopBoundFromFold = [&](std::optional<OpFoldResult> loopBound,
-                                  Type boundType, Block *block, bool getUpper) {
+  /// Given a lower bound, upper bound, or step from a LoopLikeInterface return
+  /// the lower/upper bound for that result if possible.
+  auto getLoopBoundFromFold = [&](OpFoldResult loopBound, Type boundType,
+                                  Block *block, bool getUpper) {
     unsigned int width = ConstantIntRanges::getStorageBitwidth(boundType);
-    if (loopBound.has_value()) {
-      if (auto attr = dyn_cast<Attribute>(*loopBound)) {
-        if (auto bound = dyn_cast_or_null<IntegerAttr>(attr))
-          return bound.getValue();
-      } else if (auto value = llvm::dyn_cast_if_present<Value>(*loopBound)) {
-        const IntegerValueRangeLattice *lattice =
-            getLatticeElementFor(getProgramPointBefore(block), value);
-        if (lattice != nullptr && !lattice->getValue().isUninitialized())
-          return getUpper ? lattice->getValue().getValue().smax()
-                          : lattice->getValue().getValue().smin();
-      }
+    if (auto attr = dyn_cast<Attribute>(loopBound)) {
+      if (auto bound = dyn_cast<IntegerAttr>(attr))
+        return bound.getValue();
+    } else if (auto value = llvm::dyn_cast<Value>(loopBound)) {
+      const IntegerValueRangeLattice *lattice =
+          getLatticeElementFor(getProgramPointBefore(block), value);
+      if (lattice != nullptr && !lattice->getValue().isUninitialized())
+        return getUpper ? lattice->getValue().getValue().smax()
+                        : lattice->getValue().getValue().smin();
     }
     // Given the results of getConstant{Lower,Upper}Bound()
     // or getConstantStep() on a LoopLikeInterface return the lower/upper
@@ -207,38 +204,43 @@ void IntegerRangeAnalysis::visitNonControlFlowArguments(
 
   // Infer bounds for loop arguments that have static bounds
   if (auto loop = dyn_cast<LoopLikeOpInterface>(op)) {
-    std::optional<Value> iv = loop.getSingleInductionVar();
-    if (!iv) {
+    std::optional<llvm::SmallVector<Value>> maybeIvs =
+        loop.getLoopInductionVars();
+    if (!maybeIvs) {
       return SparseForwardDataFlowAnalysis ::visitNonControlFlowArguments(
           op, successor, argLattices, firstIndex);
     }
-    Block *block = iv->getParentBlock();
-    std::optional<OpFoldResult> lowerBound = loop.getSingleLowerBound();
-    std::optional<OpFoldResult> upperBound = loop.getSingleUpperBound();
-    std::optional<OpFoldResult> step = loop.getSingleStep();
-    APInt min = getLoopBoundFromFold(lowerBound, iv->getType(), block,
-                                     /*getUpper=*/false);
-    APInt max = getLoopBoundFromFold(upperBound, iv->getType(), block,
-                                     /*getUpper=*/true);
-    // Assume positivity for uniscoverable steps by way of getUpper = true.
-    APInt stepVal =
-        getLoopBoundFromFold(step, iv->getType(), block, /*getUpper=*/true);
-
-    if (stepVal.isNegative()) {
-      std::swap(min, max);
-    } else {
-      // Correct the upper bound by subtracting 1 so that it becomes a <=
-      // bound, because loops do not generally include their upper bound.
-      max -= 1;
-    }
+    // This shouldn't be returning nullopt if there are indunction variables.
+    SmallVector<OpFoldResult> lowerBounds = *loop.getLoopLowerBounds();
+    SmallVector<OpFoldResult> upperBounds = *loop.getLoopUpperBounds();
+    SmallVector<OpFoldResult> steps = *loop.getLoopSteps();
+    for (auto [iv, lowerBound, upperBound, step] :
+         llvm::zip_equal(*maybeIvs, lowerBounds, upperBounds, steps)) {
+      Block *block = iv.getParentBlock();
+      APInt min = getLoopBoundFromFold(lowerBound, iv.getType(), block,
+                                       /*getUpper=*/false);
+      APInt max = getLoopBoundFromFold(upperBound, iv.getType(), block,
+                                       /*getUpper=*/true);
+      // Assume positivity for uniscoverable steps by way of getUpper = true.
+      APInt stepVal =
+          getLoopBoundFromFold(step, iv.getType(), block, /*getUpper=*/true);
+
+      if (stepVal.isNegative()) {
+        std::swap(min, max);
+      } else {
+        // Correct the upper bound by subtracting 1 so that it becomes a <=
+        // bound, because loops do not generally include their upper bound.
+        max -= 1;
+      }
 
-    // If we infer the lower bound to be larger than the upper bound, the
-    // resulting range is meaningless and should not be used in further
-    // inferences.
-    if (max.sge(min)) {
-      IntegerValueRangeLattice *ivEntry = getLatticeElement(*iv);
-      auto ivRange = ConstantIntRanges::fromSigned(min, max);
-      propagateIfChanged(ivEntry, ivEntry->join(IntegerValueRange{ivRange}));
+      // If we infer the lower bound to be larger than the upper bound, the
+      // resulting range is meaningless and should not be used in further
+      // inferences.
+      if (max.sge(min)) {
+        IntegerValueRangeLattice *ivEntry = getLatticeElement(iv);
+        auto ivRange = ConstantIntRanges::fromSigned(min, max);
+        propagateIfChanged(ivEntry, ivEntry->join(IntegerValueRange{ivRange}));
+      }
     }
     return;
   }
diff --git a/mlir/test/Interfaces/InferIntRangeInterface/infer-int-range-test-ops.mlir b/mlir/test/Interfaces/InferIntRangeInterface/infer-int-range-test-ops.mlir
index b98e8b07db5ce..c6344447d9f74 100644
--- a/mlir/test/Interfaces/InferIntRangeInterface/infer-int-range-test-ops.mlir
+++ b/mlir/test/Interfaces/InferIntRangeInterface/infer-int-range-test-ops.mlir
@@ -184,3 +184,19 @@ func.func @propagate_from_block_to_iterarg(%arg0: index, %arg1: i1) {
   }
   return
 }
+
+// CHECK-LABEL: func @multiple_loop_ivs
+func.func @multiple_loop_ivs(%arg0: memref<?x64xi32>) {
+  %ub1 = test.with_bounds { umin = 1 : index, umax = 32 : index,
+                          smin = 1 : index, smax = 32 : index } : index
+  %c0_i32 = arith.constant 0 : i32
+  // CHECK: scf.forall
+  scf.forall (%arg1, %arg2) in (%ub1, 64) {
+    // CHECK: test.reflect_bounds {smax = 31 : index, smin = 0 : index, umax = 31 : index, umin = 0 : index}
+    %1 = test.reflect_bounds %arg1 : index
+    // CHECK-NEXT: test.reflect_bounds {smax = 63 : index, smin = 0 : index, umax = 63 : index, umin = 0 : index}
+    %2 = test.reflect_bounds %arg2 : index
+    memref.store %c0_i32, %arg0[%1, %2] : memref<?x64xi32>
+  }
+  return
+}