diff --git a/plugins/scaffolder-backend/src/scaffolder/tasks/DefaultWorkflowRunner.test.ts b/plugins/scaffolder-backend/src/scaffolder/tasks/DefaultWorkflowRunner.test.ts
index 0217236e92..542cbb4b2f 100644
--- a/plugins/scaffolder-backend/src/scaffolder/tasks/DefaultWorkflowRunner.test.ts
+++ b/plugins/scaffolder-backend/src/scaffolder/tasks/DefaultWorkflowRunner.test.ts
@@ -235,6 +235,34 @@ describe('DefaultWorkflowRunner', () => {
       );
     });
 
+    it('should keep the original types for the input and not parse things that arent meant to be parsed', async () => {
+      const task = createMockTaskWithSpec({
+        apiVersion: 'backstage.io/v1beta3',
+        steps: [
+          {
+            id: 'test',
+            name: 'name',
+            action: 'jest-mock-action',
+            input: {
+              number: '${{parameters.number}}',
+              string: '${{parameters.string}}',
+            },
+          },
+        ],
+        output: {},
+        parameters: {
+          number: 0,
+          string: '1',
+        },
+      });
+
+      await runner.execute(task);
+
+      expect(fakeActionHandler).toHaveBeenCalledWith(
+        expect.objectContaining({ input: { number: 0, string: '1' } }),
+      );
+    });
+
     it('should template complex values into the action', async () => {
       const task = createMockTaskWithSpec({
         apiVersion: 'backstage.io/v1beta3',
@@ -355,7 +383,7 @@ describe('DefaultWorkflowRunner', () => {
           },
         ],
         output: {
-          foo: '${{parameters.repoUrl | parseRepoUrl}}',
+          foo: '${{ parameters.repoUrl | parseRepoUrl }}',
         },
         parameters: {
           repoUrl: 'github.com?repo=repo&owner=owner',
diff --git a/plugins/scaffolder-backend/src/scaffolder/tasks/DefaultWorkflowRunner.ts b/plugins/scaffolder-backend/src/scaffolder/tasks/DefaultWorkflowRunner.ts
index 9efb3f24bf..da59951d36 100644
--- a/plugins/scaffolder-backend/src/scaffolder/tasks/DefaultWorkflowRunner.ts
+++ b/plugins/scaffolder-backend/src/scaffolder/tasks/DefaultWorkflowRunner.ts
@@ -94,7 +94,7 @@ export class DefaultWorkflowRunner implements WorkflowRunner {
     // objects in the params block.
     // Maybe we can expose a new RepoUrlPicker with secrets for V3 that provides an object already.
     this.nunjucks.addFilter('parseRepoUrl', repoUrl => {
-      return JSON.stringify(parseRepoUrl(repoUrl, this.options.integrations));
+      return parseRepoUrl(repoUrl, this.options.integrations);
     });
 
     this.nunjucks.addFilter('projectSlug', repoUrl => {
@@ -107,15 +107,43 @@ export class DefaultWorkflowRunner implements WorkflowRunner {
     return JSON.parse(JSON.stringify(input), (_key, value) => {
       try {
         if (typeof value === 'string') {
+          try {
+            // Let's assume that we're dealing with a template string.
+            if (value.startsWith('${{') && value.endsWith('}}')) {
+              // Lets convert ${{ parameters.bob }} to ${{ (parameters.bob) | dump }} so we can keep the input type
+              const wrappedDumped = value.replace(
+                /\${{(.+)}}/g,
+                '${{ ( $1 ) | dump }}',
+              );
+
+              // Run the templating
+              const templated = this.nunjucks.renderString(
+                wrappedDumped,
+                context,
+              );
+
+              // If there's emtpy string returned, then it's undefined
+              if (templated === '') {
+                return undefined;
+              }
+
+              // Reparse the dumped string
+              return JSON.parse(templated);
+            }
+          } catch (ex) {
+            this.options.logger.debug(
+              `Failed to parse template string: ${value} with error ${ex.message}`,
+            );
+          }
+
+          // Fallback to default behaviour
           const templated = this.nunjucks.renderString(value, context);
+
           if (templated === '') {
             return undefined;
           }
-          try {
-            return JSON.parse(templated);
-          } catch {
-            return templated;
-          }
+
+          return templated;
         }
       } catch {
         return value;
@@ -124,25 +152,6 @@ export class DefaultWorkflowRunner implements WorkflowRunner {
     });
   }
 
-  private makeStringifyableParams<T>(input: T): T {
-    /**
-     * This is a little bit of a hack / magic so that when we use nunjucks and we try to
-     * pass through something other than a string from the parameters section.
-     * When an accessor is used that is an object, it's toString is the JSON.stringify'd version of it's children
-     * Which makes it work really well in string templating as we can parse the result again after.
-     */
-    return JSON.parse(
-      JSON.stringify(input),
-      (key: string, value: JsonObject) => {
-        if (typeof value === 'object' && key) {
-          value.toString = () => JSON.stringify(value);
-        }
-
-        return value;
-      },
-    );
-  }
-
   async execute(task: Task): Promise<WorkflowResponse> {
     if (!isValidTaskSpec(task.spec)) {
       throw new InputError(
@@ -160,7 +169,7 @@ export class DefaultWorkflowRunner implements WorkflowRunner {
       );
 
       const context: TemplateContext = {
-        parameters: this.makeStringifyableParams(task.spec.parameters),
+        parameters: task.spec.parameters,
         steps: {},
       };