Testing network stuff like APIs and database calls can be a real pain:
I find myself burning way too much time just making mock data, instead of actually doing the tests or assertions.
When you make fake mocks, you might end up using wrong guesses or data that's just too unreal or vague.
When things (contract) change, you have to dig around and update everything by hand. It's a bit of a headache.
I was searching for a more efficient way to imitate HTTP dependencies. I found a great library on Google's GitHub page. The URL is github.com/google/go-replayers.
It piqued my interest because it let me record my HTTP dependencies, and hey, it's working out for Google, right? Still, it wasn't all smooth sailing - a couple of issues popped up:
Reading and editing the recorded stubs was difficult. Scrubbing sensitive information such as personal details and keys was especially challenging, especially when recording from live production sources.
Keeping these stubs fresh was a DIY job, with API developers rarely ever giving the API mocks a second glance. So, there was always a risk of slipping into wrong assumptions.
Wouldn't it be awesome to make believable, easy-to-understand mock-ups or stubs that can double as API test cases?
So, we got down to coding and built our own mock/stub library in Keploy to help with TDD workflows. This tool has a unique capability. It can create tests and mocks from real API or database calls. In contrast, gomock only creates types.
The best part? You can use API call tests as mocks or stubs, and vice versa!
Let's roll up our sleeves and dive into a unit-testing example I found on a pretty nifty blog. We'll be swapping out the handcrafted mocking behaviour with lifelike recorded stubs 🌟. First, let's get our directory structure in shape:
$ go mod init mocking
go: creating new go.mod: module mocking
$ mkdir -p external
$ touch external/{external.go,external_test.go}
$ tree .
.
├── external
│ ├── external.go
│ └── external_test.go
└── go.mod
1 directory, 3 files
You can swipe the starting code from these Github gists: example.go & example_test.go
Let's whip up our stubs
First things first, we need to download and fire up keploy.
Mac
curl --silent --location "https://github.com/keploy/keploy/releases/latest/download/keploy_darwin_all.tar.gz" | tar xz -C /tmp
sudo mv /tmp/keploy /usr/local/bin && keploy
Linux
curl --silent --location "https://github.com/keploy/keploy/releases/latest/download/keploy_linux_amd64.tar.gz" | tar xz -C /tmp
sudo mv /tmp/keploy /usr/local/bin && keploy
That should download and kick-start the keploy server. You should see something like this:
➜ mocking curl --silent --location "https://github.com/keploy/keploy/releases/latest/download/keploy_darwin_all.tar.gz" | tar xz -C /tmp
sudo mkdir -p /usr/local/bin && sudo mv /tmp/keploy /usr/local/bin && keploy
Password:
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keploy 0.9.1
.2023-06-15T15:30:58.736+0530 INFO server/server.go:217 keploy started at port 6789
Now that the Keploy server is humming along, we can bring in the Keploy Go SDK and start building our stubs. Keploy usually requires all network clients (like HTTP clients or DB drivers) to be wrapped up so it can catch them. So here, we'll wrap the HTTP client with Keploy's net/http wrapper.
import "github.com/keploy/go-sdk/integrations/khttpclient"
...
// wrap the http client with the Keploy SDK
interceptor := khttpclient.NewInterceptor(http.DefaultTransport)
client := &http.Client{
Transport: interceptor,
}
ext = external.New(server.URL, client, time.Second)
...
We have finished wrapping the HTTP client. Now, we can start the Keploy SDK. We can use it to record or stub our HTTP calls.
ctx := mock.NewContext(mock.Config{
Name: "hello", // It is unique for every mock/stub. If you dont provide during record it would be generated. Its compulsory during tests.
Mode: keploy.MODE_RECORD, // It can be MODE_TEST or MODE_OFF. Default is MODE_TEST
})
for i := range tt {
tc := tt[i]
t.Run(tc.name, func(t *testing.T) {
t.Parallel()
// Ensure to pass the context all the way to the http client
gotData, gotErr := ext.FetchData(ctx, tc.id)
if !errors.Is(gotErr, tc.wantErr) {
fatal(t, tc.wantErr, gotErr)
}
if !reflect.DeepEqual(gotData, tc.wantData) {
fatal(t, tc.wantData, gotData)
}
})
}
"Like most profiling tools in Golang, Keploy also needs you to pass the context.Context objects to all the dependencies. The SDK uses this context to keep all the different parts of your app in sync. Ready to record our stubs with go test?
mocking go test -v -count=1 ./...
mocking server
mocking external
run tests
=== RUN TestExternal_FetchData
💡⚡️ Keploy created new mocking context in record mode for hello.
If you dont see any logs about your dependencies below, your dependency/s are NOT wrapped.
=== RUN TestExternal_FetchData/response_not_ok
=== PAUSE TestExternal_FetchData/response_not_ok
=== RUN TestExternal_FetchData/data_found
=== PAUSE TestExternal_FetchData/data_found
=== CONT TestExternal_FetchData/response_not_ok
=== CONT TestExternal_FetchData/data_found
🟠 Captured the mocked outputs for Http dependency call with meta: map[name:Http operation:GET type:HTTP_CLIENT]
🟠 Captured the mocked outputs for Http dependency call with meta: map[name:Http operation:GET type:HTTP_CLIENT]
--- PASS: TestExternal_FetchData (0.00s)
--- PASS: TestExternal_FetchData/data_found (0.00s)
--- PASS: TestExternal_FetchData/response_not_ok (0.00s)
PASS
ok mocking/external 0.165s
Voila! Our stubs are ready to roll. By default, they're created in the mocks folder, but you can easily customize this. After these stubs are created, we can switch the mode in the Keploy object defined in our test file to test.
ctx := mock.NewContext(mock.Config{
Name: "hello", // It is unique for every mock/stub. If you dont provide during record it would be generated. Its compulsory during tests.
Mode: keploy.MODE_TEST, // It can be MODE_TEST or MODE_OFF. Default is MODE_TEST
})
With that out of the way, we can rerun our tests:
➜ mocking go test -v -count=1 ./...
mocking server
mocking external
run tests
=== RUN TestExternal_FetchData
💡⚡️ Keploy created new mocking context in test mode for hello.
If you dont see any logs about your dependencies below, your dependency/s are NOT wrapped.
=== RUN TestExternal_FetchData/response_not_ok
=== PAUSE TestExternal_FetchData/response_not_ok
=== RUN TestExternal_FetchData/data_found
=== PAUSE TestExternal_FetchData/data_found
=== CONT TestExternal_FetchData/response_not_ok
=== CONT TestExternal_FetchData/data_found
🤡 Returned the mocked outputs for Http dependency call with meta: map[name:Http operation:GET type:HTTP_CLIENT]
🤡 Returned the mocked outputs for Http dependency call with meta: map[name:Http operation:GET type:HTTP_CLIENT]
--- PASS: TestExternal_FetchData (0.00s)
--- PASS: TestExternal_FetchData/response_not_ok (0.00s)
--- PASS: TestExternal_FetchData/data_found (0.00s)
PASS
ok mocking/external 0.247s
Magic, isn't it? Keploy automatically serves up the previously recorded stub responses! 🪄 You can find the complete code for this blog here.
You can make realistic stubs (service virtualization) for any dependency supported by Keploy. This includes Postgres, MySQL, gRPC client/server, and more. All you need to do is follow the same steps. Don't hesitate to give it a shot and share your experience on the Keploy slack channel.
We're also excited about our upcoming version of Keploy (possibly TestGPT?). It will use the magic of Generative AI to generate test code that actually works! No more dealing with those half-baked, semi-working tests produced by most GPT-based test generator tools.
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