diff --git a/packages/oas-to-har/__tests__/lib/remove-undefined-objects.test.js b/packages/oas-to-har/__tests__/lib/remove-undefined-objects.test.js
index 27a122d7e..d658f2eaf 100644
--- a/packages/oas-to-har/__tests__/lib/remove-undefined-objects.test.js
+++ b/packages/oas-to-har/__tests__/lib/remove-undefined-objects.test.js
@@ -4,10 +4,21 @@ test('should remove empty objects with only undefined properties', () => {
   expect(removeUndefinedObjects({ a: { b: undefined, c: { d: undefined } } })).toBeUndefined();
 });
 
-test('should not throw on arrays of primitives', () => {
-  expect(removeUndefinedObjects([null])).toStrictEqual([null]);
+test('should remove empty arrays from within object', () => {
+  expect(removeUndefinedObjects({ a: { b: undefined, c: { d: undefined } }, d: [1234, undefined] })).toStrictEqual({
+    d: [1234],
+  });
 });
 
-test('should not throw for null', () => {
-  expect(removeUndefinedObjects({ a: null })).toStrictEqual({ a: null });
+test('should remove undefined and null values from arrays', () => {
+  expect(removeUndefinedObjects([undefined, undefined])).toBeUndefined();
+  expect(removeUndefinedObjects([null])).toBeUndefined();
+  expect(removeUndefinedObjects(['1234', null, undefined, { a: null, b: undefined }, '   ', ''])).toStrictEqual([
+    '1234',
+    {
+      a: null,
+    },
+    '   ',
+    '',
+  ]);
 });
diff --git a/packages/oas-to-har/src/lib/remove-undefined-objects.js b/packages/oas-to-har/src/lib/remove-undefined-objects.js
index 1612578be..aa425c96d 100644
--- a/packages/oas-to-har/src/lib/remove-undefined-objects.js
+++ b/packages/oas-to-har/src/lib/remove-undefined-objects.js
@@ -5,26 +5,44 @@ function isEmptyObject(obj) {
 
 // Modified from here: https://stackoverflow.com/a/43781499
 function stripEmptyObjects(obj) {
-  Object.keys(obj).forEach(key => {
-    const value = obj[key];
-    if (typeof value === 'object' && !Array.isArray(obj) && value !== null) {
+  let cleanObj = obj;
+
+  Object.keys(cleanObj).forEach(key => {
+    let value = cleanObj[key];
+
+    if (typeof value === 'object' && !Array.isArray(cleanObj) && value !== null) {
       // Recurse, strip out empty objects from children
-      stripEmptyObjects(value);
+      value = stripEmptyObjects(value);
+
       // Then remove all empty objects from the top level object
       if (isEmptyObject(value)) {
-        // eslint-disable-next-line no-param-reassign
-        delete obj[key];
+        delete cleanObj[key];
+      } else {
+        cleanObj[key] = value;
       }
+    } else if (value === null) {
+      delete cleanObj[key];
     }
   });
+
+  if (Array.isArray(cleanObj)) {
+    // Since deleting a key from an array will retain an undefined value in that array, we need to
+    // filter them out.
+    cleanObj = cleanObj.filter(function (el) {
+      return el !== undefined;
+    });
+  }
+
+  return cleanObj;
 }
 
 function removeUndefinedObjects(obj) {
-  // JSON.stringify removes undefined values
-  const withoutUndefined = JSON.parse(JSON.stringify(obj));
+  // JSON.stringify removes undefined values. Though `[undefined]` will be converted with this to
+  // `[null]`, we'll clean that up next.
+  let withoutUndefined = JSON.parse(JSON.stringify(obj));
 
-  // Then we recursively remove all empty objects
-  stripEmptyObjects(withoutUndefined);
+  // Then we recursively remove all empty objects and nullish arrays.
+  withoutUndefined = stripEmptyObjects(withoutUndefined);
 
   // If the only thing that's leftover is an empty object
   // then return nothing so we don't end up with default