diff --git a/src/index.ts b/src/index.ts
index 703558162..568acde88 100644
--- a/src/index.ts
+++ b/src/index.ts
@@ -318,6 +318,7 @@ export * from './util/handlers/ConditionalHandler';
 export * from './util/handlers/ParallelHandler';
 export * from './util/handlers/SequenceHandler';
 export * from './util/handlers/StaticHandler';
+export * from './util/handlers/UnionHandler';
 export * from './util/handlers/UnsupportedAsyncHandler';
 export * from './util/handlers/WaterfallHandler';
 
diff --git a/src/util/handlers/UnionHandler.ts b/src/util/handlers/UnionHandler.ts
new file mode 100644
index 000000000..c165686fb
--- /dev/null
+++ b/src/util/handlers/UnionHandler.ts
@@ -0,0 +1,94 @@
+import { AsyncHandler } from './AsyncHandler';
+import { createAggregateError, filterHandlers, findHandler } from './HandlerUtil';
+
+// Helper types to make sure the UnionHandler has the same in/out types as the AsyncHandler type it wraps
+type ThenArg<T> = T extends PromiseLike<infer U> ? U : T;
+type InType<T extends AsyncHandler<any, any>> = Parameters<T['handle']>[0];
+type OutType<T extends AsyncHandler<any, any>> = ThenArg<ReturnType<T['handle']>>;
+type HandlerType<T extends AsyncHandler> = AsyncHandler<InType<T>, OutType<T>>;
+
+/**
+ * Utility handler that allows combining the results of multiple handlers into one.
+ * Will run all the handlers and then call the abstract `combine` function with the results,
+ * which should return the output of the class.
+ *
+ * If `requireAll` is true, the handler will fail if any of the handlers do not support the input.
+ * If `requireAll` is false, only the handlers that support the input will be called,
+ * only if all handlers reject the input will this handler reject as well.
+ * With `requireAll` set to false, the length of the input array
+ * for the `combine` function is variable (but always at least 1).
+ */
+export abstract class UnionHandler<T extends AsyncHandler<any, any>> extends AsyncHandler<InType<T>, OutType<T>> {
+  protected readonly handlers: T[];
+  private readonly requireAll: boolean;
+
+  protected constructor(handlers: T[], requireAll = false) {
+    super();
+    this.handlers = handlers;
+    this.requireAll = requireAll;
+  }
+
+  public async canHandle(input: InType<T>): Promise<void> {
+    if (this.requireAll) {
+      await this.allCanHandle(input);
+    } else {
+      // This will error if no handler supports the input
+      await findHandler(this.handlers, input);
+    }
+  }
+
+  public async handle(input: InType<T>): Promise<OutType<T>> {
+    let handlers: HandlerType<T>[];
+    if (this.requireAll) {
+      // Handlers were already checked in canHandle
+      // eslint-disable-next-line prefer-destructuring
+      handlers = this.handlers;
+    } else {
+      handlers = await filterHandlers(this.handlers, input);
+    }
+
+    const results = await Promise.all(
+      handlers.map(async(handler): Promise<OutType<T>> => handler.handle(input)),
+    );
+
+    return this.combine(results);
+  }
+
+  public async handleSafe(input: InType<T>): Promise<OutType<T>> {
+    let handlers: HandlerType<T>[];
+    if (this.requireAll) {
+      await this.allCanHandle(input);
+      // eslint-disable-next-line prefer-destructuring
+      handlers = this.handlers;
+    } else {
+      // This will error if no handler supports the input
+      handlers = await filterHandlers(this.handlers, input);
+    }
+
+    const results = await Promise.all(
+      handlers.map(async(handler): Promise<OutType<T>> => handler.handle(input)),
+    );
+
+    return this.combine(results);
+  }
+
+  /**
+   * Checks if all handlers can handle the input.
+   * If not, throw an error based on the errors of the failed handlers.
+   */
+  private async allCanHandle(input: InType<T>): Promise<void> {
+    const results = await Promise.allSettled(this.handlers.map(async(handler): Promise<HandlerType<T>> => {
+      await handler.canHandle(input);
+      return handler;
+    }));
+    if (results.some(({ status }): boolean => status === 'rejected')) {
+      const errors = results.map((result): Error => (result as PromiseRejectedResult).reason);
+      throw createAggregateError(errors);
+    }
+  }
+
+  /**
+   * Combine the results of the handlers into a single output.
+   */
+  protected abstract combine(results: OutType<T>[]): Promise<OutType<T>>;
+}
diff --git a/test/unit/util/handlers/UnionHandler.test.ts b/test/unit/util/handlers/UnionHandler.test.ts
new file mode 100644
index 000000000..27a803054
--- /dev/null
+++ b/test/unit/util/handlers/UnionHandler.test.ts
@@ -0,0 +1,64 @@
+import type { AsyncHandler } from '../../../../src/util/handlers/AsyncHandler';
+import { UnionHandler } from '../../../../src/util/handlers/UnionHandler';
+
+class SimpleUnionHandler extends UnionHandler<AsyncHandler<any, string>> {
+  public constructor(handlers: AsyncHandler<any, any>[], requireAll?: boolean) {
+    super(handlers, requireAll);
+  }
+
+  protected async combine(results: string[]): Promise<string> {
+    return results.join('');
+  }
+}
+
+describe('A UnionHandler', (): void => {
+  const input = { data: 'text' };
+  let handlers: jest.Mocked<AsyncHandler<any, string>>[];
+  let handler: SimpleUnionHandler;
+
+  beforeEach(async(): Promise<void> => {
+    handlers = [
+      { canHandle: jest.fn(), handle: jest.fn().mockResolvedValue('a') } as any,
+      { canHandle: jest.fn(), handle: jest.fn().mockResolvedValue('b') } as any,
+    ];
+
+    handler = new SimpleUnionHandler(handlers);
+  });
+
+  it('can handle a request if at least one extractor can handle it.', async(): Promise<void> => {
+    await expect(handler.canHandle(input)).resolves.toBeUndefined();
+
+    handlers[0].canHandle.mockRejectedValue(new Error('bad request'));
+    await expect(handler.canHandle(input)).resolves.toBeUndefined();
+
+    handlers[1].canHandle.mockRejectedValue(new Error('bad request'));
+    await expect(handler.canHandle(input)).rejects.toThrow('bad request');
+
+    await expect(handler.handleSafe(input)).rejects.toThrow('bad request');
+  });
+
+  it('requires all handlers to support the input if requireAll is true.', async(): Promise<void> => {
+    handler = new SimpleUnionHandler(handlers, true);
+    await expect(handler.canHandle(input)).resolves.toBeUndefined();
+
+    handlers[0].canHandle.mockRejectedValue(new Error('bad request'));
+    await expect(handler.canHandle(input)).rejects.toThrow('bad request');
+
+    await expect(handler.handleSafe(input)).rejects.toThrow('bad request');
+  });
+
+  it('calls all handlers that support the input.', async(): Promise<void> => {
+    handlers[0].canHandle.mockRejectedValue(new Error('bad request'));
+    await expect(handler.handle(input)).resolves.toBe('b');
+    await expect(handler.handleSafe(input)).resolves.toBe('b');
+  });
+
+  it('calls all handlers if requireAll is true.', async(): Promise<void> => {
+    handler = new SimpleUnionHandler(handlers, true);
+    await expect(handler.handleSafe(input)).resolves.toBe('ab');
+
+    // `handle` call does not need to check `canHandle` values anymore
+    handlers[0].canHandle.mockRejectedValue(new Error('bad request'));
+    await expect(handler.handle(input)).resolves.toBe('ab');
+  });
+});