diff --git a/README.md b/README.md
index ef306b2..995bafc 100644
--- a/README.md
+++ b/README.md
@@ -15,6 +15,7 @@ See the full [API docs](https://hexdocs.pm/snap).
 - Streaming bulk operations
 - Connection pooling
 - Telemetry events
+- High level interface over the [Multi Search API](https://www.elastic.co/guide/en/elasticsearch/reference/current/search-multi-search.html)
 
 ## Installation
 
diff --git a/lib/snap/multi/multi.ex b/lib/snap/multi/multi.ex
new file mode 100644
index 0000000..a675e25
--- /dev/null
+++ b/lib/snap/multi/multi.ex
@@ -0,0 +1,94 @@
+defmodule Snap.Multi do
+  @moduledoc """
+  Provides a high level abstraction over the [Multi Search
+  API](https://www.elastic.co/guide/en/elasticsearch/reference/current/search-multi-search.html)
+  which allows the user to perform multiple searches in a single request.
+
+  Example usage:
+
+      Multi.new()
+      |> Multi.add(query_1, id: "query-1")
+      |> Multi.add(query_2, id: "query-2")
+      |> Multi.run(Cluster, index)
+
+  This returns a `Snap.Multi.Response`, with a `searches` field containing a
+  list of responses.
+
+  Each query can be named, using any value you like, by passing an `id: "foo"`
+  into `Multi.add`. The list in `Snap.Multi.Response` contains tuple pairs where
+  the first value is the ID and the second is the result of the query.
+
+  If you choose not to name a query the ID in the tuple will be `nil`.
+
+  If your query IDs are unique you can convert this to a `Map` for easy lookup
+  later using `Enum.into(response.searches, %{})`.
+  """
+
+  defstruct searches: []
+
+  @type t :: %__MODULE__{searches: list()}
+
+  alias Snap.Multi.Response
+  alias Snap.Multi.Search
+
+  @doc """
+  Build a `Snap.Multi` request.
+  """
+  @spec new() :: t()
+  def new() do
+    %__MODULE__{}
+  end
+
+  @doc """
+  Append to a `Snap.Multi` request. The `body` is required. If you pass an `id`
+  into the headers, this will be used to name the query in the responses list
+  and won't be passed through as a header in the request.
+  """
+  @spec add(t(), map(), Keyword.t()) :: t()
+  def add(%__MODULE__{} = multi, body, headers \\ []) do
+    {id, headers} = Keyword.pop(headers, :id)
+    search = %Search{id: id, body: body, headers: headers}
+
+    %__MODULE__{multi | searches: multi.searches ++ [search]}
+  end
+
+  @doc """
+  Perform the `Snap.Multi` request. This returns `{:ok, Snap.Multi.Response}` or
+  an error.
+  """
+  @spec run(t(), atom(), String.t(), Keyword.t(), Keyword.t(), Keyword.t()) ::
+          {:ok, Snap.Multi.Response.t()} | {:error, Snap.Cluster.error()}
+  def run(%__MODULE__{} = multi, cluster, index_or_alias, params \\ [], headers \\ [], opts \\ []) do
+    ids = build_ids(multi.searches)
+    body = encode(multi)
+    headers = headers ++ [{"content-type", "application/x-ndjson"}]
+
+    case cluster.post("/#{index_or_alias}/_msearch", body, params, headers, opts) do
+      {:ok, response} -> {:ok, Response.new(response, ids)}
+      err -> err
+    end
+  end
+
+  defp encode(%__MODULE__{} = multi) do
+    multi.searches
+    |> Enum.flat_map(&encode_search/1)
+  end
+
+  defp encode_search(%Search{headers: headers, body: body}) do
+    [encode_headers(headers), "\n", encode_body(body), "\n"]
+  end
+
+  defp encode_headers(headers) do
+    headers
+    |> Enum.into(%{})
+    |> Jason.encode!(pretty: false)
+  end
+
+  defp encode_body(body) do
+    Jason.encode!(body, pretty: false)
+  end
+
+  defp build_ids(searches) do
+    Enum.map(searches, & &1.id)
+  end
+end
diff --git a/lib/snap/multi/response.ex b/lib/snap/multi/response.ex
new file mode 100644
index 0000000..a8ad962
--- /dev/null
+++ b/lib/snap/multi/response.ex
@@ -0,0 +1,22 @@
+defmodule Snap.Multi.Response do
+  @moduledoc """
+  Represents a successful response for a `Snap.Multi` request.
+  """
+  defstruct [:searches, :took]
+
+  @type t :: %__MODULE__{
+          searches: list({atom(), Snap.SearchResponse.t()})
+        }
+
+  alias Snap.SearchResponse
+
+  @doc false
+  def new(body, ids) do
+    responses = Enum.map(body["responses"], &SearchResponse.new/1)
+    took = body["took"]
+
+    searches = Enum.zip(ids, responses)
+
+    %__MODULE__{searches: searches, took: took}
+  end
+end
diff --git a/lib/snap/multi/search.ex b/lib/snap/multi/search.ex
new file mode 100644
index 0000000..1dcbb3c
--- /dev/null
+++ b/lib/snap/multi/search.ex
@@ -0,0 +1,4 @@
+defmodule Snap.Multi.Search do
+  @moduledoc false
+  defstruct [:id, :headers, :body]
+end
diff --git a/test/multi/multi_test.exs b/test/multi/multi_test.exs
new file mode 100644
index 0000000..13b782a
--- /dev/null
+++ b/test/multi/multi_test.exs
@@ -0,0 +1,54 @@
+defmodule Snap.MultiTest do
+  use Snap.IntegrationCase
+
+  alias Snap.Bulk.Action
+  alias Snap.Multi
+  alias Snap.Test.Cluster
+
+  setup_all do
+    {:ok, _} = Snap.Indexes.create(Cluster, @test_index, %{})
+
+    1..5
+    |> Enum.map(fn i ->
+      doc = %{"title" => "Document #{i}"}
+
+      %Action.Index{_id: i, doc: doc}
+    end)
+    |> Snap.Bulk.perform(Cluster, @test_index, refresh: :wait_for)
+  end
+
+  test "simple multi search" do
+    {:ok, %Multi.Response{} = response} =
+      Multi.new()
+      |> Multi.add(%{query: %{query_string: %{query: "Document 1"}}})
+      |> Multi.add(%{query: %{query_string: %{query: "Document 2"}}})
+      |> Multi.run(Cluster, @test_index)
+
+    assert length(response.searches) == 2
+  end
+
+  test "multi search with headers" do
+    {:ok, %Multi.Response{} = response} =
+      Multi.new()
+      |> Multi.add(%{query: %{query_string: %{query: "Document 1"}}}, request_cache: false)
+      |> Multi.add(%{query: %{query_string: %{query: "Document 2"}}})
+      |> Multi.run(Cluster, @test_index)
+
+    assert length(response.searches) == 2
+  end
+
+  test "multi search with named queries" do
+    {:ok, %Multi.Response{} = response} =
+      Multi.new()
+      |> Multi.add(%{query: %{query_string: %{query: "Document 1"}}}, id: "foo")
+      |> Multi.add(%{query: %{query_string: %{query: "Document 2"}}}, id: "bar")
+      |> Multi.run(Cluster, @test_index)
+
+    assert length(response.searches) == 2
+
+    searches_map = Enum.into(response.searches, %{})
+
+    assert Map.has_key?(searches_map, "foo")
+    assert Map.has_key?(searches_map, "bar")
+  end
+end
diff --git a/test/support/integration_case.ex b/test/support/integration_case.ex
index aa603b6..4ee8cd9 100644
--- a/test/support/integration_case.ex
+++ b/test/support/integration_case.ex
@@ -6,8 +6,18 @@ defmodule Snap.IntegrationCase do
 
   @prefix "snap-test"
 
+  setup_all do
+    clear_indexes()
+  end
+
   # Clean out any indexes remaining after each test run
   setup do
+    on_exit(fn ->
+      clear_indexes()
+    end)
+  end
+
+  defp clear_indexes() do
     {:ok, indexes} = Snap.Indexes.list(Cluster)
 
     indexes